Taking the Human Out of the Loop: A Review of Bayesian Optimization

Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous computing and storage architectures. The construction of such systems involves many distributed design choices. The end products (e.g., recomm...

Full description

Saved in:

Bibliographic Details
Published in	Proceedings of the IEEE Vol. 104; no. 1; pp. 148 - 175
Main Authors	Shahriari, Bobak, Swersky, Kevin, Wang, Ziyu, Adams, Ryan P., de Freitas, Nando
Format	Journal Article
Language	English
Published	New York IEEE 01.01.2016 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects	Automation Bayes methods Bayesian analysis Big data Computer programs Decision making Design analysis Design engineering Design of experiments Genomes genomic medicine Human Linear programming Optimization response surface methodology Software Software upgrading Statistical analysis statistical learning statistical learning response surface methodology Decision making optimization design of experiments
Online Access	Get full text

Cover

Loading…

Abstract	Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous computing and storage architectures. The construction of such systems involves many distributed design choices. The end products (e.g., recommendation systems, medical analysis tools, real-time game engines, speech recognizers) thus involve many tunable configuration parameters. These parameters are often specified and hard-coded into the software by various developers or teams. If optimized jointly, these parameters can result in significant improvements. Bayesian optimization is a powerful tool for the joint optimization of design choices that is gaining great popularity in recent years. It promises greater automation so as to increase both product quality and human productivity. This review paper introduces Bayesian optimization, highlights some of its methodological aspects, and showcases a wide range of applications.
AbstractList	Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous computing and storage architectures. The construction of such systems involves many distributed design choices. The end products (e.g., recommendation systems, medical analysis tools, real-time game engines, speech recognizers) thus involve many tunable configuration parameters. These parameters are often specified and hard-coded into the software by various developers or teams. If optimized jointly, these parameters can result in significant improvements. Bayesian optimization is a powerful tool for the joint optimization of design choices that is gaining great popularity in recent years. It promises greater automation so as to increase both product quality and human productivity. This review paper introduces Bayesian optimization, highlights some of its methodological aspects, and showcases a wide range of applications.
Author	Shahriari, Bobak de Freitas, Nando Wang, Ziyu Adams, Ryan P. Swersky, Kevin
Author_xml	– sequence: 1 givenname: Bobak surname: Shahriari fullname: Shahriari, Bobak email: bshahr@cs.ubc.ca organization: Univ. of British Columbia, Vancouver, BC, Canada – sequence: 2 givenname: Kevin surname: Swersky fullname: Swersky, Kevin email: kswersky@cs.toronto.edu organization: Univ. of Toronto, Toronto, ON, Canada – sequence: 3 givenname: Ziyu surname: Wang fullname: Wang, Ziyu email: ziyu@google.com organization: Oxford Univ., Oxford, UK – sequence: 4 givenname: Ryan P. surname: Adams fullname: Adams, Ryan P. email: rpa@seas.harvard.edu organization: Harvard Univ., Cambridge, MA, USA – sequence: 5 givenname: Nando surname: de Freitas fullname: de Freitas, Nando email: nandodefreitas@google.com organization: Oxford Univ., Oxford, UK
BookMark	eNp9kMtKw0AUhgdRsK2-gG4Cbtykzj0TdzWoVQqVUtdhkpzo1DQTM4lSn96kLS66cHXg8P3n8g3RcWlLQOiC4DEhOLx5flnMozHFRIwpDzkl6ggNiBDKp1TIYzTAmCg_pCQ8RUPnVhhjJiQboGipP0z55jXv4E3btS69edt4Nt82ZtZWt97EW8CXge--e6c34ExPVY1Zmx_dGFueoZNcFw7O93WEXh_ul9HUn80fn6LJzE85U42viCSpTDSWmZRMAs0DBkEWEK451jkXkgpNdS5VyEBJpbASGYdAZZAkKk_YCF3v5la1_WzBNfHauBSKQpdgWxeTIGSUd5-SDr06QFe2rcvuuo4ShGGGOe8ouqPS2jpXQx5XtVnrehMTHPde463XuPca7712IXUQSk2z9dDU2hT_Ry93UQMAf7sCJijDkv0CRaaFOQ
CODEN	IEEPAD
CitedBy_id	crossref_primary_10_1109_ACCESS_2024_3410675 crossref_primary_10_3390_app10010090 crossref_primary_10_3389_frobt_2024_1344367 crossref_primary_10_3389_fspor_2022_861466 crossref_primary_10_1017_dce_2022_5 crossref_primary_10_1002_cctc_202400777 crossref_primary_10_1007_s00214_021_02820_2 crossref_primary_10_1021_acs_chemrestox_3c00305 crossref_primary_10_3233_XST_200644 crossref_primary_10_4271_2022_01_0790 crossref_primary_10_1145_3711922 crossref_primary_10_3390_pr11010087 crossref_primary_10_1016_j_apacoust_2019_107057 crossref_primary_10_4271_2022_01_0793 crossref_primary_10_1016_j_measurement_2024_114471 crossref_primary_10_1007_s00158_022_03419_2 crossref_primary_10_1109_LSENS_2024_3414612 crossref_primary_10_1016_j_epidem_2024_100801 crossref_primary_10_1002_cjce_25355 crossref_primary_10_1016_j_wasman_2021_09_019 crossref_primary_10_1115_1_4039589 crossref_primary_10_1002_qre_3181 crossref_primary_10_1007_s13755_017_0023_z crossref_primary_10_1186_s12859_022_04582_5 crossref_primary_10_1016_j_eswa_2021_115937 crossref_primary_10_1021_acs_jpcc_9b11654 crossref_primary_10_1016_j_ijhydene_2022_08_013 crossref_primary_10_1016_j_jpdc_2023_03_002 crossref_primary_10_1002_admt_202400633 crossref_primary_10_1002_mp_16267 crossref_primary_10_1109_TEMC_2020_2980790 crossref_primary_10_21105_joss_05694 crossref_primary_10_1007_s44205_023_00063_w crossref_primary_10_1016_j_compbiomed_2021_104347 crossref_primary_10_1115_1_4063238 crossref_primary_10_1093_bib_bbac570 crossref_primary_10_1016_j_actamat_2022_118439 crossref_primary_10_1109_TCYB_2018_2794503 crossref_primary_10_1007_s11069_021_04729_2 crossref_primary_10_1287_mnsc_2022_00204 crossref_primary_10_1109_TVLSI_2023_3344536 crossref_primary_10_1016_j_mechmat_2023_104563 crossref_primary_10_1177_10943420211035164 crossref_primary_10_1088_1361_6501_ad3ea6 crossref_primary_10_1016_j_autcon_2023_105164 crossref_primary_10_1016_j_compchemeng_2020_106733 crossref_primary_10_1103_PhysRevAccelBeams_25_014601 crossref_primary_10_1016_j_proci_2022_07_235 crossref_primary_10_1016_j_istruc_2025_108413 crossref_primary_10_1007_s11668_023_01833_2 crossref_primary_10_1002_cctc_202100495 crossref_primary_10_1039_D1RE00397F crossref_primary_10_1109_TASE_2020_3021742 crossref_primary_10_1214_18_EJS1497 crossref_primary_10_1016_j_eti_2023_103314 crossref_primary_10_1002_sam_11677 crossref_primary_10_1007_s00603_023_03522_w crossref_primary_10_1002_oca_2817 crossref_primary_10_1016_j_compchemeng_2023_108515 crossref_primary_10_3390_app122110985 crossref_primary_10_1007_s40747_021_00506_7 crossref_primary_10_1002_sdtp_15795 crossref_primary_10_1039_D4DD00299G crossref_primary_10_1007_s11222_021_10060_4 crossref_primary_10_1115_1_4067616 crossref_primary_10_1039_D3TA06651G crossref_primary_10_1109_TCSI_2017_2768826 crossref_primary_10_1126_science_aat2663 crossref_primary_10_1109_TRO_2021_3127388 crossref_primary_10_1007_s10898_021_01052_9 crossref_primary_10_1088_2632_2153_abf5ee crossref_primary_10_1016_j_jweia_2025_106047 crossref_primary_10_1038_s41576_019_0122_6 crossref_primary_10_1021_acssynbio_0c00393 crossref_primary_10_1021_acs_accounts_0c00713 crossref_primary_10_1016_j_cmpb_2023_107495 crossref_primary_10_1016_j_eswa_2022_119328 crossref_primary_10_1007_s10898_022_01236_x crossref_primary_10_1016_j_atmosenv_2020_118025 crossref_primary_10_1016_j_cscm_2024_e03428 crossref_primary_10_1103_PhysRevResearch_5_013211 crossref_primary_10_1016_j_compchemeng_2024_108807 crossref_primary_10_3390_w13070934 crossref_primary_10_1007_s10278_022_00617_8 crossref_primary_10_3390_s23187760 crossref_primary_10_1016_j_paerosci_2022_100849 crossref_primary_10_1021_acscatal_3c00864 crossref_primary_10_1145_3661147 crossref_primary_10_3390_sym13010060 crossref_primary_10_1021_acsomega_3c02344 crossref_primary_10_3390_a15120446 crossref_primary_10_1088_1367_2630_ac29ff crossref_primary_10_1109_TASLP_2020_2996095 crossref_primary_10_1007_s10489_023_05185_0 crossref_primary_10_1016_j_enconman_2022_115617 crossref_primary_10_1016_j_ress_2020_106858 crossref_primary_10_1016_j_autcon_2020_103313 crossref_primary_10_1016_j_ast_2020_105980 crossref_primary_10_1016_j_compchemeng_2024_108813 crossref_primary_10_1016_j_ifacol_2021_08_249 crossref_primary_10_1109_TITS_2024_3357360 crossref_primary_10_1016_j_compchemeng_2024_108816 crossref_primary_10_1016_j_commatsci_2024_113175 crossref_primary_10_2166_hydro_2024_090 crossref_primary_10_1016_j_egyr_2021_09_115 crossref_primary_10_1007_s11063_023_11340_y crossref_primary_10_21105_joss_06507 crossref_primary_10_1088_2515_7639_ab0c3d crossref_primary_10_1038_s41524_021_00662_x crossref_primary_10_1088_1361_6420_ad04ec crossref_primary_10_1038_s41467_022_31347_8 crossref_primary_10_3390_aerospace11010048 crossref_primary_10_1016_j_hspr_2024_07_001 crossref_primary_10_1016_j_swevo_2020_100694 crossref_primary_10_1016_j_cpc_2024_109358 crossref_primary_10_1038_s41598_023_38527_6 crossref_primary_10_1109_TGCN_2023_3311590 crossref_primary_10_1364_JOSAB_489884 crossref_primary_10_1002_adma_202106248 crossref_primary_10_1109_TSM_2019_2943162 crossref_primary_10_1039_D4RE00175C crossref_primary_10_1002_advs_202303589 crossref_primary_10_1016_j_csite_2022_102288 crossref_primary_10_1016_j_matlet_2023_135067 crossref_primary_10_1145_3641544 crossref_primary_10_1109_TCPMT_2022_3187716 crossref_primary_10_1021_acssuschemeng_4c06166 crossref_primary_10_1029_2023MS004163 crossref_primary_10_1007_s40192_023_00301_x crossref_primary_10_1007_s41104_021_00077_2 crossref_primary_10_1016_j_apor_2024_104284 crossref_primary_10_1103_PhysRevB_108_174103 crossref_primary_10_3390_pr13020369 crossref_primary_10_1007_s00291_019_00561_0 crossref_primary_10_1016_j_actaastro_2022_08_052 crossref_primary_10_1109_TVCG_2020_3030380 crossref_primary_10_1016_j_eswa_2022_119377 crossref_primary_10_1109_TIM_2024_3378260 crossref_primary_10_1016_j_ymssp_2021_108112 crossref_primary_10_1016_j_anucene_2024_110973 crossref_primary_10_1021_acs_nanolett_3c03568 crossref_primary_10_1080_19439962_2023_2253759 crossref_primary_10_1016_j_cma_2020_112861 crossref_primary_10_1007_s11590_024_02127_8 crossref_primary_10_1038_s41598_023_30124_x crossref_primary_10_1016_j_cej_2025_160840 crossref_primary_10_1039_D4CS00844H crossref_primary_10_1038_s41598_021_99582_5 crossref_primary_10_1109_TBME_2018_2855404 crossref_primary_10_1109_JBHI_2024_3423708 crossref_primary_10_1109_TEVC_2023_3307244 crossref_primary_10_1109_ACCESS_2021_3113892 crossref_primary_10_1007_s00158_021_02882_7 crossref_primary_10_1002_cphc_202300850 crossref_primary_10_1109_ACCESS_2020_2990735 crossref_primary_10_3390_land11060864 crossref_primary_10_1109_TSG_2023_3315207 crossref_primary_10_1039_D4DD00037D crossref_primary_10_1063_5_0088017 crossref_primary_10_1016_j_cma_2025_117890 crossref_primary_10_3390_s24030882 crossref_primary_10_1088_1741_2552_adaeef crossref_primary_10_1007_s42452_020_2060_5 crossref_primary_10_1021_acs_iecr_4c00075 crossref_primary_10_1109_TEVC_2023_3265347 crossref_primary_10_3390_en15186716 crossref_primary_10_2139_ssrn_3903295 crossref_primary_10_1016_j_wasman_2025_02_018 crossref_primary_10_1007_s10898_019_00839_1 crossref_primary_10_1364_AO_458718 crossref_primary_10_1016_j_energy_2023_129988 crossref_primary_10_1016_j_soildyn_2024_109031 crossref_primary_10_1016_j_swevo_2021_100970 crossref_primary_10_1021_acs_jpca_2c05229 crossref_primary_10_1109_TTE_2021_3113958 crossref_primary_10_1016_j_ifacol_2020_12_2778 crossref_primary_10_1016_j_net_2016_12_011 crossref_primary_10_1016_j_optcom_2024_131272 crossref_primary_10_1039_D3CP04628A crossref_primary_10_1021_acs_est_4c10081 crossref_primary_10_1007_s10278_019_00181_8 crossref_primary_10_3390_informatics11010006 crossref_primary_10_1109_ACCESS_2021_3062144 crossref_primary_10_1016_j_dche_2022_100058 crossref_primary_10_1002_bimj_202000389 crossref_primary_10_1103_PhysRevFluids_8_083904 crossref_primary_10_1364_OE_510830 crossref_primary_10_3390_app122412606 crossref_primary_10_1016_j_tws_2024_112207 crossref_primary_10_1038_s44160_023_00294_7 crossref_primary_10_1002_pst_2085 crossref_primary_10_1016_j_knosys_2025_113138 crossref_primary_10_1364_OE_444451 crossref_primary_10_1007_s12155_024_10747_2 crossref_primary_10_3349_ymj_2021_62_12_1125 crossref_primary_10_1007_s11704_020_0241_4 crossref_primary_10_1016_j_ins_2022_05_017 crossref_primary_10_1109_TCAD_2022_3193647 crossref_primary_10_1109_TETCI_2023_3313555 crossref_primary_10_1021_acs_jcim_1c01204 crossref_primary_10_1109_TIE_2020_3044808 crossref_primary_10_1017_pds_2022_156 crossref_primary_10_1016_j_compchemeng_2024_108859 crossref_primary_10_3390_math11010017 crossref_primary_10_1016_j_neucom_2021_11_094 crossref_primary_10_1038_s41524_023_01191_5 crossref_primary_10_1115_1_4062789 crossref_primary_10_1016_j_nima_2023_168694 crossref_primary_10_1109_TASLP_2022_3153253 crossref_primary_10_1109_TETCI_2024_3369314 crossref_primary_10_1016_j_patter_2022_100610 crossref_primary_10_1109_LCSYS_2019_2913347 crossref_primary_10_1007_s10618_021_00796_y crossref_primary_10_1016_j_envsoft_2022_105474 crossref_primary_10_1007_s00366_023_01809_8 crossref_primary_10_3390_a14090253 crossref_primary_10_1109_TSP_2024_3410142 crossref_primary_10_2139_ssrn_5047745 crossref_primary_10_1002_syst_202400042 crossref_primary_10_1109_TASE_2020_3017644 crossref_primary_10_1002_bit_28960 crossref_primary_10_1016_j_actamat_2020_04_054 crossref_primary_10_1527_tjsai_36_6_AG21_K crossref_primary_10_1109_TCAD_2023_3333758 crossref_primary_10_1016_j_array_2022_100249 crossref_primary_10_1016_j_eswa_2021_115525 crossref_primary_10_1109_ACCESS_2020_2974617 crossref_primary_10_1016_j_asoc_2020_106716 crossref_primary_10_1007_s10462_017_9601_3 crossref_primary_10_1016_j_ifacol_2023_10_550 crossref_primary_10_1080_23248378_2019_1669500 crossref_primary_10_1214_20_BA1225 crossref_primary_10_1016_j_compchemeng_2024_108872 crossref_primary_10_1088_1748_9326_ac1d0c crossref_primary_10_1016_j_chroma_2021_462628 crossref_primary_10_1364_OL_488332 crossref_primary_10_2514_1_J059812 crossref_primary_10_34133_2022_9820424 crossref_primary_10_1155_2022_3409468 crossref_primary_10_1016_j_engappai_2022_105020 crossref_primary_10_1371_journal_pone_0299147 crossref_primary_10_23919_CSMS_2024_0019 crossref_primary_10_1016_j_conb_2017_06_004 crossref_primary_10_1063_5_0129565 crossref_primary_10_1016_j_cej_2023_144671 crossref_primary_10_1016_j_fcr_2021_108377 crossref_primary_10_1103_PhysRevAccelBeams_24_062801 crossref_primary_10_1557_mrc_2019_60 crossref_primary_10_1080_27660400_2022_2075685 crossref_primary_10_1186_s11671_023_03821_9 crossref_primary_10_3390_e26121125 crossref_primary_10_1007_s11069_024_06917_2 crossref_primary_10_1109_TSC_2019_2962673 crossref_primary_10_1016_j_compchemeng_2024_108890 crossref_primary_10_1029_2018WR024463 crossref_primary_10_1039_C9SE00750D crossref_primary_10_1016_j_scitotenv_2023_168803 crossref_primary_10_1093_bioinformatics_bty210 crossref_primary_10_3390_e24040476 crossref_primary_10_1021_acs_chemmater_0c03332 crossref_primary_10_1021_acssynbio_2c00015 crossref_primary_10_1080_17460441_2023_2277342 crossref_primary_10_1016_j_compeleceng_2024_109162 crossref_primary_10_1109_TEVC_2022_3168060 crossref_primary_10_1557_mrc_2019_78 crossref_primary_10_1088_2632_2153_ada47d crossref_primary_10_3390_jmse11020292 crossref_primary_10_1371_journal_pone_0265340 crossref_primary_10_1016_j_ins_2022_05_055 crossref_primary_10_1016_j_knosys_2023_110336 crossref_primary_10_1007_s12206_023_1224_9 crossref_primary_10_1038_s41598_020_67666_3 crossref_primary_10_1002_sam_11698 crossref_primary_10_1016_j_fuel_2023_130156 crossref_primary_10_1039_D0CS01062F crossref_primary_10_1109_TPWRS_2022_3163381 crossref_primary_10_1016_j_knosys_2020_106622 crossref_primary_10_1002_bit_28912 crossref_primary_10_1109_TCAD_2021_3110740 crossref_primary_10_1021_acsphotonics_4c02157 crossref_primary_10_1007_s11831_024_10064_z crossref_primary_10_1109_JLT_2022_3207052 crossref_primary_10_1093_braincomms_fcae240 crossref_primary_10_3389_feart_2024_1474586 crossref_primary_10_1016_j_is_2023_102231 crossref_primary_10_1021_acs_jcim_4c01578 crossref_primary_10_1109_TRO_2019_2958211 crossref_primary_10_1109_ACCESS_2022_3175870 crossref_primary_10_1088_1757_899X_750_1_012223 crossref_primary_10_1088_2632_2153_ac3ffa crossref_primary_10_1002_minf_201800088 crossref_primary_10_2139_ssrn_3873751 crossref_primary_10_3390_eng5010021 crossref_primary_10_1038_s41598_023_34489_x crossref_primary_10_3390_polym12010163 crossref_primary_10_1021_acs_oprd_3c00150 crossref_primary_10_1016_j_cma_2023_115937 crossref_primary_10_1016_j_matt_2022_10_007 crossref_primary_10_1007_s00214_021_02766_5 crossref_primary_10_1016_j_energy_2024_130860 crossref_primary_10_1016_j_array_2022_100218 crossref_primary_10_1016_j_measurement_2021_109486 crossref_primary_10_1162_evco_a_00231 crossref_primary_10_1038_s43586_023_00266_3 crossref_primary_10_1214_20_BA1200 crossref_primary_10_1109_TSMC_2023_3257030 crossref_primary_10_1002_er_7764 crossref_primary_10_1016_j_jbiosc_2022_12_004 crossref_primary_10_1109_TEVC_2023_3340678 crossref_primary_10_1016_j_cma_2023_115946 crossref_primary_10_1109_TITS_2024_3490616 crossref_primary_10_1016_j_ifacsc_2021_100158 crossref_primary_10_1039_D1MH00495F crossref_primary_10_1021_acs_iecr_1c04176 crossref_primary_10_1109_JMW_2022_3225012 crossref_primary_10_3346_jkms_2025_40_e26 crossref_primary_10_1080_00223131_2024_2449451 crossref_primary_10_1039_D1ME00160D crossref_primary_10_1016_j_aei_2024_102999 crossref_primary_10_1145_3721296 crossref_primary_10_1016_j_ecmx_2024_100733 crossref_primary_10_1111_rssc_12374 crossref_primary_10_1371_journal_pone_0297380 crossref_primary_10_1007_s00158_024_03951_3 crossref_primary_10_2514_1_J063488 crossref_primary_10_1007_s10898_022_01262_9 crossref_primary_10_1007_s00707_023_03691_3 crossref_primary_10_1021_acs_jcim_2c00602 crossref_primary_10_1155_2021_9624386 crossref_primary_10_1016_j_soildyn_2023_108391 crossref_primary_10_1063_5_0169961 crossref_primary_10_1103_PhysRevD_103_126014 crossref_primary_10_1016_j_apgeog_2024_103458 crossref_primary_10_1016_j_energy_2022_126109 crossref_primary_10_1021_acssuschemeng_3c02402 crossref_primary_10_1080_02664763_2024_2414346 crossref_primary_10_1007_s10479_023_05508_x crossref_primary_10_1007_s41965_019_00023_0 crossref_primary_10_1186_s12879_021_06092_w crossref_primary_10_1007_s10489_023_04770_7 crossref_primary_10_1287_ijoo_2022_0085 crossref_primary_10_1051_aacus_2024001 crossref_primary_10_22331_q_2021_03_15_410 crossref_primary_10_3390_math13010158 crossref_primary_10_1007_s10489_020_01790_5 crossref_primary_10_1038_s41524_020_00367_7 crossref_primary_10_1016_j_gloei_2023_10_008 crossref_primary_10_1109_TPDS_2023_3282872 crossref_primary_10_1162_evco_a_00329 crossref_primary_10_1016_j_egyr_2023_04_053 crossref_primary_10_1016_j_geosus_2024_100255 crossref_primary_10_1002_env_2745 crossref_primary_10_1162_neco_a_01550 crossref_primary_10_1007_s00158_023_03509_9 crossref_primary_10_32604_csse_2022_018301 crossref_primary_10_1016_j_cscm_2025_e04255 crossref_primary_10_1109_TCAD_2022_3167858 crossref_primary_10_1039_D2ME00137C crossref_primary_10_1007_s43236_023_00744_7 crossref_primary_10_1016_j_measurement_2023_113795 crossref_primary_10_1002_for_2673 crossref_primary_10_3390_pr9030508 crossref_primary_10_1016_j_apenergy_2020_114978 crossref_primary_10_1016_j_cma_2023_116394 crossref_primary_10_1017_S1431927621002178 crossref_primary_10_1017_S0022377822001210 crossref_primary_10_1016_j_patrec_2025_03_009 crossref_primary_10_3390_ma16124366 crossref_primary_10_1109_TNNLS_2020_3027552 crossref_primary_10_1038_s41427_024_00549_5 crossref_primary_10_1016_j_knosys_2021_107796 crossref_primary_10_1021_acs_jcim_3c01792 crossref_primary_10_1103_PhysRevMaterials_2_113802 crossref_primary_10_1016_j_buildenv_2025_112620 crossref_primary_10_1063_5_0068903 crossref_primary_10_1016_j_compchemeng_2023_108194 crossref_primary_10_1115_1_4044598 crossref_primary_10_1103_PhysRevMaterials_2_113803 crossref_primary_10_1038_s41551_022_00860_y crossref_primary_10_1038_s41598_019_48769_y crossref_primary_10_3390_diagnostics12051258 crossref_primary_10_1016_j_ces_2021_117135 crossref_primary_10_1016_j_commatsci_2022_111269 crossref_primary_10_1039_D3DD00117B crossref_primary_10_1016_j_engappai_2025_110534 crossref_primary_10_1080_10589759_2024_2310089 crossref_primary_10_1016_j_matdes_2024_113443 crossref_primary_10_3390_f15111892 crossref_primary_10_1016_j_conengprac_2024_106045 crossref_primary_10_1101_cshperspect_a041469 crossref_primary_10_14495_jsiaml_15_101 crossref_primary_10_1016_j_cej_2021_130248 crossref_primary_10_1109_ACCESS_2020_3045424 crossref_primary_10_1109_TEVC_2022_3159087 crossref_primary_10_1038_s41597_024_03483_x crossref_primary_10_1109_OJCSYS_2024_3418306 crossref_primary_10_1063_5_0232486 crossref_primary_10_1103_PhysRevResearch_3_033031 crossref_primary_10_1016_j_compchemeng_2022_107844 crossref_primary_10_1016_j_scib_2022_07_017 crossref_primary_10_1017_S002237782200126X crossref_primary_10_1007_s00138_018_0984_1 crossref_primary_10_1016_j_apacoust_2025_110558 crossref_primary_10_1016_j_expneurol_2020_113586 crossref_primary_10_3390_rs17060987 crossref_primary_10_1039_D2RA04539G crossref_primary_10_1007_s00158_024_03746_6 crossref_primary_10_1145_3517130 crossref_primary_10_1080_24725854_2024_2312905 crossref_primary_10_1007_s10596_023_10221_6 crossref_primary_10_1364_OE_492160 crossref_primary_10_1109_TVT_2024_3503609 crossref_primary_10_1016_j_pnpbp_2020_109989 crossref_primary_10_1109_TMTT_2022_3194980 crossref_primary_10_1145_3545611 crossref_primary_10_1007_s42979_021_00505_y crossref_primary_10_1080_10618600_2021_1950004 crossref_primary_10_1109_TEC_2021_3052546 crossref_primary_10_1109_TSMC_2023_3306085 crossref_primary_10_1080_24725854_2023_2275166 crossref_primary_10_1088_1742_6596_2687_3_032030 crossref_primary_10_1103_PhysRevA_109_062604 crossref_primary_10_1038_s41598_022_06218_3 crossref_primary_10_1007_s12532_021_00204_y crossref_primary_10_1109_TSC_2022_3166553 crossref_primary_10_1145_3702992 crossref_primary_10_1016_j_patter_2023_100858 crossref_primary_10_1007_s41237_022_00168_w crossref_primary_10_1021_acsomega_2c05988 crossref_primary_10_1021_jacs_1c05055 crossref_primary_10_1039_D2NR07147A crossref_primary_10_1007_s10898_018_0688_0 crossref_primary_10_1016_j_cjche_2024_11_004 crossref_primary_10_1016_j_ijepes_2023_109423 crossref_primary_10_1002_wcms_1481 crossref_primary_10_1016_j_actamat_2024_120558 crossref_primary_10_1177_13694332241298019 crossref_primary_10_1038_s41524_018_0106_7 crossref_primary_10_1016_j_enggeo_2024_107542 crossref_primary_10_3390_ani14182724 crossref_primary_10_1016_j_engstruct_2024_119541 crossref_primary_10_1016_j_jfranklin_2024_106843 crossref_primary_10_3390_electronics13204032 crossref_primary_10_1016_j_compag_2020_105381 crossref_primary_10_1109_LRA_2019_2901308 crossref_primary_10_1016_j_engappai_2020_103982 crossref_primary_10_3390_pr9010098 crossref_primary_10_1115_1_4065914 crossref_primary_10_2514_1_J062592 crossref_primary_10_3390_biomimetics9070394 crossref_primary_10_1111_gwat_13221 crossref_primary_10_3390_molecules26206184 crossref_primary_10_1016_j_csbj_2024_02_012 crossref_primary_10_1126_science_adl2029 crossref_primary_10_1016_j_conbuildmat_2024_136232 crossref_primary_10_1016_j_compbiomed_2023_107676 crossref_primary_10_1080_01694243_2025_2450268 crossref_primary_10_1007_s10589_022_00381_z crossref_primary_10_1002_aic_17634 crossref_primary_10_1007_s10973_021_11124_3 crossref_primary_10_1007_s11634_022_00496_5 crossref_primary_10_1007_s11063_025_11730_4 crossref_primary_10_1016_j_bspc_2024_106975 crossref_primary_10_1109_TCYB_2021_3114403 crossref_primary_10_1007_s40747_021_00421_x crossref_primary_10_1016_j_ast_2020_105949 crossref_primary_10_1016_j_ymssp_2021_108643 crossref_primary_10_1038_s41598_022_23431_2 crossref_primary_10_1109_TIM_2023_3322504 crossref_primary_10_1109_MEMC_2023_10466425 crossref_primary_10_1115_1_4064160 crossref_primary_10_1016_j_neucom_2019_11_004 crossref_primary_10_1016_j_ref_2023_100520 crossref_primary_10_3390_s23031162 crossref_primary_10_1016_j_neucom_2019_11_006 crossref_primary_10_1007_s11128_021_03003_5 crossref_primary_10_1364_OE_438212 crossref_primary_10_1557_adv_2018_260 crossref_primary_10_1109_ACCESS_2020_2966228 crossref_primary_10_1016_j_ces_2024_120780 crossref_primary_10_1111_cgf_14341 crossref_primary_10_1016_j_eswa_2024_124417 crossref_primary_10_1007_s00466_023_02308_9 crossref_primary_10_1016_j_treng_2025_100316 crossref_primary_10_1109_TAC_2023_3283678 crossref_primary_10_1115_1_4065015 crossref_primary_10_1016_j_simpat_2023_102811 crossref_primary_10_1038_s44286_023_00002_4 crossref_primary_10_1080_10589759_2024_2375567 crossref_primary_10_1103_PhysRevA_104_053501 crossref_primary_10_1177_13694332241298020 crossref_primary_10_5194_gmd_16_289_2023 crossref_primary_10_1016_j_trc_2021_103002 crossref_primary_10_3390_systems11050228 crossref_primary_10_1080_0951192X_2021_1972466 crossref_primary_10_2514_1_A35453 crossref_primary_10_1109_TVT_2019_2909055 crossref_primary_10_1021_acs_jctc_3c00764 crossref_primary_10_1515_ijb_2020_0147 crossref_primary_10_1007_s10470_020_01733_7 crossref_primary_10_1016_j_scitotenv_2022_161138 crossref_primary_10_1016_j_engstruct_2021_112859 crossref_primary_10_1002_aisy_202200167 crossref_primary_10_1016_j_asoc_2022_109908 crossref_primary_10_1021_acsmacrolett_4c00384 crossref_primary_10_1007_s11600_024_01460_x crossref_primary_10_7566_JPSJ_92_123801 crossref_primary_10_1016_j_aej_2024_08_074 crossref_primary_10_1002_nme_6690 crossref_primary_10_1080_00268976_2024_2381617 crossref_primary_10_1093_mam_ozae044_186 crossref_primary_10_1109_TCYB_2024_3443396 crossref_primary_10_1016_j_chemolab_2020_104226 crossref_primary_10_1088_1755_1315_786_1_012017 crossref_primary_10_1007_s00500_018_3597_8 crossref_primary_10_1016_j_jai_2022_100002 crossref_primary_10_1039_D2DD00146B crossref_primary_10_1021_acs_iecr_4c03669 crossref_primary_10_1007_s00894_022_05173_0 crossref_primary_10_1016_j_ijheatmasstransfer_2022_123193 crossref_primary_10_1021_acs_iecr_4c01003 crossref_primary_10_1007_s11467_023_1311_5 crossref_primary_10_1007_s10596_019_09850_7 crossref_primary_10_1016_j_mechmachtheory_2023_105545 crossref_primary_10_1039_D3TA02830E crossref_primary_10_1016_j_apenergy_2024_122753 crossref_primary_10_1039_D0RE00243G crossref_primary_10_1016_j_aichem_2023_100002 crossref_primary_10_1109_TASE_2021_3114157 crossref_primary_10_1016_j_cej_2018_07_031 crossref_primary_10_12688_wellcomeopenres_14918_1 crossref_primary_10_1016_j_engappai_2023_107137 crossref_primary_10_12688_wellcomeopenres_14918_2 crossref_primary_10_1016_j_brs_2022_01_016 crossref_primary_10_1039_D4RA03233K crossref_primary_10_1299_transjsme_22_00243 crossref_primary_10_1299_transjsme_22_00247 crossref_primary_10_3390_electronics11193127 crossref_primary_10_17122_ogbus_2019_4_243_268 crossref_primary_10_1121_10_0020839 crossref_primary_10_1016_j_rinp_2022_106116 crossref_primary_10_1016_j_measurement_2022_111281 crossref_primary_10_1016_j_ymssp_2021_108619 crossref_primary_10_1080_14686996_2024_2354655 crossref_primary_10_3389_fmats_2022_821817 crossref_primary_10_1111_cgf_14300 crossref_primary_10_1016_j_conengprac_2021_104826 crossref_primary_10_1038_s41598_023_35257_7 crossref_primary_10_1002_aisy_202200111 crossref_primary_10_1016_j_jpowsour_2022_231698 crossref_primary_10_1007_s00158_021_03102_y crossref_primary_10_1021_acscentsci_0c00026 crossref_primary_10_1145_3555805 crossref_primary_10_1016_j_ifacol_2022_07_282 crossref_primary_10_1109_ACCESS_2020_3036548 crossref_primary_10_1039_D3SC02974C crossref_primary_10_3389_fphys_2018_01246 crossref_primary_10_1080_10920277_2024_2400648 crossref_primary_10_1080_01691864_2024_2321189 crossref_primary_10_1016_j_cma_2024_117521 crossref_primary_10_1109_TMC_2021_3123794 crossref_primary_10_1115_1_4065064 crossref_primary_10_1109_TETCI_2017_2769104 crossref_primary_10_1109_ACCESS_2019_2936606 crossref_primary_10_1186_s13321_019_0354_7 crossref_primary_10_15446_ing_investig_v41n3_79308 crossref_primary_10_1016_j_chemolab_2024_105093 crossref_primary_10_1016_j_future_2022_04_031 crossref_primary_10_1007_s10115_023_01935_1 crossref_primary_10_1007_s10898_018_0609_2 crossref_primary_10_1016_j_matdes_2025_113705 crossref_primary_10_1016_j_agwat_2020_106558 crossref_primary_10_1109_TEMC_2022_3223801 crossref_primary_10_1021_acsami_9b01226 crossref_primary_10_1109_TVT_2021_3055811 crossref_primary_10_1145_3529517 crossref_primary_10_1016_j_est_2025_115947 crossref_primary_10_1109_JSTSP_2020_2971421 crossref_primary_10_1016_j_jallcom_2023_171613 crossref_primary_10_1039_D2SC90130G crossref_primary_10_1007_s00500_023_09058_z crossref_primary_10_1002_mp_13929 crossref_primary_10_1007_s10462_024_10726_1 crossref_primary_10_1109_MSP_2020_3003837 crossref_primary_10_1016_j_drudis_2019_12_009 crossref_primary_10_1016_j_jhydrol_2020_125370 crossref_primary_10_3390_sym17020151 crossref_primary_10_1016_j_jhydrol_2024_130608 crossref_primary_10_1016_j_tws_2020_107248 crossref_primary_10_1002_app_55422 crossref_primary_10_1016_j_asoc_2022_109848 crossref_primary_10_1016_j_istruc_2023_05_136 crossref_primary_10_1109_TSE_2023_3315935 crossref_primary_10_1515_nanoph_2024_0032 crossref_primary_10_1016_j_oceaneng_2024_119670 crossref_primary_10_1016_j_ifacol_2020_12_1374 crossref_primary_10_1007_s11053_024_10375_9 crossref_primary_10_1088_1361_6587_adab1d crossref_primary_10_1061__ASCE_AS_1943_5525_0001157 crossref_primary_10_1016_j_jmatprotec_2022_117540 crossref_primary_10_1093_bib_bbab367 crossref_primary_10_1007_s00366_021_01516_2 crossref_primary_10_1002_ett_4579 crossref_primary_10_1016_j_dark_2019_100293 crossref_primary_10_1017_jfm_2018_872 crossref_primary_10_1016_j_apenergy_2024_122709 crossref_primary_10_2118_217985_PA crossref_primary_10_1088_1742_6596_2333_1_012021 crossref_primary_10_1080_00207721_2020_1838663 crossref_primary_10_1109_TAP_2021_3111299 crossref_primary_10_1016_j_apenergy_2016_09_084 crossref_primary_10_1080_13647830_2021_1887524 crossref_primary_10_1109_LRA_2023_3329752 crossref_primary_10_1126_sciadv_ado9576 crossref_primary_10_1109_TIM_2024_3353274 crossref_primary_10_1021_jacsau_4c00485 crossref_primary_10_1016_j_aei_2022_101554 crossref_primary_10_1016_j_istruc_2022_11_007 crossref_primary_10_2139_ssrn_4785058 crossref_primary_10_1016_j_swevo_2024_101745 crossref_primary_10_1021_acsami_4c00759 crossref_primary_10_1109_TFUZZ_2017_2755001 crossref_primary_10_3390_en16041956 crossref_primary_10_3390_ijms22084267 crossref_primary_10_1038_s41586_021_03213_y crossref_primary_10_1103_PhysRevD_110_076009 crossref_primary_10_1103_PhysRevMaterials_1_053801 crossref_primary_10_1007_s00158_020_02831_w crossref_primary_10_1016_j_amc_2017_07_043 crossref_primary_10_1115_1_4066631 crossref_primary_10_1109_TETCI_2024_3502355 crossref_primary_10_1137_20M1347486 crossref_primary_10_1038_s41598_023_49257_0 crossref_primary_10_1088_2632_2153_acb9d5 crossref_primary_10_1016_j_cscee_2023_100475 crossref_primary_10_1080_17445302_2024_2358285 crossref_primary_10_1109_TSMC_2020_3044418 crossref_primary_10_1016_j_carbpol_2022_119921 crossref_primary_10_1016_j_cma_2024_117039 crossref_primary_10_1007_s10853_024_09678_2 crossref_primary_10_1007_s11356_023_29962_z crossref_primary_10_1109_TITS_2020_3023668 crossref_primary_10_1021_acsomega_0c01649 crossref_primary_10_1016_j_cma_2024_117031 crossref_primary_10_1002_bit_28216 crossref_primary_10_1007_s11081_022_09740_5 crossref_primary_10_3389_fnins_2020_00667 crossref_primary_10_1063_5_0049847 crossref_primary_10_1177_09544062231164575 crossref_primary_10_1109_TCAD_2021_3064440 crossref_primary_10_1016_j_asoc_2024_112307 crossref_primary_10_1097_CCM_0000000000004550 crossref_primary_10_1016_j_jcp_2022_111477 crossref_primary_10_1016_j_energy_2023_129667 crossref_primary_10_1021_acs_jctc_1c01074 crossref_primary_10_1080_01431161_2024_2377228 crossref_primary_10_1016_j_ijhydene_2023_01_339 crossref_primary_10_1007_s00170_025_15121_w crossref_primary_10_3390_infrastructures8040071 crossref_primary_10_1002_aisy_202000209 crossref_primary_10_1109_TEVC_2019_2906927 crossref_primary_10_1162_netn_a_00403 crossref_primary_10_2139_ssrn_4477794 crossref_primary_10_1016_j_ocemod_2024_102463 crossref_primary_10_1109_TSP_2019_2911251 crossref_primary_10_1016_j_cirpj_2022_11_007 crossref_primary_10_1080_13682199_2023_2174657 crossref_primary_10_1016_j_neucom_2019_06_025 crossref_primary_10_1016_j_compchemeng_2023_108410 crossref_primary_10_1002_minf_201700130 crossref_primary_10_1109_TIP_2023_3343105 crossref_primary_10_1186_s40537_021_00506_x crossref_primary_10_1016_j_apsusc_2021_151219 crossref_primary_10_1016_j_ins_2021_06_095 crossref_primary_10_1016_j_neucom_2020_03_054 crossref_primary_10_1109_ACCESS_2020_3015346 crossref_primary_10_2514_1_I010813 crossref_primary_10_1007_s42235_024_00610_7 crossref_primary_10_1140_epja_s10050_023_01043_2 crossref_primary_10_3390_nano11071647 crossref_primary_10_1016_j_ins_2022_05_100 crossref_primary_10_1038_s41598_018_32167_x crossref_primary_10_1177_01655515231193859 crossref_primary_10_1016_j_envsoft_2024_106122 crossref_primary_10_1109_LRA_2022_3187262 crossref_primary_10_1021_acs_jpca_4c06745 crossref_primary_10_1016_j_finel_2021_103562 crossref_primary_10_1109_LSP_2019_2895543 crossref_primary_10_1016_j_displa_2022_102286 crossref_primary_10_1007_s10114_025_3329_9 crossref_primary_10_1109_TETCI_2019_2928344 crossref_primary_10_1016_j_cmpb_2024_108335 crossref_primary_10_1093_bib_bbz173 crossref_primary_10_1016_j_jwpe_2025_107294 crossref_primary_10_1541_ieejfms_144_360 crossref_primary_10_1016_j_mattod_2021_08_012 crossref_primary_10_1080_27660400_2021_1943171 crossref_primary_10_1098_rsif_2019_0114 crossref_primary_10_1364_OL_494910 crossref_primary_10_1039_D3MH01474F crossref_primary_10_1016_j_ejor_2021_11_007 crossref_primary_10_1016_j_rineng_2025_104181 crossref_primary_10_1016_j_applthermaleng_2024_122481 crossref_primary_10_1038_nature24270 crossref_primary_10_3390_electronics8050533 crossref_primary_10_1016_j_jmr_2020_106858 crossref_primary_10_1186_s13007_019_0422_z crossref_primary_10_3847_1538_4357_abc8ed crossref_primary_10_1016_j_jfranklin_2025_107548 crossref_primary_10_3389_fmats_2019_00082 crossref_primary_10_1016_j_eswa_2021_115847 crossref_primary_10_1016_j_enbuild_2024_114109 crossref_primary_10_1515_jisys_2023_0130 crossref_primary_10_1080_01621459_2021_1938081 crossref_primary_10_1002_adma_202201345 crossref_primary_10_3390_rs15102693 crossref_primary_10_1016_j_buildenv_2023_110569 crossref_primary_10_1109_ACCESS_2024_3441037 crossref_primary_10_1021_acs_jpclett_1c00339 crossref_primary_10_1016_j_compchemeng_2022_108110 crossref_primary_10_1098_rspa_2023_0371 crossref_primary_10_1109_TPDS_2022_3177782 crossref_primary_10_1080_13467581_2023_2294871 crossref_primary_10_1007_s42484_020_00032_8 crossref_primary_10_1103_PhysRevAccelBeams_25_062802 crossref_primary_10_1016_j_promfg_2018_06_004 crossref_primary_10_1002_cpt_3114 crossref_primary_10_1016_j_neunet_2019_11_017 crossref_primary_10_1038_s41534_021_00452_9 crossref_primary_10_1016_j_jhazmat_2024_135285 crossref_primary_10_1145_3559542 crossref_primary_10_1002_anie_202219070 crossref_primary_10_1021_acsomega_3c04891 crossref_primary_10_1115_1_4064027 crossref_primary_10_1109_JLT_2020_3041520 crossref_primary_10_14778_3551793_3551844 crossref_primary_10_2139_ssrn_4115860 crossref_primary_10_3390_s23115137 crossref_primary_10_1109_TPEL_2021_3098468 crossref_primary_10_1109_TIM_2022_3219476 crossref_primary_10_1049_iet_gtd_2020_0365 crossref_primary_10_1109_TCST_2018_2855666 crossref_primary_10_1109_TEVC_2021_3130838 crossref_primary_10_1007_s00371_020_01857_x crossref_primary_10_1016_j_rineng_2024_102586 crossref_primary_10_1021_jacs_2c08592 crossref_primary_10_1016_j_compchemeng_2023_108451 crossref_primary_10_3390_nano10122459 crossref_primary_10_1002_adfm_202010853 crossref_primary_10_1007_s00366_021_01573_7 crossref_primary_10_1016_j_cclet_2023_108877 crossref_primary_10_1088_2632_2153_ac4baa crossref_primary_10_1109_OJCSYS_2023_3345090 crossref_primary_10_1016_j_jallcom_2023_169171 crossref_primary_10_1016_j_ins_2024_121056 crossref_primary_10_1016_j_isatra_2022_01_013 crossref_primary_10_1103_PhysRevE_103_022110 crossref_primary_10_1109_TITS_2024_3394695 crossref_primary_10_3389_feart_2024_1473325 crossref_primary_10_1016_j_dche_2024_100188 crossref_primary_10_4204_EPTCS_306_59 crossref_primary_10_1039_D4DD00281D crossref_primary_10_1016_j_ifacol_2025_01_161 crossref_primary_10_1016_j_jenvrad_2021_106787 crossref_primary_10_1007_s10994_021_05949_0 crossref_primary_10_1007_s00170_022_10520_9 crossref_primary_10_1109_TITS_2023_3251376 crossref_primary_10_1109_TMTT_2024_3358300 crossref_primary_10_1016_j_engappai_2024_109075 crossref_primary_10_1016_j_compchemeng_2023_108443 crossref_primary_10_1016_j_compchemeng_2024_108743 crossref_primary_10_1039_C9RE00209J crossref_primary_10_1016_j_ecolmodel_2020_109054 crossref_primary_10_1515_nanoph_2019_0308 crossref_primary_10_1016_j_jprocont_2022_01_003 crossref_primary_10_1177_0144598720976632 crossref_primary_10_1088_1361_6528_acf938 crossref_primary_10_1021_acs_oprd_3c00238 crossref_primary_10_1093_bioinformatics_btab228 crossref_primary_10_1016_j_array_2021_100082 crossref_primary_10_1002_mp_17662 crossref_primary_10_4204_EPTCS_306_22 crossref_primary_10_1016_j_applthermaleng_2024_122876 crossref_primary_10_1080_10618600_2021_1923520 crossref_primary_10_1016_j_cie_2018_06_024 crossref_primary_10_1063_5_0063745 crossref_primary_10_1016_j_energy_2024_130559 crossref_primary_10_1016_j_ifacol_2024_10_230 crossref_primary_10_1109_TCSI_2023_3302341 crossref_primary_10_1145_3485128 crossref_primary_10_1002_smll_202407601 crossref_primary_10_1002_smr_2495 crossref_primary_10_2139_ssrn_4754397 crossref_primary_10_1016_j_matt_2023_11_012 crossref_primary_10_1016_j_oceaneng_2021_109402 crossref_primary_10_1002_sam_11390 crossref_primary_10_1016_j_epsr_2020_106233 crossref_primary_10_1021_acsomega_3c01744 crossref_primary_10_1103_PhysRevResearch_4_023062 crossref_primary_10_1016_j_enbuild_2021_111077 crossref_primary_10_1126_sciadv_adl4895 crossref_primary_10_1002_pamm_202400010 crossref_primary_10_1016_j_jobe_2023_108386 crossref_primary_10_1038_s41598_023_28229_4 crossref_primary_10_1109_TAES_2021_3074129 crossref_primary_10_1177_01423312241309428 crossref_primary_10_1162_netn_a_00410 crossref_primary_10_1007_s10489_021_03049_z crossref_primary_10_1016_j_csda_2022_107529 crossref_primary_10_1007_s10664_021_10064_8 crossref_primary_10_1016_j_asoc_2023_110744 crossref_primary_10_1109_TSMC_2024_3519537 crossref_primary_10_1016_j_nimb_2021_11_014 crossref_primary_10_1109_TSE_2018_2870895 crossref_primary_10_1016_j_envc_2024_101056 crossref_primary_10_2514_1_I011332 crossref_primary_10_1016_j_ins_2022_10_003 crossref_primary_10_1016_j_ijdrr_2024_104377 crossref_primary_10_1109_TITS_2020_2993798 crossref_primary_10_1007_s10898_019_00860_4 crossref_primary_10_1016_j_jcp_2019_05_027 crossref_primary_10_14778_3457390_3457404 crossref_primary_10_1088_2632_2153_acc512 crossref_primary_10_1021_acsphotonics_9b00706 crossref_primary_10_1021_acsami_1c14586 crossref_primary_10_1016_j_net_2023_01_026 crossref_primary_10_1016_j_compchemeng_2019_03_010 crossref_primary_10_1051_matecconf_201927702036 crossref_primary_10_3390_e24020231 crossref_primary_10_1109_TC_2023_3347675 crossref_primary_10_1016_j_apenergy_2024_123156 crossref_primary_10_1016_j_colsurfa_2024_134026 crossref_primary_10_1115_1_4052009 crossref_primary_10_1016_j_energy_2021_121133 crossref_primary_10_1007_s10586_023_04251_z crossref_primary_10_1016_j_compchemeng_2024_108779 crossref_primary_10_1039_D2CY00275B crossref_primary_10_1080_10447318_2023_2280327 crossref_primary_10_2118_209191_PA crossref_primary_10_2139_ssrn_4047843 crossref_primary_10_1111_mice_13096 crossref_primary_10_3390_en15061958 crossref_primary_10_1016_j_epsr_2023_110075 crossref_primary_10_1016_j_compstruct_2023_117639 crossref_primary_10_1021_acs_jcim_0c01496 crossref_primary_10_1016_j_ins_2023_119739 crossref_primary_10_1038_s41565_023_01384_5 crossref_primary_10_1021_acs_iecr_4c03050 crossref_primary_10_1088_1742_6596_1343_1_012065 crossref_primary_10_1080_00401706_2019_1665589 crossref_primary_10_1021_acssuschemeng_3c02455 crossref_primary_10_1002_biot_202300650 crossref_primary_10_1007_s12289_023_01807_7 crossref_primary_10_1002_nme_7159 crossref_primary_10_1103_PhysRevApplied_16_044020 crossref_primary_10_1002_cmtd_202300043 crossref_primary_10_1109_ACCESS_2021_3078432 crossref_primary_10_1088_2632_2153_ad605f crossref_primary_10_1109_TEVC_2020_3040272 crossref_primary_10_1007_s11081_023_09792_1 crossref_primary_10_1007_s11625_018_0579_9 crossref_primary_10_1007_s00466_019_01718_y crossref_primary_10_1016_j_buildenv_2024_111301 crossref_primary_10_1016_j_cor_2018_01_013 crossref_primary_10_1109_TCYB_2022_3165044 crossref_primary_10_1109_TPS_2023_3268170 crossref_primary_10_1109_TCYB_2022_3168551 crossref_primary_10_1049_htl2_12096 crossref_primary_10_1109_TETCI_2024_3404020 crossref_primary_10_1055_s_0041_1735135 crossref_primary_10_1016_j_annals_2023_103675 crossref_primary_10_1080_0013791X_2024_2328526 crossref_primary_10_1061__ASCE_ST_1943_541X_0003282 crossref_primary_10_1109_TKDE_2023_3304839 crossref_primary_10_1021_acsomega_2c00461 crossref_primary_10_1016_j_future_2025_107752 crossref_primary_10_1093_iti_liad016 crossref_primary_10_1088_2632_2153_ad073b crossref_primary_10_1080_00295450_2022_2092357 crossref_primary_10_1038_s41524_021_00572_y crossref_primary_10_1016_j_envsoft_2021_105235 crossref_primary_10_1007_s12652_021_03547_5 crossref_primary_10_1016_j_jksuci_2022_09_005 crossref_primary_10_1021_acsomega_4c09124 crossref_primary_10_1088_1751_8121_ab5877 crossref_primary_10_1109_TNSE_2022_3169786 crossref_primary_10_1109_TEVC_2021_3098257 crossref_primary_10_1109_LCOMM_2022_3217337 crossref_primary_10_1080_27660400_2023_2239133 crossref_primary_10_1002_anie_202009467 crossref_primary_10_1016_j_ifacol_2022_07_595 crossref_primary_10_1145_3396949 crossref_primary_10_1016_j_actamat_2024_119877 crossref_primary_10_1109_ACCESS_2024_3395512 crossref_primary_10_1016_j_envres_2023_116292 crossref_primary_10_1093_oxfmat_itac006 crossref_primary_10_3390_polym14122475 crossref_primary_10_1016_j_asoc_2023_110671 crossref_primary_10_3390_e22020258 crossref_primary_10_1016_j_jpowsour_2023_233602 crossref_primary_10_1016_j_mehy_2020_109761 crossref_primary_10_1016_j_epsr_2021_107426 crossref_primary_10_1186_s43065_022_00055_4 crossref_primary_10_1007_s11081_021_09608_0 crossref_primary_10_1145_3414472 crossref_primary_10_3390_app13105989 crossref_primary_10_1145_3358206 crossref_primary_10_1007_s40815_019_00628_8 crossref_primary_10_1109_TSM_2023_3240033 crossref_primary_10_1038_s43586_022_00095_w crossref_primary_10_1177_10943420241278981 crossref_primary_10_1007_s41060_021_00286_w crossref_primary_10_1039_D0SC06805E crossref_primary_10_3390_polym16142026 crossref_primary_10_1007_s10237_024_01856_0 crossref_primary_10_1021_acs_chemrev_8b00728 crossref_primary_10_1080_27660400_2024_2425178 crossref_primary_10_1016_j_cmpb_2020_105821 crossref_primary_10_1016_j_crmeth_2022_100384 crossref_primary_10_1016_j_inffus_2023_02_003 crossref_primary_10_1038_s42004_022_00770_9 crossref_primary_10_1016_j_oceaneng_2024_116977 crossref_primary_10_1007_s00170_020_05369_9 crossref_primary_10_1016_j_inffus_2023_02_006 crossref_primary_10_1021_acs_chemrev_1c00022 crossref_primary_10_3390_molecules28083521 crossref_primary_10_1007_s00158_024_03941_5 crossref_primary_10_3390_app132212382 crossref_primary_10_1109_ACCESS_2022_3212387 crossref_primary_10_1016_j_soildyn_2023_108008 crossref_primary_10_1063_5_0191543 crossref_primary_10_1364_OE_426761 crossref_primary_10_1016_j_desal_2024_117946 crossref_primary_10_1039_D4CP01801J crossref_primary_10_1016_j_jnoncrysol_2023_122693 crossref_primary_10_3389_fams_2022_1076296 crossref_primary_10_1016_j_isprsjprs_2023_07_012 crossref_primary_10_1007_s13202_020_00857_w crossref_primary_10_1016_j_jsse_2023_10_003 crossref_primary_10_1109_TASE_2023_3267860 crossref_primary_10_1039_D1QI00766A crossref_primary_10_1016_j_camwa_2017_08_044 crossref_primary_10_1016_j_crmeth_2022_100374 crossref_primary_10_1021_acs_iecr_2c01302 crossref_primary_10_3390_jmse11071273 crossref_primary_10_1364_OE_538568 crossref_primary_10_22331_q_2022_09_08_797 crossref_primary_10_1016_j_ifacol_2023_10_1596 crossref_primary_10_1109_LWC_2018_2795605 crossref_primary_10_1038_s41524_023_01122_4 crossref_primary_10_3390_e26100835 crossref_primary_10_1007_s11081_023_09788_x crossref_primary_10_1109_TED_2025_3535461 crossref_primary_10_1016_j_cie_2021_107463 crossref_primary_10_3390_jcm11154392 crossref_primary_10_2208_jscejoe_77_2_I_1 crossref_primary_10_3390_en17071672 crossref_primary_10_1021_acs_jcim_3c00577 crossref_primary_10_5194_hess_24_5491_2020 crossref_primary_10_1093_bioinformatics_btae237 crossref_primary_10_1016_j_robot_2017_11_010 crossref_primary_10_1080_00268976_2020_1785571 crossref_primary_10_1088_1742_6596_963_1_012004 crossref_primary_10_1016_j_jcp_2019_01_004 crossref_primary_10_1039_D1RA07956E crossref_primary_10_3390_su14073867 crossref_primary_10_3390_app13137539 crossref_primary_10_1007_s10994_021_06069_5 crossref_primary_10_1002_aisy_202300189 crossref_primary_10_1109_TIM_2021_3098377 crossref_primary_10_1016_j_ins_2022_10_118 crossref_primary_10_1109_TPEL_2020_3045596 crossref_primary_10_1016_j_compchemeng_2022_107723 crossref_primary_10_1088_2058_9565_ad7169 crossref_primary_10_20965_jrm_2023_p1300 crossref_primary_10_1007_s00521_024_09449_9 crossref_primary_10_1038_s41578_021_00337_5 crossref_primary_10_1364_PRJ_7_000368 crossref_primary_10_1371_journal_pcbi_1010613 crossref_primary_10_1021_acs_jctc_2c01116 crossref_primary_10_1038_s41598_024_84560_4 crossref_primary_10_1016_j_cej_2021_131221 crossref_primary_10_1016_j_enbuild_2024_114939 crossref_primary_10_1021_jacs_1c08211 crossref_primary_10_1109_TCPMT_2019_2916902 crossref_primary_10_1371_journal_pcbi_1006110 crossref_primary_10_1016_j_jgsce_2024_205475 crossref_primary_10_1016_j_apenergy_2021_118061 crossref_primary_10_1007_s00158_022_03333_7 crossref_primary_10_1039_D0SM01019G crossref_primary_10_1139_cjc_2022_0198 crossref_primary_10_1021_acs_chemrestox_2c00411 crossref_primary_10_1177_01423312231188871 crossref_primary_10_1039_D4RE00410H crossref_primary_10_1016_j_ins_2024_121148 crossref_primary_10_1109_TPDS_2024_3425931 crossref_primary_10_1016_j_probengmech_2024_103624 crossref_primary_10_1111_jace_20128 crossref_primary_10_1038_s41586_020_1994_5 crossref_primary_10_1063_5_0008977 crossref_primary_10_1167_jov_20_9_1 crossref_primary_10_1017_jfm_2024_525 crossref_primary_10_1016_j_eswa_2024_125618 crossref_primary_10_1016_j_tust_2020_103493 crossref_primary_10_1016_j_pmatsci_2022_101043 crossref_primary_10_1016_j_ifacol_2023_10_1164 crossref_primary_10_1038_s41467_020_20245_6 crossref_primary_10_1016_j_eswa_2022_117876 crossref_primary_10_1109_TFUZZ_2023_3300370 crossref_primary_10_1145_3439730 crossref_primary_10_3389_fimmu_2024_1352483 crossref_primary_10_1016_j_compchemeng_2022_107700 crossref_primary_10_1016_j_egyai_2023_100288 crossref_primary_10_1039_D1SC01545A crossref_primary_10_1016_j_jmapro_2024_12_064 crossref_primary_10_1007_s11709_024_1077_z crossref_primary_10_1016_j_compchemeng_2018_08_005 crossref_primary_10_1109_TWC_2023_3313916 crossref_primary_10_1002_nme_7206 crossref_primary_10_1063_5_0048164 crossref_primary_10_1088_2631_8695_ad9ced crossref_primary_10_1109_ACCESS_2024_3522876 crossref_primary_10_1007_s12530_020_09345_2 crossref_primary_10_1088_1361_6587_ad0e21 crossref_primary_10_1016_j_knosys_2020_106247 crossref_primary_10_1515_jogs_2022_0172 crossref_primary_10_1016_j_engappai_2024_108238 crossref_primary_10_1109_ACCESS_2024_3516198 crossref_primary_10_1038_s41467_020_19736_3 crossref_primary_10_1039_D2CP02585J crossref_primary_10_1109_TR_2022_3179602 crossref_primary_10_1016_j_ifacol_2023_10_1155 crossref_primary_10_1038_s41598_023_38541_8 crossref_primary_10_1109_OJITS_2023_3321110 crossref_primary_10_1007_s00158_021_02977_1 crossref_primary_10_1109_JPROC_2020_2969687 crossref_primary_10_2139_ssrn_4958505 crossref_primary_10_3389_fonc_2025_1510071 crossref_primary_10_1145_3072959_3073598 crossref_primary_10_3390_s22083043 crossref_primary_10_1016_j_eswa_2023_123122 crossref_primary_10_1137_20M1320432 crossref_primary_10_5194_wes_7_1941_2022 crossref_primary_10_1016_j_marpolbul_2023_115945 crossref_primary_10_1007_s12559_022_10012_8 crossref_primary_10_1016_j_eswa_2024_124302 crossref_primary_10_1002_smll_202102867 crossref_primary_10_1088_1402_4896_acf812 crossref_primary_10_35848_1882_0786_abd869 crossref_primary_10_1002_btm2_10119 crossref_primary_10_1109_LRA_2021_3057055 crossref_primary_10_1021_acscentsci_8b00802 crossref_primary_10_1109_TSTE_2022_3206240 crossref_primary_10_1016_j_ensm_2022_12_040 crossref_primary_10_1016_j_knosys_2021_107481 crossref_primary_10_1016_j_cherd_2018_05_036 crossref_primary_10_1038_s41524_021_00656_9 crossref_primary_10_1109_TITS_2020_3002419 crossref_primary_10_1137_21M1427176 crossref_primary_10_1007_s13349_023_00759_5 crossref_primary_10_1016_j_compeleceng_2021_107052 crossref_primary_10_1021_acs_accounts_0c00785 crossref_primary_10_1007_s12665_023_10840_3 crossref_primary_10_1007_s13721_016_0125_6 crossref_primary_10_1109_ACCESS_2021_3095755 crossref_primary_10_1007_s12598_021_01911_0 crossref_primary_10_3390_electronics12102275 crossref_primary_10_1007_s40808_023_01828_w crossref_primary_10_1364_OE_418729 crossref_primary_10_3390_app132011583 crossref_primary_10_1287_moor_2022_1302 crossref_primary_10_1088_1367_2630_ab0099 crossref_primary_10_1016_j_rcim_2023_102637 crossref_primary_10_1007_s11030_021_10237_z crossref_primary_10_1016_j_compchemeng_2022_107770 crossref_primary_10_1038_s41598_022_13498_2 crossref_primary_10_1088_2632_2153_ad4253 crossref_primary_10_1177_00202940221089501 crossref_primary_10_1109_TITS_2022_3166838 crossref_primary_10_2514_1_J061112 crossref_primary_10_1016_j_compstruc_2023_107111 crossref_primary_10_1016_j_commatsci_2020_109927 crossref_primary_10_1002_amp2_10085 crossref_primary_10_1007_s43069_022_00180_6 crossref_primary_10_1021_jacs_4c03789 crossref_primary_10_3389_fpls_2022_897883 crossref_primary_10_1016_j_robot_2022_104230 crossref_primary_10_1016_j_conengprac_2024_106141 crossref_primary_10_1117_1_JEI_32_1_013006 crossref_primary_10_1016_j_cam_2023_115716 crossref_primary_10_1007_s11042_020_09486_1 crossref_primary_10_1093_imaiai_iaad014 crossref_primary_10_1007_s00521_024_10799_7 crossref_primary_10_1007_s10586_022_03767_0 crossref_primary_10_1039_D0ME00161A crossref_primary_10_1016_j_ifacol_2024_08_587 crossref_primary_10_1016_j_gsd_2023_101049 crossref_primary_10_1016_j_jprocont_2025_103388 crossref_primary_10_1021_jacsau_2c00547 crossref_primary_10_1016_j_jprocont_2025_103387 crossref_primary_10_1007_s11814_023_1502_3 crossref_primary_10_1016_j_jss_2023_111936 crossref_primary_10_1016_j_cma_2022_115057 crossref_primary_10_1109_TEVC_2018_2869247 crossref_primary_10_1007_s10845_024_02410_6 crossref_primary_10_1007_s40747_023_01061_z crossref_primary_10_1021_acscentsci_2c01422 crossref_primary_10_1016_j_ifacol_2024_08_578 crossref_primary_10_1016_j_ssi_2023_116293 crossref_primary_10_1103_PhysRevAccelBeams_27_084801 crossref_primary_10_1364_OE_27_020435 crossref_primary_10_1016_j_scs_2023_104898 crossref_primary_10_1007_s00158_022_03297_8 crossref_primary_10_1145_3689435 crossref_primary_10_1177_17568293221092139 crossref_primary_10_1109_ACCESS_2019_2902724 crossref_primary_10_14778_3579075_3579081 crossref_primary_10_1016_j_isci_2020_101731 crossref_primary_10_1061__ASCE_ST_1943_541X_0002881 crossref_primary_10_1016_j_tust_2021_104285 crossref_primary_10_1111_1556_4029_15397 crossref_primary_10_1021_acs_est_9b05942 crossref_primary_10_1080_01490419_2024_2401351 crossref_primary_10_1007_s11222_021_10031_9 crossref_primary_10_1093_intbio_zyad002 crossref_primary_10_1137_22M147339X crossref_primary_10_2139_ssrn_3925256 crossref_primary_10_1016_j_ijid_2020_07_043 crossref_primary_10_1115_1_4050743 crossref_primary_10_1016_j_ins_2022_08_021 crossref_primary_10_1016_j_asoc_2021_107356 crossref_primary_10_1016_j_cma_2024_117418 crossref_primary_10_1016_j_matdes_2024_113552 crossref_primary_10_1016_j_commatsci_2023_112740 crossref_primary_10_1016_j_ecolind_2024_112740 crossref_primary_10_1115_1_4050738 crossref_primary_10_3390_electronics13234840 crossref_primary_10_1016_j_aca_2025_343766 crossref_primary_10_1038_s41524_022_00709_7 crossref_primary_10_14778_3450980_3450992 crossref_primary_10_1186_s12859_021_04437_5 crossref_primary_10_3390_e24121715 crossref_primary_10_1016_j_patrec_2021_07_011 crossref_primary_10_1016_j_compchemeng_2020_107174 crossref_primary_10_1115_1_4049742 crossref_primary_10_1177_26339137241241313 crossref_primary_10_1016_j_memsci_2024_123256 crossref_primary_10_1103_PhysRevB_100_104103 crossref_primary_10_1016_j_indenv_2024_100041 crossref_primary_10_1016_j_chaos_2024_114695 crossref_primary_10_1073_pnas_2320222121 crossref_primary_10_1364_OE_430409 crossref_primary_10_7746_jkros_2024_19_1_045 crossref_primary_10_1038_s41467_022_33128_9 crossref_primary_10_1016_j_neucom_2024_127262 crossref_primary_10_1103_PhysRevE_101_022307 crossref_primary_10_1016_j_ins_2023_01_028 crossref_primary_10_1016_j_jfluchem_2024_110294 crossref_primary_10_3390_en17112686 crossref_primary_10_1007_s00158_022_03484_7 crossref_primary_10_1109_TETCI_2024_3372378 crossref_primary_10_1109_TIM_2023_3269120 crossref_primary_10_1016_j_solener_2019_02_060 crossref_primary_10_3390_app13010383 crossref_primary_10_1016_j_asoc_2023_111194 crossref_primary_10_1016_j_microc_2021_106052 crossref_primary_10_1177_13694332231222093 crossref_primary_10_1038_s41524_024_01326_2 crossref_primary_10_1038_s41598_019_52937_5 crossref_primary_10_3390_a16100479 crossref_primary_10_1016_j_istruc_2022_02_054 crossref_primary_10_1002_ajpa_24754 crossref_primary_10_1109_TEVC_2020_3036578 crossref_primary_10_1109_ACCESS_2021_3059244 crossref_primary_10_1145_3425501 crossref_primary_10_1016_j_matdes_2024_113528 crossref_primary_10_1126_scirobotics_aar5438 crossref_primary_10_3390_e27010058 crossref_primary_10_1115_1_4046697 crossref_primary_10_3390_f15122222 crossref_primary_10_1088_1361_665X_aac4cd crossref_primary_10_1109_ACCESS_2024_3473008 crossref_primary_10_1039_D0ME00079E crossref_primary_10_1109_LMWC_2021_3101258 crossref_primary_10_1016_j_engappai_2024_109971 crossref_primary_10_1016_j_matdes_2025_113822 crossref_primary_10_1016_j_jobe_2023_107523 crossref_primary_10_1021_acssynbio_0c00129 crossref_primary_10_1155_2021_8899188 crossref_primary_10_1080_03610926_2020_1850793 crossref_primary_10_1093_comjnl_bxac056 crossref_primary_10_1038_s41598_021_90237_z crossref_primary_10_1109_TITS_2022_3190201 crossref_primary_10_1145_3510380 crossref_primary_10_1109_TCOMM_2024_3461569 crossref_primary_10_1371_journal_pntd_0008824 crossref_primary_10_3390_en16104030 crossref_primary_10_1007_s10845_020_01551_8 crossref_primary_10_3389_fnagi_2018_00144 crossref_primary_10_1002_ail2_99 crossref_primary_10_1016_j_intmar_2020_07_002 crossref_primary_10_1016_j_trb_2024_103013 crossref_primary_10_1016_j_acags_2024_100207 crossref_primary_10_1109_ACCESS_2020_2986456 crossref_primary_10_1016_j_jweia_2024_105955 crossref_primary_10_1080_23744731_2021_2005376 crossref_primary_10_3847_1538_4365_ad97b8 crossref_primary_10_1016_j_ifacol_2019_12_231 crossref_primary_10_1111_cgf_14188 crossref_primary_10_1007_s10107_021_01762_8 crossref_primary_10_1016_j_phro_2021_05_007 crossref_primary_10_3390_math11020465 crossref_primary_10_1109_TCPMT_2020_2992186 crossref_primary_10_1016_j_artmed_2020_101822 crossref_primary_10_1016_j_optlastec_2024_111282 crossref_primary_10_1016_j_arcontrol_2022_05_002 crossref_primary_10_1016_j_asoc_2021_107281 crossref_primary_10_1109_ACCESS_2021_3135448 crossref_primary_10_3390_s24216849 crossref_primary_10_1016_j_neucom_2017_09_025 crossref_primary_10_1109_ACCESS_2020_3047071 crossref_primary_10_1016_j_copbio_2025_103263 crossref_primary_10_3390_s19194218 crossref_primary_10_3390_w15132349 crossref_primary_10_1016_j_est_2020_101313 crossref_primary_10_1016_j_jrtpm_2021_100279 crossref_primary_10_1088_1361_6528_aa95a8 crossref_primary_10_1109_TSE_2024_3388910 crossref_primary_10_1016_j_jhydrol_2024_130946 crossref_primary_10_1016_j_jmrt_2024_05_046 crossref_primary_10_1038_s41598_025_94484_2 crossref_primary_10_3390_electronics12071631 crossref_primary_10_3390_bdcc5040075 crossref_primary_10_1093_g3journal_jkad217 crossref_primary_10_1371_journal_pone_0237972 crossref_primary_10_1016_j_buildenv_2024_111618 crossref_primary_10_1007_s11128_024_04568_7 crossref_primary_10_1007_s10694_025_01715_z crossref_primary_10_1007_s12293_021_00346_5 crossref_primary_10_1109_ACCESS_2021_3069873 crossref_primary_10_1109_TPAMI_2020_3026019 crossref_primary_10_1088_1742_6596_1873_1_012059 crossref_primary_10_3390_electronics11142267 crossref_primary_10_1016_j_ress_2021_107800 crossref_primary_10_1126_scirobotics_aay5063 crossref_primary_10_1016_j_ymssp_2022_109958 crossref_primary_10_1007_s10915_023_02190_w crossref_primary_10_1246_bcsj_20190041 crossref_primary_10_1109_JSEN_2020_3028362 crossref_primary_10_3390_met12060975 crossref_primary_10_3390_met12060976 crossref_primary_10_1021_acs_jcim_9b00646 crossref_primary_10_1016_j_rse_2023_113877 crossref_primary_10_1109_TII_2024_3453383 crossref_primary_10_1007_s00500_021_06629_w crossref_primary_10_1016_j_arcontrol_2024_100941 crossref_primary_10_1002_andp_202300258 crossref_primary_10_1145_3447556_3447567 crossref_primary_10_1016_j_swevo_2025_101905 crossref_primary_10_1021_acsmacrolett_4c00661 crossref_primary_10_1109_TCSI_2022_3209574 crossref_primary_10_1109_JBHI_2017_2751509 crossref_primary_10_1039_D1ME00138H crossref_primary_10_1038_s41567_022_01666_0 crossref_primary_10_1109_TC_2024_3365937 crossref_primary_10_1093_gji_ggz111 crossref_primary_10_1007_s10853_024_09383_0 crossref_primary_10_1109_MSP_2017_2738401 crossref_primary_10_1177_0734242X20906877 crossref_primary_10_1360_SSC_2022_0118 crossref_primary_10_3390_app12147006 crossref_primary_10_1002_cmtd_202000044 crossref_primary_10_1007_s11227_024_06259_7 crossref_primary_10_3390_en14061596 crossref_primary_10_1109_ACCESS_2023_3246638 crossref_primary_10_1360_SST_2021_0018 crossref_primary_10_1016_j_engappai_2024_108901 crossref_primary_10_1016_j_applthermaleng_2024_125409 crossref_primary_10_1016_j_jallcom_2024_176517 crossref_primary_10_1038_s41598_023_48981_x crossref_primary_10_1038_s41467_018_03657_3 crossref_primary_10_1016_j_asoc_2024_112652 crossref_primary_10_1016_j_commatsci_2022_111417 crossref_primary_10_1109_TCAD_2021_3121263 crossref_primary_10_1109_TCAD_2022_3149723 crossref_primary_10_2478_amns_2023_2_00354 crossref_primary_10_1109_TSP_2023_3289728 crossref_primary_10_1016_j_future_2018_09_052 crossref_primary_10_1088_1361_651X_ad4d0d crossref_primary_10_1016_j_artint_2023_103918 crossref_primary_10_1007_s11081_021_09602_6 crossref_primary_10_1021_acs_jcim_2c01298 crossref_primary_10_1109_THMS_2022_3175408 crossref_primary_10_1002_nme_5923 crossref_primary_10_1017_dce_2024_29 crossref_primary_10_1093_gji_ggz520 crossref_primary_10_1007_s00521_022_07052_4 crossref_primary_10_1021_acssuschemeng_2c01895 crossref_primary_10_1007_s00500_021_05684_7 crossref_primary_10_3389_fpls_2024_1505414 crossref_primary_10_1021_acsaem_0c03201 crossref_primary_10_1016_j_asoc_2024_112644 crossref_primary_10_1142_S0217984924502105 crossref_primary_10_1109_TASLP_2018_2871755 crossref_primary_10_1038_s41534_022_00592_6 crossref_primary_10_1109_ACCESS_2024_3463393 crossref_primary_10_1002_aisy_202100101 crossref_primary_10_1007_s12369_023_01011_2 crossref_primary_10_1364_OE_455762 crossref_primary_10_1016_j_matpr_2021_02_121 crossref_primary_10_1016_j_mtcomm_2022_103250 crossref_primary_10_3390_agriculture14040627 crossref_primary_10_1002_adts_202301013 crossref_primary_10_1039_D3DD00177F crossref_primary_10_1021_acsomega_3c03456 crossref_primary_10_1093_braincomms_fcae081 crossref_primary_10_1016_j_chroma_2023_464360 crossref_primary_10_1007_s00158_022_03256_3 crossref_primary_10_3390_universe10010006 crossref_primary_10_1109_JLT_2024_3488121 crossref_primary_10_1080_15422119_2023_2212295 crossref_primary_10_1007_s10489_021_02823_3 crossref_primary_10_1017_dce_2024_40 crossref_primary_10_1002_smtd_202301763 crossref_primary_10_3390_land11111905 crossref_primary_10_2514_1_A35249 crossref_primary_10_1080_00401706_2024_2315937 crossref_primary_10_1016_j_optlastec_2025_112816 crossref_primary_10_1038_s41746_019_0166_1 crossref_primary_10_1109_TEVC_2021_3120980 crossref_primary_10_1016_j_fuel_2018_11_049 crossref_primary_10_1039_D1GC01583D crossref_primary_10_3390_land13091438 crossref_primary_10_1016_j_watres_2023_120117 crossref_primary_10_1063_1_4990660 crossref_primary_10_1063_5_0217519 crossref_primary_10_1016_j_engstruct_2022_115149 crossref_primary_10_1021_acs_iecr_4c04680 crossref_primary_10_1109_MIS_2022_3163227 crossref_primary_10_1109_TNS_2019_2920725 crossref_primary_10_1016_j_compositesb_2024_111353 crossref_primary_10_1016_j_knosys_2021_107190 crossref_primary_10_5194_hess_25_5839_2021 crossref_primary_10_3390_instruments7030029 crossref_primary_10_1007_s11081_024_09953_w crossref_primary_10_1109_ACCESS_2020_2975350 crossref_primary_10_3390_app14156497 crossref_primary_10_1016_j_jprocont_2023_103008 crossref_primary_10_1002_ange_202219070 crossref_primary_10_1016_j_orp_2020_100151 crossref_primary_10_1145_3427377 crossref_primary_10_1021_acs_jcim_4c02240 crossref_primary_10_1016_j_ifacol_2019_12_643 crossref_primary_10_1016_j_scitotenv_2023_162056 crossref_primary_10_1016_j_compchemeng_2023_108333 crossref_primary_10_1287_ijoc_2021_1078 crossref_primary_10_1115_1_4056761 crossref_primary_10_1016_j_ijheatmasstransfer_2021_122236 crossref_primary_10_1108_VJIKMS_11_2018_0102 crossref_primary_10_3390_atmos12091158 crossref_primary_10_1038_s42256_022_00460_0 crossref_primary_10_3390_app13063967 crossref_primary_10_1080_09500839_2024_2366219 crossref_primary_10_1038_s41598_022_14894_4 crossref_primary_10_1007_s10994_020_05899_z crossref_primary_10_1109_TAI_2023_3274100 crossref_primary_10_1016_j_cma_2020_113097 crossref_primary_10_1515_teme_2024_0016 crossref_primary_10_1016_j_ymssp_2022_109574 crossref_primary_10_1007_s10596_023_10223_4 crossref_primary_10_1021_acselectrochem_4c00078 crossref_primary_10_3389_fpls_2023_1048016 crossref_primary_10_1016_j_jqsrt_2024_109260 crossref_primary_10_3390_biom10030482 crossref_primary_10_3390_bioengineering9100561 crossref_primary_10_1016_j_compchemeng_2024_108624 crossref_primary_10_1109_TIE_2019_2910023 crossref_primary_10_1016_j_apenergy_2021_117211 crossref_primary_10_1016_j_cma_2022_115826 crossref_primary_10_1016_j_segan_2023_101160 crossref_primary_10_1109_TEVC_2021_3099448 crossref_primary_10_1109_TNSM_2024_3457858 crossref_primary_10_1115_1_4062551 crossref_primary_10_3390_app12041995 crossref_primary_10_1016_j_euromechsol_2023_105180 crossref_primary_10_1002_cnm_3593 crossref_primary_10_1007_s11760_024_03084_6 crossref_primary_10_1109_TPDS_2022_3224941 crossref_primary_10_1109_TEVC_2022_3162993 crossref_primary_10_1007_s11432_022_3878_5 crossref_primary_10_1109_TAP_2024_3501406 crossref_primary_10_1109_TEVC_2023_3279775 crossref_primary_10_1109_TNNLS_2024_3377194 crossref_primary_10_1007_s10898_023_01316_6 crossref_primary_10_1016_j_memlet_2024_100075 crossref_primary_10_1038_s41598_024_74300_z crossref_primary_10_3390_rs16173190 crossref_primary_10_1007_s11705_021_2073_7 crossref_primary_10_1371_journal_pone_0213918 crossref_primary_10_1007_s41870_024_02273_3 crossref_primary_10_1103_PRXQuantum_1_020322 crossref_primary_10_1080_0305215X_2022_2144273 crossref_primary_10_1016_j_advengsoft_2024_103748 crossref_primary_10_1016_j_aca_2023_340789 crossref_primary_10_3390_su14031729 crossref_primary_10_1016_j_cam_2024_116439 crossref_primary_10_1371_journal_pone_0245982 crossref_primary_10_1016_j_apenergy_2019_01_055 crossref_primary_10_5194_gmd_12_1791_2019 crossref_primary_10_1002_mp_16444 crossref_primary_10_1016_j_mfglet_2024_09_157 crossref_primary_10_1016_j_neucom_2021_10_045 crossref_primary_10_1002_ese3_1678 crossref_primary_10_3390_w16243573 crossref_primary_10_1016_j_neucom_2023_126776 crossref_primary_10_1016_j_ijhydene_2023_04_002 crossref_primary_10_1002_ail2_24 crossref_primary_10_1016_j_asr_2024_05_045 crossref_primary_10_3390_computers12090174 crossref_primary_10_3390_app13179726 crossref_primary_10_1002_adts_202100515 crossref_primary_10_1287_ijoc_2023_0247 crossref_primary_10_1007_s40866_025_00249_1 crossref_primary_10_1021_acsomega_3c02980 crossref_primary_10_1039_D4EE00866A crossref_primary_10_1103_PhysRevAccelBeams_27_054601 crossref_primary_10_3390_math12233696 crossref_primary_10_1016_j_jcp_2020_109901 crossref_primary_10_1109_TASE_2018_2876430 crossref_primary_10_1002_mp_14215 crossref_primary_10_1016_j_ejrh_2024_102064 crossref_primary_10_1109_LCSYS_2021_3131269 crossref_primary_10_1021_acsomega_4c10464 crossref_primary_10_1098_rspa_2022_0453 crossref_primary_10_1109_TITS_2021_3130040 crossref_primary_10_1016_j_compchemeng_2024_108653 crossref_primary_10_2514_1_I010553 crossref_primary_10_1088_2634_4386_ac889c crossref_primary_10_1002_smr_2390 crossref_primary_10_1021_acsami_4c07936 crossref_primary_10_1016_j_artmed_2021_102140 crossref_primary_10_1016_j_ins_2020_01_048 crossref_primary_10_1021_jacs_4c17283 crossref_primary_10_1109_TRO_2023_3344033 crossref_primary_10_1088_2632_2153_acb316 crossref_primary_10_1109_LRA_2022_3192798 crossref_primary_10_1016_j_jmbbm_2024_106478 crossref_primary_10_1016_j_corsci_2022_110780 crossref_primary_10_1109_TCAD_2021_3083684 crossref_primary_10_1016_j_conengprac_2022_105228 crossref_primary_10_1080_02331934_2021_1883015 crossref_primary_10_1103_PhysRevE_110_034601 crossref_primary_10_1007_s00521_021_06791_0 crossref_primary_10_1016_j_ces_2021_117271 crossref_primary_10_1155_2023_5609996 crossref_primary_10_1016_j_apenergy_2024_125203 crossref_primary_10_1016_j_measurement_2021_110205 crossref_primary_10_1007_s00466_022_02238_y crossref_primary_10_1155_stc_6694610 crossref_primary_10_1109_LCSYS_2022_3179330 crossref_primary_10_1038_s41586_023_05773_7 crossref_primary_10_2139_ssrn_4508089 crossref_primary_10_1016_j_matdes_2023_111958 crossref_primary_10_1038_s41598_023_42134_w crossref_primary_10_7554_eLife_77007 crossref_primary_10_1016_j_firesaf_2023_103887 crossref_primary_10_1016_j_nima_2023_168486 crossref_primary_10_1002_mrm_30007 crossref_primary_10_1021_acs_jctc_9b00627 crossref_primary_10_1039_D1ME00093D crossref_primary_10_1103_PhysRevAccelBeams_24_072802 crossref_primary_10_1109_LAWP_2019_2933306 crossref_primary_10_1016_j_fuel_2021_122184 crossref_primary_10_1109_LWC_2024_3487022 crossref_primary_10_1038_s41598_021_91035_3 crossref_primary_10_1016_j_actamat_2023_118922 crossref_primary_10_1016_j_cirpj_2024_01_012 crossref_primary_10_1109_LCSYS_2020_3005886 crossref_primary_10_1002_biot_202100212 crossref_primary_10_3390_su16167203 crossref_primary_10_1007_s12083_021_01235_x crossref_primary_10_1115_1_4055852 crossref_primary_10_1039_C9MH00589G crossref_primary_10_1016_j_compag_2022_107537 crossref_primary_10_1021_acs_jcim_2c01231 crossref_primary_10_1007_s40747_023_01020_8 crossref_primary_10_1007_s00158_021_02947_7 crossref_primary_10_1016_j_jmsy_2022_11_003 crossref_primary_10_1016_j_cageo_2024_105768 crossref_primary_10_1021_acs_jpcc_4c04150 crossref_primary_10_3390_w16010168 crossref_primary_10_1017_asb_2023_18 crossref_primary_10_1115_1_4055848 crossref_primary_10_1126_sciadv_abf7435 crossref_primary_10_1007_s00422_023_00960_1 crossref_primary_10_1038_s41598_024_66466_3 crossref_primary_10_1007_s00158_020_02575_7 crossref_primary_10_1016_j_chroma_2020_461261 crossref_primary_10_1103_PhysRevLett_124_124801 crossref_primary_10_1016_j_actamat_2021_117464 crossref_primary_10_1021_acs_chemrev_2c00798 crossref_primary_10_3390_en15093425 crossref_primary_10_3233_JIFS_219362 crossref_primary_10_1007_s11771_024_5571_1 crossref_primary_10_1007_s41965_024_00165_w crossref_primary_10_1162_neco_a_01332 crossref_primary_10_1002_pssr_202300099 crossref_primary_10_1007_s10489_023_04598_1 crossref_primary_10_1039_C9CP06688H crossref_primary_10_1016_j_jaerosci_2025_106556 crossref_primary_10_1214_22_STS881 crossref_primary_10_1016_j_jpowsour_2024_235194 crossref_primary_10_1016_j_bspc_2021_103223 crossref_primary_10_1007_s41060_024_00690_y crossref_primary_10_1007_s10853_024_09379_w crossref_primary_10_1115_1_4063906 crossref_primary_10_1016_j_jpowsour_2022_231026 crossref_primary_10_1016_j_patcog_2020_107245 crossref_primary_10_1016_j_geoen_2025_213815 crossref_primary_10_1007_s10614_016_9638_4 crossref_primary_10_1109_TEVC_2023_3349313 crossref_primary_10_2478_jaiscr_2022_0010 crossref_primary_10_1016_j_geoen_2024_212688 crossref_primary_10_1109_LCA_2019_2910521 crossref_primary_10_1177_1475472X20978395 crossref_primary_10_1016_j_eng_2023_10_006 crossref_primary_10_1016_j_jprocont_2023_103085 crossref_primary_10_1016_j_matdes_2022_110881 crossref_primary_10_1109_TPAMI_2023_3338291 crossref_primary_10_3390_bios12060426 crossref_primary_10_1002_aic_18316 crossref_primary_10_1021_acs_accounts_2c00220 crossref_primary_10_1109_JMW_2020_3034263 crossref_primary_10_1016_j_knosys_2021_107532 crossref_primary_10_3348_kjr_2022_0765 crossref_primary_10_3390_molecules28135180 crossref_primary_10_1016_j_rineng_2022_100794 crossref_primary_10_1109_OJIA_2022_3178235 crossref_primary_10_1007_s00170_022_08834_9 crossref_primary_10_1177_00202940221149062 crossref_primary_10_3390_ma15082902 crossref_primary_10_1016_j_jcp_2021_110788 crossref_primary_10_1016_j_ebiom_2020_102726 crossref_primary_10_1007_s00778_024_00835_2 crossref_primary_10_1016_j_ejcon_2024_100998 crossref_primary_10_1002_adom_202200127 crossref_primary_10_1007_s10994_021_06079_3 crossref_primary_10_3390_e24030379 crossref_primary_10_1063_5_0076749 crossref_primary_10_1177_1477153519841104 crossref_primary_10_1021_acsnano_2c05731 crossref_primary_10_1021_acssuschemeng_4c03253 crossref_primary_10_1016_j_trb_2024_102947 crossref_primary_10_1162_neco_a_01310 crossref_primary_10_1109_TNSM_2020_3034824 crossref_primary_10_1021_acs_jcim_3c00231 crossref_primary_10_1016_j_ifacol_2023_10_392 crossref_primary_10_1016_j_cma_2017_12_009 crossref_primary_10_1080_07391102_2021_1911851 crossref_primary_10_1109_TBME_2022_3219370 crossref_primary_10_1016_j_jobe_2025_112380 crossref_primary_10_1109_MC_2018_3011040 crossref_primary_10_14778_3476249_3476304 crossref_primary_10_3390_cryst9040191 crossref_primary_10_1016_j_acags_2022_100100 crossref_primary_10_1016_j_jpowsour_2023_233508 crossref_primary_10_1063_5_0071088 crossref_primary_10_1016_j_trc_2018_09_022 crossref_primary_10_1371_journal_pcbi_1008483 crossref_primary_10_5194_hess_23_351_2019 crossref_primary_10_1109_MEMC_2021_9705310 crossref_primary_10_1109_TETCI_2022_3228538 crossref_primary_10_1016_j_oceaneng_2021_110242 crossref_primary_10_1162_neco_a_01307 crossref_primary_10_1016_j_ijhydene_2024_09_162 crossref_primary_10_3390_en16010416 crossref_primary_10_1016_j_ces_2024_120117 crossref_primary_10_14778_3461535_3461552 crossref_primary_10_1177_02783649211021869 crossref_primary_10_1021_acs_jcim_4c02192 crossref_primary_10_1016_j_apenergy_2023_121925 crossref_primary_10_1038_s41598_017_05723_0 crossref_primary_10_1016_j_ymssp_2021_107915 crossref_primary_10_1021_jasms_3c00354 crossref_primary_10_14778_3538598_3538604 crossref_primary_10_1088_1741_2552_acc975 crossref_primary_10_3934_mine_2023012 crossref_primary_10_1093_imaiai_iaac027 crossref_primary_10_1186_s13195_024_01449_0 crossref_primary_10_1016_j_compchemeng_2019_05_021 crossref_primary_10_1007_s00477_020_01874_1 crossref_primary_10_1016_j_addma_2025_104677 crossref_primary_10_1016_j_ins_2019_12_068 crossref_primary_10_1021_acs_jctc_4c00399 crossref_primary_10_1109_OJITS_2022_3209907 crossref_primary_10_1109_TEVC_2021_3060833 crossref_primary_10_1364_OE_27_031075 crossref_primary_10_14778_3229863_3236258 crossref_primary_10_1177_03611981231196152 crossref_primary_10_1080_19336918_2022_2055520 crossref_primary_10_1121_10_0028177 crossref_primary_10_1016_j_cirp_2022_05_009 crossref_primary_10_1051_matecconf_202439605016 crossref_primary_10_3390_coatings12010054 crossref_primary_10_1007_s00778_022_00752_2 crossref_primary_10_1142_S021800142052014X crossref_primary_10_1016_j_cej_2021_131345 crossref_primary_10_1016_j_geoderma_2022_116321 crossref_primary_10_1016_j_autcon_2022_104269 crossref_primary_10_1016_j_anucene_2024_111178 crossref_primary_10_1016_j_ceramint_2021_02_155 crossref_primary_10_3389_fpls_2022_1050198 crossref_primary_10_1073_pnas_1913003117 crossref_primary_10_3390_electronics12245021 crossref_primary_10_1007_s12046_022_01924_0 crossref_primary_10_1002_pamm_202400186 crossref_primary_10_1021_acs_iecr_4c02915 crossref_primary_10_1557_s43577_023_00476_w crossref_primary_10_1021_acsami_3c08068 crossref_primary_10_1038_s41540_024_00375_z crossref_primary_10_1039_D1ME00187F crossref_primary_10_1214_18_AOAS1150 crossref_primary_10_1007_s13748_024_00329_w crossref_primary_10_1016_j_enmf_2024_08_004 crossref_primary_10_1007_s12021_022_09563_w crossref_primary_10_1016_j_ces_2022_117624 crossref_primary_10_1109_TMECH_2024_3356720 crossref_primary_10_1029_2023RG000816 crossref_primary_10_1109_TCYB_2021_3062140 crossref_primary_10_1016_j_ifacol_2019_12_612 crossref_primary_10_1021_acscatal_4c01856 crossref_primary_10_1007_s42235_022_00230_z crossref_primary_10_1016_j_matdes_2020_109260 crossref_primary_10_1016_j_cmpb_2023_107737 crossref_primary_10_1016_j_eswa_2024_123789 crossref_primary_10_1016_j_petrol_2020_108182 crossref_primary_10_1016_j_jsis_2023_101772 crossref_primary_10_1093_bioinformatics_btad059 crossref_primary_10_1007_s00158_022_03283_0 crossref_primary_10_3390_jimaging8090249 crossref_primary_10_3847_1538_4357_abfa9f crossref_primary_10_1007_s10845_023_02099_z crossref_primary_10_1016_j_cageo_2020_104674 crossref_primary_10_1016_j_measurement_2024_116021 crossref_primary_10_3390_math10020170 crossref_primary_10_1016_j_apacoust_2022_108831 crossref_primary_10_1299_mej_24_00305 crossref_primary_10_1021_acs_jcim_9b00237 crossref_primary_10_1109_JSEN_2018_2867221 crossref_primary_10_1007_s11269_022_03316_9 crossref_primary_10_1080_0952813X_2024_2391778 crossref_primary_10_1002_advs_202203422 crossref_primary_10_1016_j_heliyon_2024_e27867 crossref_primary_10_1016_j_anucene_2024_110714 crossref_primary_10_1109_TASE_2023_3284819 crossref_primary_10_1109_LRA_2018_2806083 crossref_primary_10_3390_make1010001 crossref_primary_10_1002_aic_18715 crossref_primary_10_1039_D3LC01097J crossref_primary_10_1109_TNSM_2022_3197789 crossref_primary_10_35848_1347_4065_ac6a36 crossref_primary_10_1002_aisy_201900137 crossref_primary_10_1007_s41872_020_00151_y crossref_primary_10_1016_j_ecolecon_2019_106449 crossref_primary_10_3389_fcteg_2024_1452442 crossref_primary_10_1364_JOCN_12_000A38 crossref_primary_10_1142_S1469026818500086 crossref_primary_10_1016_j_eswa_2018_08_023 crossref_primary_10_1109_TNSE_2022_3148276 crossref_primary_10_1088_2516_1083_ad7220 crossref_primary_10_3390_buildings14072080 crossref_primary_10_1016_j_engappai_2020_103761 crossref_primary_10_3724_SP_J_1249_2022_05529 crossref_primary_10_1016_j_chemolab_2022_104685 crossref_primary_10_1109_TITS_2024_3520317 crossref_primary_10_1103_PhysRevA_102_011302 crossref_primary_10_1287_ijds_2023_0029 crossref_primary_10_1016_j_isatra_2024_08_010 crossref_primary_10_1038_s41524_023_01021_8 crossref_primary_10_1016_j_tics_2017_01_006 crossref_primary_10_1038_s41928_023_01042_7 crossref_primary_10_1002_aic_17857 crossref_primary_10_1016_j_patter_2023_100678 crossref_primary_10_1038_s41746_022_00630_9 crossref_primary_10_1016_j_foodchem_2023_138082 crossref_primary_10_1007_s11042_023_15212_4 crossref_primary_10_1021_acs_chemmater_1c01201 crossref_primary_10_1109_TAP_2023_3269883 crossref_primary_10_1145_3712185 crossref_primary_10_1021_acscentsci_3c00050 crossref_primary_10_1016_j_cma_2024_117326 crossref_primary_10_1109_TCST_2021_3136711 crossref_primary_10_1016_j_finel_2024_104282 crossref_primary_10_1016_j_compchemeng_2021_107344 crossref_primary_10_1016_j_enbuild_2023_113699 crossref_primary_10_1145_3597435 crossref_primary_10_1016_j_compchemeng_2021_107343 crossref_primary_10_1021_jacs_2c11066 crossref_primary_10_1016_j_jhydrol_2022_128021 crossref_primary_10_1088_1361_6579_aae1ed crossref_primary_10_1109_TGRS_2023_3277077 crossref_primary_10_1016_j_neuroimage_2020_116755 crossref_primary_10_1371_journal_pcbi_1008886 crossref_primary_10_3390_rs13112192 crossref_primary_10_1155_2023_4493349 crossref_primary_10_1109_TEMC_2020_2988902 crossref_primary_10_1109_TPDS_2021_3133868 crossref_primary_10_1063_5_0120076 crossref_primary_10_1541_ieejeiss_145_124 crossref_primary_10_1016_j_xcrp_2023_101597 crossref_primary_10_1039_D3DD00047H crossref_primary_10_1016_j_ijhm_2021_103038 crossref_primary_10_1016_j_eswa_2020_114524 crossref_primary_10_1109_ACCESS_2023_3300771 crossref_primary_10_1016_j_asoc_2024_112273 crossref_primary_10_1039_D4DD00320A crossref_primary_10_1109_TPDS_2020_3046461 crossref_primary_10_1021_acsphotonics_1c00753 crossref_primary_10_20965_jrm_2024_p0758 crossref_primary_10_1002_mawe_202300157 crossref_primary_10_1016_j_bej_2023_108813 crossref_primary_10_1016_j_ins_2021_07_015 crossref_primary_10_1016_j_renene_2022_08_024 crossref_primary_10_1063_5_0205054 crossref_primary_10_1088_2058_9565_ad9050 crossref_primary_10_1103_PhysRevB_103_174114 crossref_primary_10_1016_j_jmaa_2024_128649 crossref_primary_10_1017_jfm_2024_1128 crossref_primary_10_1080_0305215X_2020_1837791 crossref_primary_10_2208_kaigan_78_1_1 crossref_primary_10_1126_sciadv_aaz1708 crossref_primary_10_1186_s13638_024_02371_7 crossref_primary_10_1109_TVLSI_2017_2784783 crossref_primary_10_1109_TCST_2024_3407582 crossref_primary_10_1021_acs_jcim_3c01938 crossref_primary_10_1093_bib_bbad109 crossref_primary_10_1109_ACCESS_2021_3051619 crossref_primary_10_1016_j_ifacol_2021_10_217 crossref_primary_10_1109_TWC_2022_3206421 crossref_primary_10_3390_jmse11030616 crossref_primary_10_1364_OE_549712 crossref_primary_10_3390_rs15153737 crossref_primary_10_1016_j_jsv_2023_118224 crossref_primary_10_2514_1_J063607 crossref_primary_10_1136_heartjnl_2017_311449 crossref_primary_10_1016_j_pnucene_2024_105390 crossref_primary_10_1039_D3RE00502J crossref_primary_10_1007_s00158_021_02863_w crossref_primary_10_1109_TMI_2017_2697820 crossref_primary_10_1002_minf_202400041 crossref_primary_10_1002_sdtp_16503 crossref_primary_10_1016_j_jconhyd_2021_103914 crossref_primary_10_1016_j_est_2024_112365 crossref_primary_10_1016_j_ifacol_2020_12_1188 crossref_primary_10_3390_s22218490 crossref_primary_10_1145_3716504 crossref_primary_10_1017_psrm_2023_61 crossref_primary_10_1145_3643564 crossref_primary_10_1080_23311916_2021_1995110 crossref_primary_10_1016_j_ifacsc_2022_100214 crossref_primary_10_1109_ACCESS_2024_3356049 crossref_primary_10_1021_acs_jctc_3c00566 crossref_primary_10_1109_ACCESS_2020_2964294 crossref_primary_10_1016_j_ecocom_2023_101070 crossref_primary_10_2139_ssrn_4064631 crossref_primary_10_1016_j_biosystems_2019_05_005 crossref_primary_10_1016_j_apor_2020_102339 crossref_primary_10_1016_j_chemolab_2023_104915 crossref_primary_10_1016_j_cpc_2023_108827 crossref_primary_10_1016_j_revip_2023_100085 crossref_primary_10_1155_2024_5627453 crossref_primary_10_3390_app14146196 crossref_primary_10_1007_s00500_021_06403_y crossref_primary_10_1007_s10898_020_00923_x crossref_primary_10_3390_a16060296 crossref_primary_10_1016_j_solmat_2021_111251 crossref_primary_10_1038_s41598_018_28999_2 crossref_primary_10_3390_diagnostics13111946 crossref_primary_10_1007_s11403_021_00324_7 crossref_primary_10_1016_j_eswa_2017_11_026 crossref_primary_10_1021_acsnano_2c05303 crossref_primary_10_1109_TTE_2024_3457621 crossref_primary_10_1002_cssc_202401711 crossref_primary_10_1080_0305215X_2024_2418969 crossref_primary_10_1109_TSMC_2023_3335241 crossref_primary_10_1038_s43588_024_00639_y crossref_primary_10_1016_j_vrih_2023_06_001 crossref_primary_10_1109_TVT_2021_3051696 crossref_primary_10_1016_j_aej_2025_02_084 crossref_primary_10_3390_pr12112589 crossref_primary_10_1109_TCAD_2017_2778061 crossref_primary_10_1016_j_chemolab_2021_104325 crossref_primary_10_1089_soro_2017_0066 crossref_primary_10_1186_s12859_021_04436_6 crossref_primary_10_1186_s40623_021_01461_w crossref_primary_10_1021_acsnano_3c01184 crossref_primary_10_1109_TASE_2024_3475951 crossref_primary_10_1016_j_renene_2025_122706 crossref_primary_10_1038_s41578_022_00513_1 crossref_primary_10_5194_bg_19_2699_2022 crossref_primary_10_1007_s10994_021_06039_x crossref_primary_10_1016_j_procir_2020_05_053 crossref_primary_10_1007_s11269_023_03677_9 crossref_primary_10_1109_TCYB_2022_3232113 crossref_primary_10_1016_j_ress_2022_108560 crossref_primary_10_1007_s00366_023_01900_0 crossref_primary_10_14778_3415478_3415542 crossref_primary_10_22331_q_2024_06_27_1388 crossref_primary_10_1016_j_eng_2022_06_011 crossref_primary_10_1109_TASE_2021_3092560 crossref_primary_10_1016_j_knosys_2024_112596 crossref_primary_10_1115_1_4064674 crossref_primary_10_1190_geo2023_0223_1 crossref_primary_10_1115_1_4066856 crossref_primary_10_1115_1_4066858 crossref_primary_10_1093_g3journal_jkac226 crossref_primary_10_1515_nanoph_2022_0815 crossref_primary_10_1016_j_measen_2024_101048 crossref_primary_10_21105_joss_05320 crossref_primary_10_1021_acs_jctc_3c01358 crossref_primary_10_3390_iot5030025 crossref_primary_10_1016_j_jwpe_2025_107026 crossref_primary_10_1016_j_cartre_2023_100266 crossref_primary_10_1016_j_compag_2024_109131 crossref_primary_10_3390_electronicmat3020017 crossref_primary_10_3390_math9222960 crossref_primary_10_1038_s42003_021_01878_9 crossref_primary_10_3390_w15061179 crossref_primary_10_1080_10618600_2024_2308216 crossref_primary_10_1021_acs_jcim_1c00637 crossref_primary_10_1126_sciadv_adj2448 crossref_primary_10_1093_bioinformatics_btx638 crossref_primary_10_1016_j_jsv_2024_118788 crossref_primary_10_1016_j_swevo_2020_100787 crossref_primary_10_1007_s11012_024_01797_z crossref_primary_10_1016_j_cirpj_2019_04_005 crossref_primary_10_1016_j_envres_2022_113175 crossref_primary_10_1063_5_0055035 crossref_primary_10_1088_1361_6501_ad9858 crossref_primary_10_1038_s41467_024_52775_8 crossref_primary_10_1016_j_commatsci_2024_113259 crossref_primary_10_1109_TVT_2020_3033565 crossref_primary_10_1088_2632_2153_ad3cb6 crossref_primary_10_1038_s41467_021_25757_3 crossref_primary_10_1038_s41598_024_80405_2 crossref_primary_10_1093_nsr_nwac212 crossref_primary_10_1162_tacl_a_00322 crossref_primary_10_1016_j_neucom_2017_11_071 crossref_primary_10_1038_s41467_024_48421_y crossref_primary_10_1016_j_eswa_2023_119768 crossref_primary_10_1039_D3MH00039G crossref_primary_10_1287_ijoc_2021_0255 crossref_primary_10_1016_j_brs_2019_07_003 crossref_primary_10_1016_j_jcp_2022_111698 crossref_primary_10_1088_1748_0221_17_04_C04038 crossref_primary_10_1109_TNNLS_2022_3151160 crossref_primary_10_1016_j_ifacol_2022_10_551 crossref_primary_10_3390_cimb46020087 crossref_primary_10_1016_j_matdes_2018_10_014 crossref_primary_10_1002_cctc_201900971 crossref_primary_10_1109_LRA_2021_3060408 crossref_primary_10_1109_TETCI_2023_3300183 crossref_primary_10_1016_j_ifacol_2023_10_834 crossref_primary_10_1016_j_mtcomm_2024_111378 crossref_primary_10_1021_acssynbio_8b00155 crossref_primary_10_1007_s10439_023_03422_8 crossref_primary_10_1016_j_cpc_2025_109526 crossref_primary_10_1016_j_isatra_2022_04_042 crossref_primary_10_1016_j_future_2023_05_032 crossref_primary_10_1016_j_ress_2024_109945 crossref_primary_10_1137_19M1303125 crossref_primary_10_1016_j_biombioe_2023_106993 crossref_primary_10_1109_ACCESS_2025_3528643 crossref_primary_10_1016_j_conengprac_2021_104881 crossref_primary_10_1093_gji_ggae400 crossref_primary_10_3390_e23080990 crossref_primary_10_1109_TCAD_2023_3314519 crossref_primary_10_1145_3643811 crossref_primary_10_1109_TIM_2024_3400360 crossref_primary_10_3390_logistics8010014 crossref_primary_10_1039_D4CP02533D crossref_primary_10_1080_00401706_2024_2336535 crossref_primary_10_3389_fendo_2022_959546 crossref_primary_10_1002_eqe_3749 crossref_primary_10_1016_j_oceaneng_2022_112688 crossref_primary_10_1007_s00158_021_03038_3 crossref_primary_10_1021_acsomega_3c09066 crossref_primary_10_3390_rs11141648 crossref_primary_10_1007_s10994_019_05833_y crossref_primary_10_1111_exsy_13683 crossref_primary_10_1016_j_procir_2021_11_146 crossref_primary_10_1007_s11227_024_06123_8 crossref_primary_10_1016_j_asoc_2024_112550 crossref_primary_10_1214_20_AOAS1426 crossref_primary_10_1039_D3SC06884F crossref_primary_10_3390_pharmaceutics15041139 crossref_primary_10_1016_j_jksuci_2024_101916 crossref_primary_10_1002_smll_202105776 crossref_primary_10_1126_science_adj1817 crossref_primary_10_1021_acsami_3c16202 crossref_primary_10_1021_acs_jcim_2c01168 crossref_primary_10_1142_S0129065723500247 crossref_primary_10_1109_TIM_2025_3541670 crossref_primary_10_3390_e25040575 crossref_primary_10_1371_journal_pcbi_1011392 crossref_primary_10_2320_materia_58_12 crossref_primary_10_1007_s11081_020_09517_8 crossref_primary_10_1109_ACCESS_2022_3217458 crossref_primary_10_3390_s22020662 crossref_primary_10_3390_su16146204 crossref_primary_10_1364_OE_531213 crossref_primary_10_1364_JOSAB_507268 crossref_primary_10_3139_124_190105 crossref_primary_10_1021_acsabm_2c00962 crossref_primary_10_3390_math10234527 crossref_primary_10_1109_TNNLS_2019_2919699 crossref_primary_10_1109_JSEN_2024_3472648 crossref_primary_10_3390_batteries9090430 crossref_primary_10_1016_j_knosys_2023_110604 crossref_primary_10_1109_LCOMM_2022_3171802 crossref_primary_10_22144_ctujos_2023_232 crossref_primary_10_3390_e25040561 crossref_primary_10_3390_s20164638 crossref_primary_10_1007_s00165_021_00538_3 crossref_primary_10_1007_s00366_020_01038_3 crossref_primary_10_1007_s10494_023_00408_3 crossref_primary_10_1016_j_esci_2023_100136 crossref_primary_10_1016_j_swevo_2023_101293 crossref_primary_10_1016_j_scitotenv_2024_176024 crossref_primary_10_2139_ssrn_4156167 crossref_primary_10_1007_s10479_024_06309_6 crossref_primary_10_3390_su141912777 crossref_primary_10_1088_0256_307X_38_9_097502 crossref_primary_10_1016_j_energy_2023_127227 crossref_primary_10_1115_1_4051787 crossref_primary_10_1137_22M149898X crossref_primary_10_7554_eLife_86224 crossref_primary_10_1016_j_matt_2023_03_028 crossref_primary_10_1145_3640330 crossref_primary_10_1016_j_nbt_2023_02_001 crossref_primary_10_1016_j_matt_2023_03_022 crossref_primary_10_1145_3365577 crossref_primary_10_1016_j_ejrh_2024_101716 crossref_primary_10_1017_eds_2023_22 crossref_primary_10_1371_journal_pone_0193785 crossref_primary_10_1038_s41598_022_13061_z crossref_primary_10_3390_ijerph17249505 crossref_primary_10_1527_tjsai_36_5_F_L52 crossref_primary_10_1007_s11081_023_09879_9 crossref_primary_10_1587_transfun_2023EAL2095 crossref_primary_10_1007_s00158_017_1748_7 crossref_primary_10_1088_2515_7639_acc6f2 crossref_primary_10_1016_j_compchemeng_2024_108952 crossref_primary_10_1111_agec_12828 crossref_primary_10_17929_tqs_10_8 crossref_primary_10_1145_3386569_3392444 crossref_primary_10_1109_LCSYS_2022_3181950 crossref_primary_10_1016_j_procs_2023_10_106 crossref_primary_10_1016_j_habitatint_2024_103274 crossref_primary_10_1007_s10619_019_07281_y crossref_primary_10_1109_TASE_2020_2969884 crossref_primary_10_1007_s42979_021_00980_3 crossref_primary_10_1088_1741_2552_ac86a2 crossref_primary_10_1109_TII_2024_3353874 crossref_primary_10_1177_0361198118788427 crossref_primary_10_1039_D4DD00267A crossref_primary_10_1109_TNSE_2018_2872511 crossref_primary_10_1017_S0962492919000060 crossref_primary_10_1038_s41598_022_21653_y crossref_primary_10_1016_j_rser_2021_112016 crossref_primary_10_1016_j_geoen_2023_211802 crossref_primary_10_1016_j_asoc_2022_109660 crossref_primary_10_1093_bib_bbaa247 crossref_primary_10_1016_j_ifacol_2024_08_377 crossref_primary_10_1016_j_apacoust_2020_107829 crossref_primary_10_1016_j_jvir_2024_09_022 crossref_primary_10_2139_ssrn_4169445 crossref_primary_10_3390_jimaging8050140 crossref_primary_10_1016_j_oregeorev_2022_104916 crossref_primary_10_1007_s11837_020_04432_w crossref_primary_10_1109_TCOMM_2020_3005708 crossref_primary_10_1016_j_artmed_2024_102995 crossref_primary_10_1109_ACCESS_2024_3421290 crossref_primary_10_1002_adfm_202102606 crossref_primary_10_1039_D4LC00872C crossref_primary_10_1109_TCAD_2021_3054811 crossref_primary_10_1137_22M1543446 crossref_primary_10_1016_j_compchemeng_2023_108211 crossref_primary_10_1016_j_ress_2025_110806 crossref_primary_10_1021_acs_jcim_2c01538 crossref_primary_10_1016_j_neucom_2020_04_079 crossref_primary_10_1016_j_ifacsc_2024_100274 crossref_primary_10_1109_TIV_2022_3165178 crossref_primary_10_1109_ACCESS_2020_2996546 crossref_primary_10_1016_j_coche_2021_100715 crossref_primary_10_1109_TCAD_2018_2857338 crossref_primary_10_1109_TNSE_2022_3206581 crossref_primary_10_1049_gtd2_70039 crossref_primary_10_1021_acs_inorgchem_4c02259 crossref_primary_10_1016_j_energy_2024_130326 crossref_primary_10_1002_mp_15696 crossref_primary_10_1016_j_jobe_2025_111910 crossref_primary_10_3390_healthcare10030494 crossref_primary_10_1016_j_eml_2020_100992 crossref_primary_10_1016_j_wear_2018_12_081 crossref_primary_10_1016_j_ijnonlinmec_2024_104900 crossref_primary_10_1021_acs_jced_3c00404 crossref_primary_10_1109_TASE_2023_3304521 crossref_primary_10_1177_10943420231166365 crossref_primary_10_1364_JOCN_514460 crossref_primary_10_1007_s11831_024_10163_x crossref_primary_10_1016_j_trb_2022_08_009 crossref_primary_10_1145_3386569_3392409 crossref_primary_10_1109_TPAMI_2021_3094844 crossref_primary_10_1115_1_4055777 crossref_primary_10_1016_j_asoc_2021_108064 crossref_primary_10_1016_j_eswa_2023_122502 crossref_primary_10_1016_j_ymssp_2023_110701 crossref_primary_10_1016_j_apradiso_2020_109221 crossref_primary_10_1002_batt_202200038 crossref_primary_10_1002_aic_17047 crossref_primary_10_3390_su151712772 crossref_primary_10_1002_ange_202009467 crossref_primary_10_1007_s10109_024_00451_2 crossref_primary_10_3390_mca29040061 crossref_primary_10_1021_acsphotonics_1c01043 crossref_primary_10_3390_app13063864 crossref_primary_10_3390_s25030831 crossref_primary_10_1016_j_knosys_2022_109352 crossref_primary_10_1021_acsnano_1c11118 crossref_primary_10_1109_TCAD_2021_3054804 crossref_primary_10_1039_D0SC00982B crossref_primary_10_1007_s00170_021_07395_7 crossref_primary_10_3390_math10183276 crossref_primary_10_1109_ACCESS_2022_3192036 crossref_primary_10_1002_bit_28854 crossref_primary_10_1016_j_jtice_2023_105123 crossref_primary_10_1007_s10825_024_02244_8 crossref_primary_10_1109_TASC_2024_3512529 crossref_primary_10_3390_info15100621 crossref_primary_10_1007_s42417_024_01401_4 crossref_primary_10_1109_TVLSI_2018_2828603 crossref_primary_10_1080_0305215X_2024_2434201 crossref_primary_10_1109_ACCESS_2021_3057707 crossref_primary_10_1080_0305215X_2023_2170367 crossref_primary_10_1016_j_envsoft_2022_105330 crossref_primary_10_1016_j_xcrm_2023_101008 crossref_primary_10_3389_fmars_2023_1295874 crossref_primary_10_1007_s11042_022_12022_y crossref_primary_10_1016_j_coche_2021_100728 crossref_primary_10_1016_j_jallcom_2023_171250 crossref_primary_10_1109_ACCESS_2025_3532326 crossref_primary_10_1007_s11081_024_09954_9 crossref_primary_10_1557_s43579_022_00288_0 crossref_primary_10_1080_27660400_2022_2055987 crossref_primary_10_1021_acspolymersau_1c00035 crossref_primary_10_1007_s10957_024_02399_1 crossref_primary_10_1103_PhysRevApplied_20_024044 crossref_primary_10_3390_pr10050883 crossref_primary_10_2139_ssrn_4263133 crossref_primary_10_1007_s13042_020_01062_1 crossref_primary_10_1364_OE_517312 crossref_primary_10_1103_PhysRevResearch_5_023114 crossref_primary_10_1149_1945_7111_acd8f8 crossref_primary_10_1016_j_annals_2020_102925 crossref_primary_10_3390_math10050787 crossref_primary_10_3390_su15086883 crossref_primary_10_1016_j_jenvman_2021_113783 crossref_primary_10_1016_j_jmrt_2022_12_171 crossref_primary_10_1093_brain_awab109 crossref_primary_10_1103_PhysRevApplied_20_024042 crossref_primary_10_3389_fgene_2020_00025 crossref_primary_10_1016_j_est_2022_105948 crossref_primary_10_1186_s13321_023_00796_8 crossref_primary_10_1038_s41529_024_00538_7 crossref_primary_10_1109_LRA_2022_3177294 crossref_primary_10_3390_app112411710 crossref_primary_10_1002_cnm_3421 crossref_primary_10_1038_s41598_021_03725_7 crossref_primary_10_1002_qre_3424 crossref_primary_10_1016_j_energy_2023_129012 crossref_primary_10_1039_D3RE00570D crossref_primary_10_1061_JTEPBS_0000291 crossref_primary_10_1038_s41524_024_01256_z crossref_primary_10_3390_app14188120 crossref_primary_10_1016_j_energy_2024_132948 crossref_primary_10_1039_D2LC00938B crossref_primary_10_1109_TII_2022_3198670 crossref_primary_10_1109_ACCESS_2021_3111175 crossref_primary_10_1007_s11663_024_03092_4 crossref_primary_10_1103_PhysRevB_104_064104 crossref_primary_10_1103_PhysRevE_104_045302 crossref_primary_10_1287_opre_2022_2367 crossref_primary_10_3390_pr13040934 crossref_primary_10_3390_met13010166 crossref_primary_10_1109_TNET_2022_3183231 crossref_primary_10_1016_j_vetpar_2025_110398 crossref_primary_10_1007_s00371_018_1501_2 crossref_primary_10_1051_mmnp_2024017 crossref_primary_10_1080_10426914_2023_2195915 crossref_primary_10_1109_TNNLS_2019_2957109 crossref_primary_10_14778_3476249_3476270 crossref_primary_10_1109_ACCESS_2020_2981072 crossref_primary_10_1109_TNSRE_2022_3204781 crossref_primary_10_3390_electronics11101640 crossref_primary_10_3390_s24082434 crossref_primary_10_1109_TNNLS_2021_3069172 crossref_primary_10_1186_s13755_016_0018_1 crossref_primary_10_1007_s10915_022_02083_4 crossref_primary_10_3390_jmse11051093 crossref_primary_10_1039_D3DD00096F crossref_primary_10_3390_ma16031050 crossref_primary_10_1109_TCYB_2020_3026425 crossref_primary_10_1016_j_ces_2022_117469 crossref_primary_10_1016_j_epsr_2022_108934 crossref_primary_10_1109_TPAMI_2021_3079209 crossref_primary_10_1109_TIM_2024_3463021 crossref_primary_10_1016_j_watres_2022_118494 crossref_primary_10_1021_acsnano_0c10239 crossref_primary_10_1007_s00170_024_13966_1 crossref_primary_10_1016_j_ijmecsci_2021_106390 crossref_primary_10_3390_jimaging7030055 crossref_primary_10_1016_j_ige_2025_02_001 crossref_primary_10_1016_j_swevo_2020_100717 crossref_primary_10_5194_wes_8_1425_2023 crossref_primary_10_1109_TCST_2018_2886159 crossref_primary_10_1002_jcc_70017 crossref_primary_10_1063_5_0012392 crossref_primary_10_1021_acsnano_2c12759 crossref_primary_10_1016_j_apergo_2024_104336 crossref_primary_10_1016_j_jobe_2022_105602 crossref_primary_10_1080_0013791X_2022_2028047 crossref_primary_10_1016_j_apenergy_2021_118244 crossref_primary_10_1016_j_jmapro_2023_12_054 crossref_primary_10_1109_JSAC_2021_3078490 crossref_primary_10_1016_j_engfailanal_2024_109149 crossref_primary_10_1016_j_mfglet_2021_09_006 crossref_primary_10_21105_joss_00431 crossref_primary_10_1002_admi_202300499 crossref_primary_10_1016_j_compag_2020_105696 crossref_primary_10_1002_aic_17591 crossref_primary_10_1080_14697688_2016_1267868 crossref_primary_10_1109_TPAMI_2023_3264741 crossref_primary_10_1016_j_ijdrr_2025_105306 crossref_primary_10_1145_3657643 crossref_primary_10_1016_j_cities_2023_104742 crossref_primary_10_1007_s10898_018_0641_2 crossref_primary_10_1016_j_engfailanal_2023_107915 crossref_primary_10_1111_tgis_13303 crossref_primary_10_1021_acs_chemrestox_2c00207 crossref_primary_10_1080_0305215X_2024_2328788 crossref_primary_10_1007_s12530_022_09470_0 crossref_primary_10_1016_j_ultras_2019_105981 crossref_primary_10_4271_2021_01_0255 crossref_primary_10_1109_LRA_2020_3028830 crossref_primary_10_1061_JHYEFF_HEENG_6254 crossref_primary_10_1016_j_compag_2023_108327 crossref_primary_10_1088_1742_6596_1618_2_022024 crossref_primary_10_1016_j_robot_2025_104941 crossref_primary_10_1109_ACCESS_2020_3036863 crossref_primary_10_1162_neco_a_01442 crossref_primary_10_1117_1_JMM_23_4_044003 crossref_primary_10_1016_j_neuroimage_2019_116008 crossref_primary_10_1063_5_0153021 crossref_primary_10_1016_j_commatsci_2024_112845 crossref_primary_10_1093_bioinformatics_btz361 crossref_primary_10_1109_TNNLS_2021_3051012 crossref_primary_10_1007_s10409_021_01149_0 crossref_primary_10_1016_j_gsd_2025_101417 crossref_primary_10_3390_math8081383 crossref_primary_10_1007_s12021_021_09514_x crossref_primary_10_35848_1347_4065_ac64e4 crossref_primary_10_1007_s10287_020_00376_3 crossref_primary_10_1007_s10994_017_5683_z crossref_primary_10_1016_j_buildenv_2024_112022 crossref_primary_10_1088_2515_7620_acd0f8 crossref_primary_10_1016_j_apenergy_2022_119413 crossref_primary_10_1016_j_ijmecsci_2023_108301 crossref_primary_10_1149_2754_2726_acb2da crossref_primary_10_2139_ssrn_4075602 crossref_primary_10_1080_24725854_2022_2039813 crossref_primary_10_1007_s10704_020_00463_1 crossref_primary_10_1016_j_media_2020_101670 crossref_primary_10_1016_j_infsof_2020_106330 crossref_primary_10_3390_s21124207 crossref_primary_10_1088_0256_307X_38_6_064202 crossref_primary_10_1364_AOP_484119 crossref_primary_10_1016_j_est_2025_116300 crossref_primary_10_1016_j_elecom_2023_107458 crossref_primary_10_1016_j_jhydrol_2024_132567 crossref_primary_10_1007_s10589_020_00215_w crossref_primary_10_1109_LRA_2021_3052420 crossref_primary_10_1109_TTE_2023_3237782 crossref_primary_10_1115_1_4044244 crossref_primary_10_1214_21_BA1303 crossref_primary_10_1137_15M1047805 crossref_primary_10_1021_acs_jctc_4c01780 crossref_primary_10_1016_j_gsd_2021_100675 crossref_primary_10_1097_CCE_0000000000000426 crossref_primary_10_1007_s13253_021_00454_2 crossref_primary_10_1016_j_comnet_2024_110384 crossref_primary_10_1016_j_ijpvp_2022_104779 crossref_primary_10_1039_D3SM00693J crossref_primary_10_1007_s11227_023_05081_x crossref_primary_10_1109_TCSI_2021_3065332 crossref_primary_10_1007_s10115_018_1238_2 crossref_primary_10_1146_annurev_statistics_033121_110134 crossref_primary_10_1016_j_epsr_2021_107200 crossref_primary_10_1088_1742_6596_1618_2_022046 crossref_primary_10_1080_17452759_2024_2424463 crossref_primary_10_1016_j_jenvman_2025_124719 crossref_primary_10_1016_j_scs_2020_102444 crossref_primary_10_1109_TASE_2023_3267609 crossref_primary_10_1147_JRD_2019_2960225 crossref_primary_10_1145_3359313 crossref_primary_10_1587_essfr_16_4_247 crossref_primary_10_1016_j_jfutfo_2022_01_009 crossref_primary_10_1364_JOCN_11_00A144 crossref_primary_10_1016_j_ymssp_2023_110796 crossref_primary_10_1109_TBME_2022_3140258 crossref_primary_10_1021_acs_jpca_0c01375 crossref_primary_10_3389_frai_2020_00003 crossref_primary_10_1002_nme_7498 crossref_primary_10_1016_j_addma_2024_104204 crossref_primary_10_1016_j_nima_2023_168719 crossref_primary_10_1016_j_measurement_2021_109838 crossref_primary_10_1016_j_compchemeng_2022_107913 crossref_primary_10_1002_aic_18404 crossref_primary_10_1021_acs_jcim_9b01068 crossref_primary_10_1002_pamm_202300190 crossref_primary_10_1126_sciadv_abj5505 crossref_primary_10_1109_TCC_2019_2936567 crossref_primary_10_1016_j_eswa_2024_125832 crossref_primary_10_1002_for_2970 crossref_primary_10_1109_TNNLS_2020_2979188 crossref_primary_10_1039_D3CS00634D crossref_primary_10_3390_w15112090 crossref_primary_10_3390_systems12110480 crossref_primary_10_1038_s41578_018_0005_z crossref_primary_10_1016_j_marstruc_2023_103571 crossref_primary_10_1016_j_petsci_2022_09_003 crossref_primary_10_1016_j_isci_2021_102781 crossref_primary_10_1016_j_trgeo_2024_101466 crossref_primary_10_1109_TC_2020_2989642 crossref_primary_10_1021_acsestwater_4c00463 crossref_primary_10_1109_TAP_2020_3044393 crossref_primary_10_1145_3582078 crossref_primary_10_1007_s10489_021_02752_1 crossref_primary_10_3390_app13116833 crossref_primary_10_1016_j_probengmech_2025_103737 crossref_primary_10_2139_ssrn_4839465 crossref_primary_10_1145_3704807 crossref_primary_10_3389_fnhum_2023_1111590 crossref_primary_10_14778_3611540_3611548 crossref_primary_10_1109_LCSYS_2020_3040599 crossref_primary_10_1016_j_knosys_2023_111018 crossref_primary_10_1109_LRA_2023_3325991 crossref_primary_10_1002_admt_202400037 crossref_primary_10_1039_D3DD00106G crossref_primary_10_1109_TCBB_2023_3268793 crossref_primary_10_1007_s10845_023_02087_3 crossref_primary_10_3390_jmse11040703 crossref_primary_10_1109_TR_2022_3190639 crossref_primary_10_1109_TIM_2023_3264044 crossref_primary_10_1016_j_ssci_2023_106102 crossref_primary_10_1145_3306346_3322996 crossref_primary_10_7232_JKIIE_2023_49_1_015 crossref_primary_10_1002_widm_1283 crossref_primary_10_3390_app11136001 crossref_primary_10_1016_j_desal_2024_117735 crossref_primary_10_1098_rsta_2021_0197 crossref_primary_10_3390_en15072327 crossref_primary_10_5194_hess_27_577_2023 crossref_primary_10_1007_s10898_023_01333_5 crossref_primary_10_1007_s11081_021_09708_x crossref_primary_10_1016_j_nxener_2023_100078 crossref_primary_10_1039_D2ME00169A crossref_primary_10_1109_TCYB_2021_3064676 crossref_primary_10_1007_s00500_020_05095_0 crossref_primary_10_1109_TCE_2023_3294832 crossref_primary_10_1016_j_ces_2024_120039 crossref_primary_10_1109_TCYB_2023_3271900 crossref_primary_10_1038_s41598_023_48757_3 crossref_primary_10_3390_rs14133180 crossref_primary_10_1145_3306346_3322977 crossref_primary_10_1038_s41524_018_0129_0 crossref_primary_10_3233_IDA_205468 crossref_primary_10_1021_acsmaterialslett_2c01096 crossref_primary_10_1134_S0965542518050032 crossref_primary_10_1016_j_neuroimage_2020_117082 crossref_primary_10_1007_s11590_023_02047_z crossref_primary_10_1016_j_fraope_2024_100137 crossref_primary_10_1016_j_scib_2018_05_027 crossref_primary_10_1080_10255842_2021_1906235 crossref_primary_10_1038_s41598_023_32027_3 crossref_primary_10_3390_computers10020024 crossref_primary_10_1080_17477778_2020_1742588 crossref_primary_10_1088_1741_2552_ad48bb crossref_primary_10_1016_j_jmse_2022_02_001 crossref_primary_10_1016_j_quascirev_2022_107912 crossref_primary_10_23915_distill_00026 crossref_primary_10_1038_s41524_024_01492_3 crossref_primary_10_1093_g3journal_jkad080 crossref_primary_10_1080_1064119X_2023_2251025 crossref_primary_10_1021_acscatal_4c00650 crossref_primary_10_1021_acs_jpclett_2c02635 crossref_primary_10_1016_j_neucom_2023_126290 crossref_primary_10_1016_j_neucom_2024_127441 crossref_primary_10_1002_aic_17993 crossref_primary_10_1038_s41524_023_00994_w crossref_primary_10_14801_jkiit_2020_18_3_21 crossref_primary_10_2139_ssrn_4072512 crossref_primary_10_1021_acssuschemeng_4c03592 crossref_primary_10_3389_frai_2020_00052 crossref_primary_10_1016_j_eng_2023_08_024 crossref_primary_10_1039_D2DD00028H crossref_primary_10_1016_j_compchemeng_2021_107249 crossref_primary_10_1016_j_energy_2024_134255 crossref_primary_10_1016_j_asoc_2024_112188 crossref_primary_10_3390_a14060163 crossref_primary_10_1115_1_4048222 crossref_primary_10_1080_23248378_2022_2094484 crossref_primary_10_1109_ACCESS_2020_3004886 crossref_primary_10_1177_03611981241266837 crossref_primary_10_1016_j_compgeo_2024_106465 crossref_primary_10_3390_atmos12040484 crossref_primary_10_1017_hpl_2023_47 crossref_primary_10_1016_j_agwat_2022_107955 crossref_primary_10_1109_TETCI_2023_3306351 crossref_primary_10_1080_27660400_2021_2024101 crossref_primary_10_1016_j_addma_2024_104632 crossref_primary_10_1002_aic_17984 crossref_primary_10_3390_rs12183096 crossref_primary_10_1115_1_4048216 crossref_primary_10_1109_TNNLS_2021_3071958 crossref_primary_10_1007_s41981_023_00273_1 crossref_primary_10_1016_j_optlaseng_2022_107081 crossref_primary_10_1109_LRA_2021_3063074 crossref_primary_10_1109_TMTT_2022_3206455 crossref_primary_10_1088_1361_6587_ad11fb crossref_primary_10_1016_j_compbiomed_2023_107579 crossref_primary_10_1021_acs_jpcc_0c01106 crossref_primary_10_1016_j_cma_2018_12_033 crossref_primary_10_1002_aic_17971 crossref_primary_10_1016_j_oceaneng_2024_119849 crossref_primary_10_1016_j_cherd_2024_06_001 crossref_primary_10_1016_j_chroma_2023_464577 crossref_primary_10_1109_TVT_2024_3420159 crossref_primary_10_21468_SciPostPhys_16_3_082 crossref_primary_10_1016_j_strusafe_2024_102543 crossref_primary_10_1109_ACCESS_2024_3441233 crossref_primary_10_1109_ACCESS_2021_3101812 crossref_primary_10_1007_s10237_022_01611_3 crossref_primary_10_1016_j_jcrysgro_2024_127598 crossref_primary_10_1103_PhysRevB_98_174112 crossref_primary_10_1016_j_cma_2023_116428 crossref_primary_10_1007_s10665_021_10091_w crossref_primary_10_1016_j_knosys_2023_111059 crossref_primary_10_2514_1_T6094 crossref_primary_10_1038_s41428_024_00923_8 crossref_primary_10_1145_3384344 crossref_primary_10_1109_ACCESS_2020_2976595 crossref_primary_10_1007_s00122_017_2988_z crossref_primary_10_1109_TEVC_2018_2869001 crossref_primary_10_1111_arcm_12924 crossref_primary_10_1088_2632_2153_acca5f crossref_primary_10_1007_s00158_024_03850_7 crossref_primary_10_1016_j_asoc_2021_107538 crossref_primary_10_1103_PhysRevResearch_4_043216 crossref_primary_10_1016_j_apor_2020_102400 crossref_primary_10_1146_annurev_control_090419_075625 crossref_primary_10_1007_s12145_024_01596_w crossref_primary_10_1007_s11356_022_23132_3 crossref_primary_10_1016_j_compchemeng_2018_07_015 crossref_primary_10_1007_s10494_023_00475_6 crossref_primary_10_1109_TASE_2024_3474549 crossref_primary_10_1007_s00158_018_2182_1 crossref_primary_10_1109_TIM_2023_3284929 crossref_primary_10_1557_s43578_024_01370_0 crossref_primary_10_1088_1361_651X_ad53ee crossref_primary_10_3390_s21041492 crossref_primary_10_3390_risks10120232 crossref_primary_10_1021_acs_iecr_3c01565 crossref_primary_10_1109_TCCN_2017_2768065 crossref_primary_10_1016_j_jcp_2024_113572 crossref_primary_10_1039_D2CC00124A crossref_primary_10_1016_j_asoc_2024_111292 crossref_primary_10_3390_ijerph20043455 crossref_primary_10_3390_s23063244 crossref_primary_10_1038_s41586_020_2442_2 crossref_primary_10_1103_PhysRevB_105_195304 crossref_primary_10_1016_j_dcn_2023_101300 crossref_primary_10_1016_j_softx_2022_101019 crossref_primary_10_1016_j_jconhyd_2024_104307 crossref_primary_10_1287_ijoc_2020_1049 crossref_primary_10_3150_18_BEJ1074 crossref_primary_10_1016_j_chemolab_2022_104520 crossref_primary_10_1109_TCST_2023_3342144 crossref_primary_10_1109_TIM_2020_2987635 crossref_primary_10_1007_s40747_020_00247_z crossref_primary_10_1016_j_cej_2024_157685 crossref_primary_10_1007_s00170_023_10944_x crossref_primary_10_1007_s00466_023_02427_3 crossref_primary_10_1016_j_jhazmat_2023_132577 crossref_primary_10_1109_TEC_2023_3338456 crossref_primary_10_1186_s12918_018_0592_8 crossref_primary_10_1080_0952813X_2022_2067248 crossref_primary_10_1016_j_compfluid_2022_105370 crossref_primary_10_1016_j_knosys_2017_12_034 crossref_primary_10_1038_s41578_020_00255_y crossref_primary_10_1111_cogs_13262 crossref_primary_10_1016_j_matdes_2023_112128 crossref_primary_10_1016_j_matt_2023_01_018 crossref_primary_10_1039_D3DD00234A crossref_primary_10_1016_j_coldregions_2023_103928 crossref_primary_10_1007_s10846_022_01709_x crossref_primary_10_3390_app12083954 crossref_primary_10_3390_agronomy12030656 crossref_primary_10_1007_s11590_019_01433_w crossref_primary_10_1016_j_cjche_2022_04_004 crossref_primary_10_1016_j_aiopen_2025_01_002 crossref_primary_10_1016_j_ifacol_2024_08_306 crossref_primary_10_1007_s10898_022_01245_w crossref_primary_10_1016_j_est_2023_106770 crossref_primary_10_1364_OE_546780 crossref_primary_10_1016_j_petrol_2020_108204 crossref_primary_10_1021_acs_iecr_4c02417 crossref_primary_10_32725_jab_2020_013 crossref_primary_10_1007_s11517_022_02553_9 crossref_primary_10_1016_j_engstruct_2023_117103 crossref_primary_10_1109_TIA_2023_3234935 crossref_primary_10_1016_j_iswa_2024_200390 crossref_primary_10_1016_j_jhydrol_2019_124432 crossref_primary_10_1063_5_0207790 crossref_primary_10_1016_j_mtcomm_2020_101538 crossref_primary_10_1109_TAP_2022_3191131 crossref_primary_10_1016_j_fuel_2023_128646 crossref_primary_10_1016_j_compmedimag_2022_102129 crossref_primary_10_1016_j_ifacol_2020_12_2372 crossref_primary_10_1017_hpl_2023_11 crossref_primary_10_1007_s00521_021_05848_4 crossref_primary_10_1109_ACCESS_2021_3093363 crossref_primary_10_3390_s23031230 crossref_primary_10_1016_j_cocom_2025_e01012 crossref_primary_10_1016_j_cels_2025_101236 crossref_primary_10_1186_s13321_022_00596_6
Cites_doi	10.1109/TNN.2010.2049859 10.2307/2332286 10.1109/IROS.2012.6385653 10.1007/BF00140873 10.1016/0196-8858(85)90002-8 10.1115/1.3653121 10.1145/1015330.1015367 10.1162/106365601750190398 10.1561/2200000024 10.1007/3-540-46135-3_37 10.1145/2645710.2645733 10.1007/978-3-642-25566-3_13 10.1016/S0898-1221(02)00206-7 10.1007/978-3-642-25566-3_40 10.2307/2344614 10.2307/2290458 10.1561/0600000035 10.1007/s10618-008-0114-1 10.1080/01621459.2011.646919 10.1007/s10898-005-2454-3 10.1145/1102351.1102413 10.1214/009053607000000893 10.1109/CEC.2005.1554761 10.1214/ss/1177012413 10.1007/978-3-642-34413-8_5 10.1007/978-3-642-13520-0_23 10.1214/ss/1177009939 10.1515/9781400881994 10.1002/asmb.874 10.1023/A:1020281327116 10.1109/SFCS.1995.492488 10.1007/978-1-4757-3799-8 10.1145/1273496.1273546 10.1214/aoms/1177728069 10.18653/v1/D15-1251 10.1093/comjnl/bxq003 10.1287/moor.2014.0650 10.1007/978-3-642-34106-9_18 10.1017/CBO9780511546921 10.1007/s10514-009-9130-2 10.2514/6.2000-4891 10.1111/j.2517-6161.1979.tb01068.x 10.1007/BF01099263 10.1137/120882834 10.1093/oso/9780195115383.001.0001 10.1007/BF00941892 10.1007/978-3-642-44973-4_40 10.1137/S0097539701398375 10.1145/1772690.1772758 10.1214/lnms/1215456182 10.15607/RSS.2007.III.041 10.1145/2076450.2076469 10.1145/2414416.2414790 10.1145/1791212.1791238 10.1023/A:1012771025575 10.1145/1390156.1390241 10.1111/1467-9868.00413 10.1561/9781601987679 10.1145/2487575.2487629 10.1007/s10898-008-9354-2 10.1023/A:1008306431147 10.1162/NECO_a_00312 10.1145/1390156.1390157 10.1016/j.jspi.2010.04.018 10.1016/j.ress.2008.07.007 10.1007/978-3-642-10701-6_6 10.1109/WACV.2014.6836049 10.1023/A:1008294716304 10.1023/A:1010933404324
ContentType	Journal Article
Copyright	Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jan 2016
Copyright_xml	– notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jan 2016
DBID	97E ESBDL RIA RIE AAYXX CITATION 7SP 8FD L7M F28 FR3
DOI	10.1109/JPROC.2015.2494218
DatabaseName	IEEE Xplore (IEEE) IEEE Xplore Open Access Journals IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Engineering Research Database
DatabaseTitle	CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts Engineering Research Database ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList	Engineering Research Database Technology Research Database
Database_xml	– sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering
EISSN	1558-2256
EndPage	175
ExternalDocumentID	3903443261 10_1109_JPROC_2015_2494218 7352306
Genre	orig-research
GroupedDBID	-DZ -~X .DC 0R~ 123 1OL 29P 3EH 4.4 6IK 85S 97E 9M8 AAJGR AAWTH ABAZT ABFSI ABJNI ABQJQ ABVLG ACBEA ACGFS AENEX AETEA AETIX AFOGA AGNAY AGQYO AGSQL AHBIQ AIBXA ALLEH ALMA_UNASSIGNED_HOLDINGS AZLTO BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD ESBDL FA8 HZ~ H~9 IAAWW IBMZZ ICLAB IDIHD IFIPE IFJZH IPLJI JAVBF LAI M43 MVM O9- OCL RIA RIE RIU RNS TAE TN5 TWZ UDY UHB UKR UQL VOH WHG XJT XOL YNT ZCA ZXP ZY4 ~02 AAYOK AAYXX CITATION RIG 7SP 8FD L7M F28 FR3
ID	FETCH-LOGICAL-c438t-8161c6ba06d6636e2f73e7d714a40af45625a2af6893e8688085d4e78debb8fb3
IEDL.DBID	RIE
ISSN	0018-9219
IngestDate	Fri Jul 11 01:12:30 EDT 2025 Sun Jun 29 15:34:29 EDT 2025 Tue Jul 01 01:56:40 EDT 2025 Thu Apr 24 22:57:06 EDT 2025 Wed Aug 27 02:43:11 EDT 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Issue	1
Keywords	statistical learning response surface methodology Decision making optimization design of experiments
Language	English
License	https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/OAPA.html
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c438t-8161c6ba06d6636e2f73e7d714a40af45625a2af6893e8688085d4e78debb8fb3
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23
OpenAccessLink	https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/document/7352306
PQID	1751303044
PQPubID	85453
PageCount	28
ParticipantIDs	proquest_miscellaneous_1793240011 ieee_primary_7352306 proquest_journals_1751303044 crossref_citationtrail_10_1109_JPROC_2015_2494218 crossref_primary_10_1109_JPROC_2015_2494218
ProviderPackageCode	CITATION AAYXX
PublicationCentury	2000
PublicationDate	2016-Jan. 2016-1-00 20160101
PublicationDateYYYYMMDD	2016-01-01
PublicationDate_xml	– month: 01 year: 2016 text: 2016-Jan.
PublicationDecade	2010
PublicationPlace	New York
PublicationPlace_xml	– name: New York
PublicationTitle	Proceedings of the IEEE
PublicationTitleAbbrev	JPROC
PublicationYear	2016
Publisher	IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml	– name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References	ref57 garnett (ref53) 0 krause (ref89) 0 hinton (ref71) 0 ref55 ref54 de freitas (ref43) 0 williams (ref159) 2000; 10 snelson (ref141) 0 bochner (ref20) 1959 santner (ref130) 2003 seeger (ref137) 0 srinivas (ref146) 0 kaufmann (ref84) 0 desautels (ref45) 2014; 15 wang (ref156) 2014 ref42 ref44 boyle (ref23) 2007 ref9 swersky (ref147) 2014 ref4 ref3 ref6 rahimi (ref125) 0 chen (ref39) 0 agrawal (ref2) 0 lizotte (ref100) 2011; 53 bull (ref32) 2011; 12 gabillon (ref50) 0 snoek (ref144) 0 ref37 ref36 maron (ref107) 1993; 6 ref33 audibert (ref7) 0 hutter (ref76) 2009 zhang (ref162) 0 carpentier (ref35) 0 djolonga (ref46) 0 yogatama (ref160) 0 krige (ref90) 1951; 94 hoffman (ref72) 0 ref155 ref153 ref154 gardner (ref52) 0 ref151 ref150 ref24 shahriari (ref139) 0 swersky (ref149) 2014 breiman (ref25) 1984 wang (ref157) 0 domhan (ref47) 0 ref22 auer (ref8) 2003; 3 calandra (ref34) 2014 hernández-lobato (ref69) 0 ref29 shah (ref138) 0 bergstra (ref18) 0 ref163 clark (ref40) 2012 ref161 lizotte (ref99) 2008 mo?kus (ref115) 1978; 2 ref128 ref15 ref129 ref14 ref97 ref127 ref96 munos (ref117) 2014 ref98 ref10 ginsbourger (ref58) 2010 sasena (ref131) 2002 brochu (ref26) 0 gelbart (ref56) 0 rasmussen (ref126) 2006 hennig (ref67) 2012; 13 may (ref112) 2011 ref93 ref134 snoek (ref142) 2013 ref92 ref95 ref132 mahendran (ref105) 2012; 22 bergstra (ref19) 0 higdon (ref70) 1998; 6 ref91 gabillon (ref51) 0 hutter (ref77) 2013; 7997 snoek (ref145) 0 bardenet (ref12) 0 bergstra (ref16) 0 ref86 ref135 ref88 kaufmann (ref85) 2012; 7568 m assael (ref5) 2014 contal (ref41) 0 snelson (ref140) 0 matheron (ref111) 0 hoffman (ref73) 0 lizotte (ref101) 0 ref82 seeger (ref136) 0 ref81 gramacy (ref61) 2014 lázaro-gredilla (ref94) 2010; 11 ref83 ref80 ref79 ref108 wang (ref158) 0 ref78 ref109 ref106 paciorek (ref121) 0; 16 ref75 osborne (ref120) 2009 ref74 domhan (ref48) 0 ref102 grunewalder (ref64) 0 ref1 azimi (ref11) 0 bardenet (ref13) 0 bonilla (ref21) 0 brochu (ref28) 0 hernández-lobato (ref68) 0 gramacy (ref62) 2010 goovaerts (ref60) 1997 gittins (ref59) 1979; 2 madani (ref104) 0 munos (ref116) 0 bubeck (ref31) 2011; 12 ref110 neal (ref118) 1995 bubeck (ref30) 0 ref119 feurer (ref49) 0 schonlau (ref133) 1997 kocsis (ref87) 0 snoek (ref143) 0 ref63 brochu (ref27) 2009 ref66 ref113 ref65 ref114 chapelle (ref38) 0 lzaro-gredilla (ref103) 0 swersky (ref148) 0 bergstra (ref17) 2012; 13 qui nonero-candela (ref124) 2005; 6 ref122 ref123 titsias (ref152) 0
References_xml	– start-page: 1005 year: 0 ident: ref157 article-title: Bayesian multi-scale optimistic optimization publication-title: Proc Int Conf Artif Intell Stat – start-page: 249 year: 0 ident: ref162 article-title: Improving object detection with deep convolutional networks via Bayesian optimization and structured prediction publication-title: Proc IEEE Comput Vis Pattern Recognit Conf – start-page: 253 year: 0 ident: ref41 article-title: Gaussian process optimization with mutual information publication-title: Proc Int Conf Mach Learn – ident: ref93 doi: 10.1109/TNN.2010.2049859 – volume: 2 year: 1978 ident: ref115 article-title: The application of Bayesian methods for seeking the extremum publication-title: Toward Global Optimization – ident: ref150 doi: 10.2307/2332286 – ident: ref106 doi: 10.1109/IROS.2012.6385653 – ident: ref123 doi: 10.1007/BF00140873 – ident: ref92 doi: 10.1016/0196-8858(85)90002-8 – ident: ref91 doi: 10.1115/1.3653121 – start-page: 1778 year: 0 ident: ref158 article-title: Bayesian optimization in high dimensions via random embeddings publication-title: Proc Int Joint Conf Artif Intell – ident: ref63 doi: 10.1145/1015330.1015367 – ident: ref66 doi: 10.1162/106365601750190398 – ident: ref29 doi: 10.1561/2200000024 – volume: 16 start-page: 273 year: 0 ident: ref121 article-title: Nonstationary covariance functions for Gaussian process regression publication-title: Proc Adv Neural Inf Process Syst – year: 2010 ident: ref58 publication-title: Dealing with asynchronicity in parallel Gaussian process based global optimization – start-page: 2447 year: 0 ident: ref89 article-title: Contextual Gaussian process bandit optimization publication-title: Proc Adv Neural Inf Process Syst – start-page: 2249 year: 0 ident: ref38 article-title: An empirical evaluation of Thompson sampling publication-title: Proc Adv Neural Inf Process Syst – ident: ref96 doi: 10.1007/3-540-46135-3_37 – ident: ref153 doi: 10.1145/2645710.2645733 – year: 2010 ident: ref62 publication-title: Optimization under unknown constraints – start-page: 1257 year: 0 ident: ref140 article-title: Sparse Gaussian processes using pseudo-inputs publication-title: Proc Adv Neural Inf Process Syst – year: 1997 ident: ref133 publication-title: Computer experiments and global optimization – ident: ref15 doi: 10.1007/978-3-642-25566-3_13 – start-page: 944 year: 0 ident: ref101 article-title: Automatic gait optimization with Gaussian process regression publication-title: Proc Int Joint Conf Artif Intell – ident: ref163 doi: 10.1016/S0898-1221(02)00206-7 – ident: ref79 doi: 10.1007/978-3-642-25566-3_40 – ident: ref119 doi: 10.2307/2344614 – ident: ref129 doi: 10.2307/2290458 – start-page: 2222 year: 0 ident: ref51 article-title: Multi-bandit best arm identification publication-title: Proc Adv Neural Inf Process Syst – ident: ref42 doi: 10.1561/0600000035 – ident: ref88 doi: 10.1007/s10618-008-0114-1 – ident: ref22 doi: 10.1080/01621459.2011.646919 – ident: ref75 doi: 10.1007/s10898-005-2454-3 – start-page: 24 year: 0 ident: ref53 article-title: Active learning of linear embeddings for Gaussian processes publication-title: Proc Conf Uncertainty Artif Intell – ident: ref95 doi: 10.1145/1102351.1102413 – year: 2014 ident: ref149 publication-title: Freeze-thaw Bayesian optimization – start-page: 327 year: 0 ident: ref73 article-title: Portfolio allocation for Bayesian optimization publication-title: Proc Conf Uncertainty Artif Intell – ident: ref3 doi: 10.1214/009053607000000893 – start-page: 282 year: 0 ident: ref87 article-title: Bandit based Monte-Carlo planning publication-title: Proc Eur Conf Mach Learn – start-page: 1015 year: 0 ident: ref146 article-title: Gaussian process optimization in the bandit setting: No regret and experimental design publication-title: Proc Int Conf Mach Learn – ident: ref14 doi: 10.1109/CEC.2005.1554761 – ident: ref128 doi: 10.1214/ss/1177012413 – ident: ref80 doi: 10.1007/978-3-642-34413-8_5 – start-page: 103 year: 0 ident: ref26 article-title: A Bayesian interactive optimization approach to procedural animation design publication-title: Proc ACM SIGGRAPH/EUROGRAPH Symp Comput Animat – year: 2007 ident: ref23 publication-title: Gaussian Processes for Regression and Optimisation – ident: ref78 doi: 10.1007/978-3-642-13520-0_23 – volume: 6 start-page: 59 year: 1993 ident: ref107 article-title: Hoeffding races: Accelerating model selection search for classification and function approximation publication-title: Robotics Institute – year: 2014 ident: ref61 publication-title: Modeling An Augmented Lagrangian for Improved Blackbox Constrained Optimization – ident: ref37 doi: 10.1214/ss/1177009939 – volume: 6 start-page: 761 year: 1998 ident: ref70 article-title: Non-stationary spatial modeling publication-title: Bayesian Stat – start-page: 877 year: 0 ident: ref138 article-title: Student-t processes as alternatives to Gaussian processes publication-title: Proc Int Conf Artif Intell Stat – start-page: 1128 year: 0 ident: ref49 article-title: Initializing Bayesian hyperparameter optimization via meta-learning publication-title: Proc Nat Conf Artif Intell – start-page: 3212 year: 0 ident: ref50 article-title: Best arm identification: A unified approach to fixed budget and fixed confidence publication-title: Proc Adv Neural Inf Process Syst – year: 1959 ident: ref20 publication-title: Lectures on Fourier Integrals doi: 10.1515/9781400881994 – start-page: 1177 year: 0 ident: ref125 article-title: Random features for large-scale kernel machines publication-title: Proc Adv Neural Inf Process Syst – start-page: 937 year: 0 ident: ref52 article-title: Bayesian optimization with inequality constraints publication-title: Proc Int Conf Mach Learn – ident: ref135 doi: 10.1002/asmb.874 – start-page: 592 year: 0 ident: ref84 article-title: On Bayesian upper confidence bounds for bandit problems publication-title: Proc Int Conf Artif Intell Stat – volume: 3 start-page: 397 year: 2003 ident: ref8 article-title: Using confidence bounds for exploitation-exploration trade-offs publication-title: J Mach Learn Res – ident: ref4 doi: 10.1023/A:1020281327116 – start-page: 2171 year: 0 ident: ref144 article-title: Scalable Bayesian optimization using deep neural networks publication-title: Proc Int Conf Mach Learn – year: 2014 ident: ref34 publication-title: Manifold Gaussian processes for regression – ident: ref9 doi: 10.1109/SFCS.1995.492488 – volume: 94 start-page: 95 year: 1951 ident: ref90 article-title: A statistical approach to some basic mine valuation problems on the witwatersrand publication-title: J Chem Metallurg Mining Soc South Africa – volume: 15 start-page: 4053 year: 2014 ident: ref45 article-title: Parallelizing exploration-exploitation tradeoffs with Gaussian process bandit optimization publication-title: J Mach Learn Res – year: 2009 ident: ref76 publication-title: Automated configuration of algorithms for solving hard computational problems – year: 2003 ident: ref130 publication-title: The Design and Analysis of Computer Experiments doi: 10.1007/978-1-4757-3799-8 – year: 1984 ident: ref25 publication-title: Classification and Regression Trees – ident: ref86 doi: 10.1145/1273496.1273546 – ident: ref98 doi: 10.1214/aoms/1177728069 – start-page: 115 year: 0 ident: ref19 article-title: Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures publication-title: Proc Int Conf Mach Learn – year: 2008 ident: ref99 publication-title: Practical Bayesian Optimization – ident: ref161 doi: 10.18653/v1/D15-1251 – volume: 6 start-page: 1939 year: 2005 ident: ref124 article-title: A unifying view of sparse approximate Gaussian process regression publication-title: J Mach Learn Res – start-page: 337 year: 0 ident: ref141 article-title: Warped Gaussian processes publication-title: Proc Adv Neural Inf Process Syst – year: 2012 ident: ref40 publication-title: Parallel machine learning algorithms in bioinformatics and global optimization – year: 2013 ident: ref142 publication-title: Bayesian optimization and semiparametric models with applications to assistive technology – volume: 53 start-page: 1 year: 2011 ident: ref100 article-title: An experimental methodology for response surface optimization methods publication-title: J Global Optim – ident: ref54 doi: 10.1093/comjnl/bxq003 – ident: ref127 doi: 10.1287/moor.2014.0650 – start-page: 3460 year: 0 ident: ref47 article-title: Speeding up automatic hyperparameter optimization of deep neural networks by extrapolation of learning curves publication-title: Proc 24th Int Joint Conf Artif Intell – volume: 7568 start-page: 199 year: 2012 ident: ref85 article-title: Thompson sampling: An asymptotically optimal finite-time analysis publication-title: Algorithmic Learning Theory doi: 10.1007/978-3-642-34106-9_18 – start-page: 333 year: 0 ident: ref136 article-title: Semiparametric latent factor models publication-title: Proc Int Conf Artif Intell Stat – ident: ref36 doi: 10.1017/CBO9780511546921 – ident: ref108 doi: 10.1007/s10514-009-9130-2 – ident: ref6 doi: 10.2514/6.2000-4891 – start-page: 918 year: 0 ident: ref69 article-title: Predictive entropy search for efficient global optimization of black-box functions publication-title: Proc Adv Neural Inf Process Syst – start-page: 1077 year: 0 ident: ref160 article-title: Efficient transfer learning method for automatic hyperparameter tuning publication-title: Proc Int Conf Artif Intell Stat – start-page: 23 year: 0 ident: ref30 article-title: Pure exploration in multi-armed bandits problems publication-title: Proc Int Conf Algorithmic Learn Theory – volume: 2 start-page: 148 year: 1979 ident: ref59 article-title: Bandit processes and dynamic allocation indices publication-title: J Roy Statist Soc B Statist Methodol doi: 10.1111/j.2517-6161.1979.tb01068.x – start-page: 2951 year: 0 ident: ref143 article-title: Practical Bayesian optimization of machine learning algorithms publication-title: Proc Adv Neural Inf Process Syst – year: 0 ident: ref111 article-title: The theory of regionalized variables and its applications publication-title: Cahier du Centre de Morphologie Mathematique Ecoles des Mines – start-page: 1 year: 2009 ident: ref120 article-title: Gaussian processes for global optimisation publication-title: Learning and Intelligent Optimization – start-page: 567 year: 0 ident: ref152 article-title: Variational learning of inducing variables in sparse Gaussian processes publication-title: Proc Int Conf Artif Intell Stat – ident: ref114 doi: 10.1007/BF01099263 – ident: ref122 doi: 10.1137/120882834 – volume: 13 start-page: 1809 year: 2012 ident: ref67 article-title: Entropy search for information-efficient global optimization publication-title: J Mach Learn Res – start-page: 199 year: 0 ident: ref12 article-title: Collaborative hyperparameter tuning publication-title: Proc Int Conf Mach Learn – year: 1997 ident: ref60 publication-title: Geostatistics for Natural Resources Evaluation doi: 10.1093/oso/9780195115383.001.0001 – ident: ref83 doi: 10.1007/BF00941892 – start-page: 1423 year: 0 ident: ref39 article-title: Joint optimization and variable selection of high-dimensional Gaussian processes publication-title: Proc Int Conf Mach Learn – start-page: 127 year: 0 ident: ref2 article-title: Thompson sampling for contextual bandits with linear payoffs publication-title: Proc Int Conf Mach Learn – start-page: 153 year: 0 ident: ref21 article-title: Multi-task Gaussian process prediction publication-title: Proc Adv Neural Inf Process Syst – volume: 7997 start-page: 364 year: 2013 ident: ref77 article-title: Identifying key algorithm parameters and instance features using forward selection publication-title: Learning and Intelligent Optimization doi: 10.1007/978-3-642-44973-4_40 – ident: ref10 doi: 10.1137/S0097539701398375 – ident: ref97 doi: 10.1145/1772690.1772758 – start-page: 190 year: 0 ident: ref35 article-title: Bandit theory meets compressed sensing for high dimensional stochastic linear bandit publication-title: Proc Int Conf Artif Intell Statist – year: 0 ident: ref18 article-title: Preliminary evaluation of hyperopt algorithms on HPOLib publication-title: Proc Int Conf Mach Learn AutoML Workshop – ident: ref134 doi: 10.1214/lnms/1215456182 – ident: ref110 doi: 10.15607/RSS.2007.III.041 – volume: 12 start-page: 1655 year: 2011 ident: ref31 article-title: X-armed bandits publication-title: J Mach Learn Res – year: 2014 ident: ref147 publication-title: Raiders of the lost architecture Kernels for Bayesian optimization in conditional parameter spaces – start-page: 1025 year: 0 ident: ref46 article-title: High dimensional Gaussian process bandits publication-title: Proc Adv Neural Inf Process Syst – start-page: 2546 year: 0 ident: ref16 article-title: Algorithms for hyper-parameter optimization publication-title: Proc Adv Neural Inf Process Syst – start-page: 841 year: 0 ident: ref103 article-title: Variational heteroscedastic Gaussian process regression publication-title: Proc Int Conf Mach Learn – start-page: 409 year: 0 ident: ref28 article-title: Active preference learning with discrete choice data publication-title: Proc Adv Neural Inf Process Syst – start-page: 273 year: 0 ident: ref64 article-title: Regret bounds for Gaussian process bandit problems publication-title: Proc 13th Int Conf Artif Intell Stat – year: 2014 ident: ref156 publication-title: Theoretical analysis of Bayesian optimisation with unknown Gaussian process hyper-parameters – year: 0 ident: ref48 article-title: Extrapolating learning curves of deep neural networks publication-title: Proc Int Conf Mach Learn AutoML Workshop – start-page: 365 year: 0 ident: ref72 article-title: On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning publication-title: Proc Int Conf Artif Intell Statist – ident: ref74 doi: 10.1145/2076450.2076469 – ident: ref65 doi: 10.1145/2414416.2414790 – ident: ref55 doi: 10.1145/1791212.1791238 – ident: ref81 doi: 10.1023/A:1012771025575 – year: 2011 ident: ref112 publication-title: Optimistic Bayesian sampling in contextual bandit problems – start-page: 250 year: 0 ident: ref56 article-title: Bayesian optimization with unknown constraints publication-title: Proc Conf Uncertainty Artif Intell – ident: ref113 doi: 10.1145/1390156.1390241 – ident: ref132 doi: 10.1111/1467-9868.00413 – year: 2014 ident: ref5 publication-title: Heteroscedastic treed Bayesian optimisation – year: 2002 ident: ref131 publication-title: Flexibility and Efficiency Enhancements for Constrained Global Design Optimization with Kriging Approximations – year: 1995 ident: ref118 publication-title: Bayesian learning for neural networks – start-page: 2004 year: 0 ident: ref148 article-title: Multi-task Bayesian optimization publication-title: Proc Adv Neural Inf Process Syst – start-page: 783 year: 0 ident: ref116 article-title: Optimistic optimization of a deterministic function without the knowledge of its smoothness publication-title: Proc Adv Neural Inf Process Syst – start-page: 1249 year: 0 ident: ref71 article-title: Using deep belief nets to learn covariance kernels for Gaussian processes publication-title: Proc Adv Neural Inf Process Syst – year: 2014 ident: ref117 publication-title: From bandits to Monte-Carlo tree search The optimistic principle applied to optimization and planning doi: 10.1561/9781601987679 – ident: ref151 doi: 10.1145/2487575.2487629 – start-page: 1699 year: 0 ident: ref68 article-title: Predictive entropy search for Bayesian optimization with unknown constraints publication-title: Proc Int Conf Mach Learn – ident: ref155 doi: 10.1007/s10898-008-9354-2 – volume: 13 start-page: 281 year: 2012 ident: ref17 article-title: Random search for hyper-parameter optimization publication-title: J Mach Learn Res – year: 0 ident: ref139 article-title: An entropy search portfolio publication-title: Proc NIPS Workshop Bayesian Optim – start-page: 1743 year: 0 ident: ref43 article-title: Exponential regret bounds for Gaussian process bandits with deterministic observations publication-title: Proc Int Conf Mach Learn – ident: ref82 doi: 10.1023/A:1008306431147 – ident: ref44 doi: 10.1162/NECO_a_00312 – volume: 11 start-page: 1865 year: 2010 ident: ref94 article-title: Sparse spectrum Gaussian process regression publication-title: J Mach Learn Res – start-page: 41 year: 0 ident: ref7 article-title: Best arm identification in multi-armed bandits publication-title: Proc Conf Learn Theory – ident: ref1 doi: 10.1145/1390156.1390157 – volume: 22 start-page: 751 year: 2012 ident: ref105 article-title: Adaptive MCMC with Bayesian optimization publication-title: J Mach Learn Res – ident: ref154 doi: 10.1016/j.jspi.2010.04.018 – ident: ref33 doi: 10.1016/j.ress.2008.07.007 – start-page: 357 year: 0 ident: ref104 article-title: Active model selection publication-title: Proc Conf Uncertainty Artif Intell – year: 2009 ident: ref27 publication-title: A Tutorial on Bayesian Optimization of Expensive Cost Functions with Application to Active User Modeling and Hierarchical Reinforcement Learning – start-page: 1 year: 0 ident: ref137 article-title: Fast forward selection to speed up sparse Gaussian process regression publication-title: Proc Artif Intell Stat – volume: 12 start-page: 2879 year: 2011 ident: ref32 article-title: Convergence rates of efficient global optimization algorithms publication-title: J Mach Learn Res – ident: ref57 doi: 10.1007/978-3-642-10701-6_6 – volume: 10 start-page: 1133 year: 2000 ident: ref159 article-title: Sequential design of computer experiments to minimize integrated response functions publication-title: Statistica Sinica – start-page: 55 year: 0 ident: ref13 article-title: Surrogating the surrogate: Accelerating Gaussian-process-based global optimization with a mixture cross-entropy algorithm publication-title: Proc Int Conf Mach Learn – ident: ref109 doi: 10.1109/WACV.2014.6836049 – ident: ref102 doi: 10.1023/A:1008294716304 – ident: ref24 doi: 10.1023/A:1010933404324 – year: 2006 ident: ref126 publication-title: Gaussian Processes for Machine Learning – start-page: 1674 year: 0 ident: ref145 article-title: Input warping for Bayesian optimization of non-stationary functions publication-title: Proc Int Conf Mach Learn – start-page: 1215 year: 0 ident: ref11 article-title: Hybrid batch Bayesian optimization publication-title: Proc Int Conf Mach Learn
SSID	ssj0003563
Score	2.6868415
SecondaryResourceType	review_article
Snippet	Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous...
SourceID	proquest crossref ieee
SourceType	Aggregation Database Enrichment Source Index Database Publisher
StartPage	148
SubjectTerms	Automation Bayes methods Bayesian analysis Big data Computer programs Decision making Design analysis Design engineering Design of experiments Genomes genomic medicine Human Linear programming Optimization response surface methodology Software Software upgrading Statistical analysis statistical learning
Title	Taking the Human Out of the Loop: A Review of Bayesian Optimization
URI	https://ieeexplore.ieee.org/document/7352306 https://www.proquest.com/docview/1751303044 https://www.proquest.com/docview/1793240011
Volume	104
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
link	http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT9wwEB4BJ3ooUIq6vORKvdEs3o3z4garrlYIuqgCiVvkx-TSskGQHODXM-N4I9Qi1Jvl2LHl8cx8Y3tmAL6NEyfRuiLCfJREShdVVJAmpJJDAgzWSB-34PJnOrtR57fJ7Qp8731hENE_PsMhF_1dvqtty0dlx1nMZ5jpKqyS4db5avVSN05C1rQRMTCx4dJBRhbH51e_5hN-xZUMydhQY07w8UoJ-awq_4hir1-mG3C5nFn3rOT3sG3M0D7_FbTxf6e-CR8D0BSn3c7YghVcfIIPr8IPbsPk2qeiEoQBhT_MF_O2EXXlKy7q-v5EnIru8oBrz_QTssulmJOYuQv-m5_hZvrjejKLQlKFyKo4b6KcIJ5NjZapI7CR4rjKYsxcNlJaSV15g0iPdZUSkME8JfbOE6cwyx0ak1cm3oG1Rb3ALyBiBoMVdZVGKxcbw5eY7CsreQRrBzBarnJpQ8RxTnzxp_SWhyxKT5mSKVMGygzgqO9z38XbeLf1Ni913zKs8gD2l8QsA0s-loSTWF9LpQbwtf9MzMQ3JHqBdcttCg5QSDJv9-0_78E6jR_OYPZhrXlo8YBQSWMO_XZ8AdKh2vw
linkProvider	IEEE
linkToHtml	http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3db9QwDLfG9gA8sMFAHIwtSLxBb-k1_drbOG26jbsdQjdpb1U-3BfgOkH7AH89dpqrJkCItypN2iiO7V_s2AZ4M0mdROvKCIs4jZQu66gkTUhPDgkwWCN93oLFVTa7Vpc36c0WvBtiYRDRXz7DMT96X75rbMemsuM8YRtmdg92SO-ncR-tNcjdJA1102JiYWLETYiMLI8vP35aTvkeVzqm44aacImPO2rI11X5Qxh7DXO-C4vN3PqLJZ_HXWvG9udvaRv_d_J78ChATXHa743HsIXrJ_DwTgLCfZiufDEqQShQeHO-WHataGrfMG-a2xNxKnr3Abe-1z-Qgy7FkgTN1xDB-RSuz89W01kUyipEViVFGxUE8mxmtMwcwY0MJ3WeYO7yWGklde2PRHqi64ygDBYZMXiROoV54dCYojbJM9heN2t8DiJhOFjTUGm0cokx7MbkaFnJf7B2BPFmlSsbco5z6YsvlT97yLLylKmYMlWgzAjeDmNu-4wb_-y9z0s99AyrPIKDDTGrwJTfK0JKrLGlUiN4PbwmdmIfiV5j03GfklMUktR78fcvH8H92Woxr-YXVx9ewgOaS7DIHMB2-63DV4RRWnPot-Yva7DeRQ
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Taking+the+Human+Out+of+the+Loop%3A+A+Review+of+Bayesian+Optimization&rft.jtitle=Proceedings+of+the+IEEE&rft.au=Shahriari%2C+Bobak&rft.au=Swersky%2C+Kevin&rft.au=Wang%2C+Ziyu&rft.au=Adams%2C+Ryan+P&rft.date=2016-01-01&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.issn=0018-9219&rft.eissn=1558-2256&rft.volume=104&rft.issue=1&rft.spage=148&rft_id=info:doi/10.1109%2FJPROC.2015.2494218&rft.externalDBID=NO_FULL_TEXT&rft.externalDocID=3903443261
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9219&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9219&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9219&client=summon