Disaster City Digital Twin: A vision for integrating artificial and human intelligence for disaster management
•A paradigm, Disaster City Digital Twin, integrating AI for disaster management.•Multimodal data collection, integration, and analytics for situational awareness.•Gaming theoretical decision-making approach for learning behaviors of multi-actors.•Dynamic network analysis to assess network resilience...
Saved in:
| Published in | International journal of information management Vol. 56; p. 102049 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.02.2021
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | •A paradigm, Disaster City Digital Twin, integrating AI for disaster management.•Multimodal data collection, integration, and analytics for situational awareness.•Gaming theoretical decision-making approach for learning behaviors of multi-actors.•Dynamic network analysis to assess network resilience and relief performance.
This paper presents a vision for a Disaster City Digital Twin paradigm that can: (i) enable interdisciplinary convergence in the field of crisis informatics and information and communication technology (ICT) in disaster management; (ii) integrate artificial intelligence (AI) algorithms and approaches to improve situation assessment, decision making, and coordination among various stakeholders; and (iii) enable increased visibility into network dynamics of complex disaster management and humanitarian actions. The number of humanitarian relief actions is growing due to the increased frequency of natural and man-made crises. Various streams of research across different disciplines have focused on ICT and AI solutions for enhancing disaster management processes. However, most of the existing research is fragmented without a common vision towards a converging paradigm. Recognizing this, this paper presents the Disaster City Digital Twin as a unifying paradigm. The four main components of the proposed Digital Twin paradigm include: multi-data sensing for data collection, data integration and analytics, multi-actor game-theoretic decision making, and dynamic network analysis. For each component, the current state of the art related to AI methods and approaches are examined and gaps are identified. |
|---|---|
| AbstractList | •A paradigm, Disaster City Digital Twin, integrating AI for disaster management.•Multimodal data collection, integration, and analytics for situational awareness.•Gaming theoretical decision-making approach for learning behaviors of multi-actors.•Dynamic network analysis to assess network resilience and relief performance.
This paper presents a vision for a Disaster City Digital Twin paradigm that can: (i) enable interdisciplinary convergence in the field of crisis informatics and information and communication technology (ICT) in disaster management; (ii) integrate artificial intelligence (AI) algorithms and approaches to improve situation assessment, decision making, and coordination among various stakeholders; and (iii) enable increased visibility into network dynamics of complex disaster management and humanitarian actions. The number of humanitarian relief actions is growing due to the increased frequency of natural and man-made crises. Various streams of research across different disciplines have focused on ICT and AI solutions for enhancing disaster management processes. However, most of the existing research is fragmented without a common vision towards a converging paradigm. Recognizing this, this paper presents the Disaster City Digital Twin as a unifying paradigm. The four main components of the proposed Digital Twin paradigm include: multi-data sensing for data collection, data integration and analytics, multi-actor game-theoretic decision making, and dynamic network analysis. For each component, the current state of the art related to AI methods and approaches are examined and gaps are identified. |
| ArticleNumber | 102049 |
| Author | Yahja, Alex Mostafavi, Ali Fan, Chao Zhang, Cheng |
| Author_xml | – sequence: 1 givenname: Chao surname: Fan fullname: Fan, Chao email: chfan@tamu.edu organization: Zachry Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX, USA – sequence: 2 givenname: Cheng surname: Zhang fullname: Zhang, Cheng organization: Zachry Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX, USA – sequence: 3 givenname: Alex surname: Yahja fullname: Yahja, Alex organization: EpiSys Science Inc, San Diego, CA, USA – sequence: 4 givenname: Ali surname: Mostafavi fullname: Mostafavi, Ali organization: Zachry Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX, USA |
| BookMark | eNqNkE1LAzEQhoNUsK3-BvMHtibZuOkKHkrrFxS81HPIZifrlG1Wkljpv3fbqgcvehqYmeeF9xmRge88EHLJ2YQzXlytJ7hG77pNkyaC8bLfCibLEzLkU5VnUjE1IEMmimkmGRdnZBTjmjGu2LUYEr_AaGKCQOeYdnSBDSbT0tUH-hs6o1uM2HnqukDRJ2iCSegbakJChxb7T-Nr-vq-Mf7w0LbYgLdwIOrv6P5qGtiAT-fk1Jk2wsXXHJOX-7vV_DFbPj88zWfLzOZTnrKCV7mwLpelM0aaugIJ3ChellyWeVE5oazKrSmYMjVYZ4UUylU5cOAFSJWPye0x14YuxgBO275X6rukYLDVnOm9PL3WP_L0Xp4-yut59Yt_C7gxYfcPcnYkoa-3RQg6WtwrqTGATbru8M-MT3mTlAk |
| CitedBy_id | crossref_primary_10_1016_j_autcon_2022_104171 crossref_primary_10_3390_ijgi12010002 crossref_primary_10_1016_j_ijdrr_2023_104179 crossref_primary_10_1080_01431161_2022_2098078 crossref_primary_10_1016_j_aei_2022_101706 crossref_primary_10_1016_j_jjimei_2022_100063 crossref_primary_10_1108_ECAM_10_2023_1037 crossref_primary_10_3390_a16080357 crossref_primary_10_1587_transinf_2023EDP7009 crossref_primary_10_17645_up_9165 crossref_primary_10_1007_s11676_024_01810_x crossref_primary_10_1109_ACCESS_2022_3184801 crossref_primary_10_1108_MEDAR_02_2021_1206 crossref_primary_10_1016_j_scs_2024_105788 crossref_primary_10_1109_TEM_2024_3508037 crossref_primary_10_3389_fbuil_2024_1381813 crossref_primary_10_1109_MIS_2022_3220061 crossref_primary_10_1007_s41109_020_00271_5 crossref_primary_10_1016_j_ese_2024_100433 crossref_primary_10_1080_17538947_2024_2421950 crossref_primary_10_3390_buildings11040151 crossref_primary_10_1016_j_adapen_2024_100196 crossref_primary_10_1016_j_tele_2023_102032 crossref_primary_10_1175_WCAS_D_21_0096_1 crossref_primary_10_3390_bdcc6040115 crossref_primary_10_3390_su142013519 crossref_primary_10_3390_s23052659 crossref_primary_10_1016_j_isci_2024_109812 crossref_primary_10_1002_sd_2688 crossref_primary_10_1007_s10472_023_09884_9 crossref_primary_10_1007_s00521_025_11028_5 crossref_primary_10_1016_j_tre_2024_103931 crossref_primary_10_3389_fdgth_2023_1253050 crossref_primary_10_3390_su14074349 crossref_primary_10_1088_1748_9326_ad8172 crossref_primary_10_1098_rsif_2021_0158 crossref_primary_10_1007_s11069_021_05190_x crossref_primary_10_1134_S0097807823600614 crossref_primary_10_3390_s22186749 crossref_primary_10_1016_j_eng_2023_12_006 crossref_primary_10_1111_tgis_13097 crossref_primary_10_1016_j_dte_2024_100014 crossref_primary_10_1016_j_enbuild_2022_112271 crossref_primary_10_1155_2022_1512939 crossref_primary_10_1007_s10462_024_10781_8 crossref_primary_10_1007_s10479_022_04904_z crossref_primary_10_1080_10095020_2025_2472006 crossref_primary_10_1088_1755_1315_1101_9_092013 crossref_primary_10_1016_j_cie_2023_109107 crossref_primary_10_1016_j_ijdrr_2021_102290 crossref_primary_10_1109_ACCESS_2025_3539346 crossref_primary_10_1016_j_cities_2022_103794 crossref_primary_10_1016_j_iotcps_2021_12_003 crossref_primary_10_1016_j_heliyon_2021_e08405 crossref_primary_10_1017_dmp_2024_251 crossref_primary_10_3390_app142210483 crossref_primary_10_3390_su151914369 crossref_primary_10_1016_j_seta_2022_102987 crossref_primary_10_56294_dm2025667 crossref_primary_10_3390_ijerph18157736 crossref_primary_10_3390_pr11010262 crossref_primary_10_3390_app122412820 crossref_primary_10_15406_sij_2024_08_00373 crossref_primary_10_1145_3529395 crossref_primary_10_1186_s42162_024_00385_5 crossref_primary_10_1016_j_enbenv_2021_10_004 crossref_primary_10_2166_wpt_2025_039 crossref_primary_10_1016_j_jobe_2023_107859 crossref_primary_10_1017_dap_2021_17 crossref_primary_10_1007_s44243_024_00033_2 crossref_primary_10_2298_FUEE2401135K crossref_primary_10_3390_ijerph192316097 crossref_primary_10_1002_sd_3398 crossref_primary_10_1016_j_samod_2024_100036 crossref_primary_10_1016_j_culher_2023_10_005 crossref_primary_10_1007_s43762_023_00082_1 crossref_primary_10_1080_20964471_2022_2160156 crossref_primary_10_1109_ACCESS_2024_3519704 crossref_primary_10_3390_app13169137 crossref_primary_10_1016_j_ijpe_2024_109495 crossref_primary_10_1155_2022_5343521 crossref_primary_10_1016_j_techfore_2025_124013 crossref_primary_10_1109_COMST_2023_3297395 crossref_primary_10_1145_3522760 crossref_primary_10_1016_j_ijpe_2022_108642 crossref_primary_10_3390_asi4020029 crossref_primary_10_3390_su16188031 crossref_primary_10_1016_j_tele_2022_101829 crossref_primary_10_1088_1742_6596_2170_1_012039 crossref_primary_10_1108_LHT_08_2023_0332 crossref_primary_10_1016_j_rcns_2024_07_004 crossref_primary_10_1016_j_ijdrr_2024_104629 crossref_primary_10_3390_s21248194 crossref_primary_10_1142_S0219686722500160 crossref_primary_10_3390_app12115727 crossref_primary_10_1515_auto_2023_0227 crossref_primary_10_1007_s13369_025_10017_z crossref_primary_10_1007_s40436_021_00375_w crossref_primary_10_1007_s41471_024_00202_5 crossref_primary_10_1007_s10479_020_03856_6 crossref_primary_10_1007_s10696_024_09580_8 crossref_primary_10_12688_digitaltwin_17524_1 crossref_primary_10_1016_j_ipm_2022_103171 crossref_primary_10_3390_su16083212 crossref_primary_10_12688_digitaltwin_17524_2 crossref_primary_10_33851_JMIS_2023_10_1_89 crossref_primary_10_1007_s44212_024_00051_x crossref_primary_10_1016_j_techfore_2022_122098 crossref_primary_10_3390_w16172528 crossref_primary_10_3390_s24134174 crossref_primary_10_3390_buildings13051143 crossref_primary_10_1109_ACCESS_2021_3120843 crossref_primary_10_1108_SASBE_06_2022_0116 crossref_primary_10_1016_j_jenvman_2024_123866 crossref_primary_10_3390_jmse11051021 crossref_primary_10_3390_risks10120240 crossref_primary_10_1007_s00170_022_09632_z crossref_primary_10_1111_exsy_13502 crossref_primary_10_1177_03611981231205884 crossref_primary_10_3390_su15097487 crossref_primary_10_1016_j_ijdrr_2023_104020 crossref_primary_10_1155_2022_4604223 crossref_primary_10_1007_s11069_020_04124_3 crossref_primary_10_1016_j_autcon_2022_104302 crossref_primary_10_1108_IMDS_10_2023_0767 crossref_primary_10_3390_s20205771 crossref_primary_10_3390_buildings12112029 crossref_primary_10_1016_j_ijdrr_2021_102647 crossref_primary_10_1017_eds_2023_30 crossref_primary_10_1007_s10668_023_04134_8 crossref_primary_10_32604_cmes_2023_023154 crossref_primary_10_4236_jbcpr_2021_91003 crossref_primary_10_1016_j_jii_2023_100445 crossref_primary_10_3390_encyclopedia3030084 crossref_primary_10_1016_j_compag_2023_108416 crossref_primary_10_1109_ACCESS_2021_3060863 crossref_primary_10_3390_electronics12041020 crossref_primary_10_1016_j_ijinfomgt_2021_102311 crossref_primary_10_51948_auad_1309385 crossref_primary_10_1515_icom_2024_0002 crossref_primary_10_1109_ACCESS_2024_3498893 crossref_primary_10_1017_dce_2025_4 crossref_primary_10_3390_ijgi9040240 crossref_primary_10_1080_15623599_2024_2411885 crossref_primary_10_1016_j_jnlssr_2024_02_004 crossref_primary_10_3390_ijerph191710696 crossref_primary_10_1108_CRR_03_2021_0009 crossref_primary_10_1016_j_dte_2025_100040 crossref_primary_10_1108_ECAM_03_2024_0304 crossref_primary_10_1109_ACCESS_2025_3531947 crossref_primary_10_1177_0739456X251316185 crossref_primary_10_58307_kaytek_1580460 crossref_primary_10_1007_s44212_025_00067_x crossref_primary_10_1016_j_ijpe_2022_108618 crossref_primary_10_1080_00207543_2020_1865583 crossref_primary_10_1109_COMST_2022_3171465 crossref_primary_10_1038_s41598_020_70524_x crossref_primary_10_3390_su151511910 crossref_primary_10_1007_s00170_022_09717_9 crossref_primary_10_12677_mm_2024_146131 crossref_primary_10_1061__ASCE_CP_1943_5487_0000970 crossref_primary_10_3390_s22030960 crossref_primary_10_1007_s11760_024_03577_4 crossref_primary_10_1007_s11831_022_09830_8 crossref_primary_10_1109_JSEN_2023_3343428 crossref_primary_10_1057_s41599_022_01353_8 crossref_primary_10_1007_s42454_022_00041_x crossref_primary_10_1109_ACCESS_2020_2965550 crossref_primary_10_1016_j_heliyon_2024_e26503 crossref_primary_10_1007_s11042_021_10649_x crossref_primary_10_1016_j_pdisas_2025_100405 crossref_primary_10_1007_s10115_023_01870_1 crossref_primary_10_1108_BIJ_01_2022_0021 crossref_primary_10_3389_fbuil_2022_959475 crossref_primary_10_1016_j_cities_2024_105473 crossref_primary_10_1061_NHREFO_NHENG_1551 crossref_primary_10_1016_j_procs_2024_09_320 crossref_primary_10_3390_su151512036 crossref_primary_10_1061_JMENEA_MEENG_5603 crossref_primary_10_1016_j_jenvman_2024_123098 crossref_primary_10_1093_jcde_qwac086 |
| Cites_doi | 10.1016/j.ijinfomgt.2017.04.007 10.1016/j.ijinfomgt.2019.05.020 10.1111/risa.13206 10.1016/j.ijinfomgt.2019.01.021 10.3390/geosciences8050165 10.1109/JAS.2016.7471613 10.1145/3018661.3018667 10.1080/10447318.2018.1427831 10.1016/j.is.2017.06.003 10.1016/j.ijinfomgt.2017.12.002 10.1109/TPAMI.2013.50 10.1016/j.inffus.2018.06.002 10.2202/1547-7355.1411 10.1016/j.ijinfomgt.2016.05.002 10.1186/s40677-016-0060-y 10.3389/fnana.2015.00142 10.1089/big.2014.0064 10.1080/13658816.2014.996567 10.1016/j.ijinfomgt.2019.04.004 10.1016/j.ijinfomgt.2019.01.004 10.1111/gec3.12213 10.1007/s13278-016-0344-y 10.1016/j.ijinfomgt.2018.05.004 10.1016/j.ijdrr.2017.02.017 10.1016/j.gsf.2015.07.003 10.1038/s41598-017-18023-4 10.1016/j.geomorph.2012.08.021 10.1016/j.cities.2013.12.010 10.1016/j.socscimed.2012.09.046 10.1109/JPROC.2015.2462751 10.1109/JPROC.2015.2460697 10.1007/s11227-012-0845-z 10.3390/rs8100868 10.1371/journal.pone.0189327 10.1016/j.ocecoaman.2017.07.001 10.1109/MIS.2011.52 |
| ContentType | Journal Article |
| Copyright | 2019 Elsevier Ltd |
| Copyright_xml | – notice: 2019 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.ijinfomgt.2019.102049 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Social Sciences (General) |
| EISSN | 1873-4707 |
| ExternalDocumentID | 10_1016_j_ijinfomgt_2019_102049 S0268401219302956 |
| GroupedDBID | --K --M -~X .DC .~1 0R~ 13V 1B1 1RT 1~. 1~5 29J 4.4 457 4G. 53G 5GY 5VS 7-5 71M 77K 8P~ 9JO AABNK AACTN AAEDT AAEDW AAFJI AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABFRF ABIVO ABJNI ABKBG ABMAC ABMMH ABMVD ABXDB ABYKQ ACDAQ ACGFO ACGFS ACHQT ACHRH ACNTT ACRLP ADBBV ADEZE ADMUD AEBSH AEFWE AEKER AFFNX AFKWA AFTJW AGHFR AGJBL AGUBO AGUMN AGYEJ AHHHB AIEXJ AIKHN AITUG AJBFU AJOXV AKYCK ALEQD ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOMHK ASPBG AVARZ AVWKF AXJTR AZFZN BKOJK BKOMP BLXMC BNSAS C2- CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HLX HMY HVGLF HZ~ IHE J1W KOM LG8 LY1 M3Y M41 MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PQQKQ PRBVW Q38 R2- RIG ROL RPZ RXW SBM SCC SDF SDG SDS SES SEW SPCBC SSB SSL SSO SSS SSZ T5K TAE TAF TN5 U5U UHS UNMZH WUQ XPP YK3 ZMT ~G- AATTM AAXKI AAYWO AAYXX ABWVN ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AFXIZ AGCQF AGQPQ AGRNS AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP BNPGV CITATION SSH |
| ID | FETCH-LOGICAL-c381t-61b32cf349faa4adbe4e1a719914936bf27c73ca607adecfc2427fb3e1e16e473 |
| IEDL.DBID | .~1 |
| ISSN | 0268-4012 |
| IngestDate | Tue Jul 01 04:31:06 EDT 2025 Thu Apr 24 23:04:23 EDT 2025 Fri Feb 23 02:46:51 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Digital twin Information flow Machine learning Disaster management |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c381t-61b32cf349faa4adbe4e1a719914936bf27c73ca607adecfc2427fb3e1e16e473 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_ijinfomgt_2019_102049 crossref_primary_10_1016_j_ijinfomgt_2019_102049 elsevier_sciencedirect_doi_10_1016_j_ijinfomgt_2019_102049 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | February 2021 2021-02-00 |
| PublicationDateYYYYMMDD | 2021-02-01 |
| PublicationDate_xml | – month: 02 year: 2021 text: February 2021 |
| PublicationDecade | 2020 |
| PublicationTitle | International journal of information management |
| PublicationYear | 2021 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Huang, Li, Hu (bib0175) 2017 Walker (bib0330) 2016; 7 Nweke, Teh, Mujtaba, Al-garadi (bib0250) 2019; 46 Min, Lu, Liu, Su, Wang (bib0220) 2019; 49 De La Maza, Davis, Gonzalez, Azevedo (bib0085) 2019; 39 Ragini, Anand, Bhaskar (bib0280) 2018; 42 Altman, Carley, Reminga (bib0030) 2017 de Albuquerque, Herfort, Brenning, Zipf (bib0080) 2015; 29 Pearson, Pearce, Kingham (bib0265) 2013; 91 Fan, Zhang, Mostafavi (bib0125) 2018 Lahat, Jutten, Lahat, Lahat, Jutten (bib0205) 2015; 103 Pohl, Bouchachia, Hellwagner (bib0275) 2012; 2 Schlichtkrull, Kipf, Bloem, van den Berg, Titov, Welling (bib0290) 2018 Neirotti, De Marco, Cagliano, Mangano, Scorrano (bib0245) 2014; 38 Hamadache, Seridi-Bouchelaghem, Farah (bib0145) 2016; 6 Fan, Jiang, Mostafavi (bib0105) 2020 Haworth, Bruce (bib0155) 2015; 9 Westoby, Brasington, Glasser, Hambrey, Reynolds (bib0340) 2012; 179 Dalla Mura, Prasad, Pacifici, Gamba, Chanussot, Benediktsson (bib0075) 2015; 103 Nachum, Gu, Lee, Levine (bib0235) 2018 United Nations (bib0320) 2019 Alam, Imran, Ofli (bib0015) 2017 Stieglitz, Mirbabaie, Ross, Neuberger (bib0315) 2018; 39 Paulheim (bib0260) 2015; 0 Plomaritis, Costas, Ferreira (bib0270) 2017 Alam, Ofli, Imran (bib0020) 2018; 34 Gomez, Purdie (bib0140) 2016; 3 Sharma, Granmo, Goodwin (bib0295) 2018 Hu, Wang, Peng, Liang, Du (bib0170) 2017; 71 Roy, Ellis, Shiva, Dasgupta, Shandilya, Wu (bib0285) 2010 Ismagilova, Hughes, Dwivedi, Raman (bib0190) 2019 Akter, Wamba (bib0010) 2017 Fan, Mostafavi (bib0110) 2018 Hashem, Chang, Anuar, Adewole, Yaqoob, Gani, Chiroma (bib0150) 2016; 36 Castillo (bib0060) 2016 Yu, Yang, Li, Yu, Yang, Li (bib0355) 2018; 8 Hoque, Phinn, Roelfsema (bib0165) 2017; 146 Misra, Goswami, Mondal, Jana (bib0225) 2017; 22 Imran, Castillo, Diaz, Vieweg (bib0185) 2014 Stieglitz, Mirbabaie, Ross, Neuberger (bib0310) 2018; 39 Zhang, Fan, Yao, Hu, Mostafavi (bib0360) 2019 Arganda-Carreras, Turaga, Berger, Cireşan, Giusti, Gambardella, Seung (bib0035) 2015; 9 Jackson, Zenou (bib0200) 2015; Volume 4 Ying, You, Morris, Ren, Hamilton, Leskovec (bib0350) 2018 Jackson, Jong, Bilkey, Whitehouse, Zollmann, McNaughton, Halberstadt (bib0195) 2018; 8 Wang, Zhang, Zheng, Wang, Yuan, Dai, Yang (bib0335) 2016; 3 Huang, Li, Hu (bib0180) 2017 Ben Yahia, Eljaoued, Bellamine Ben Saoud, Colomo-Palacios (bib0050) 2019 Gao, Barbier, Goolsby (bib0130) 2011; 26 Dwivedi, Hughes, Ismagilova, Aarts, Coombs, Crick, Williams (bib0100) 2019 Dong, Fan, Shekhtman, Shai, Du, Tian, Havlin (bib0090) 2018 Mcculloh, Lospinoso, Carley (bib0215) 2010 von Lubitz, Beakley, Patricelli (bib0325) 2008; 5 Fan, Mostafavi, Gupta, Zhang (bib0120) 2018 Holzinger, Plass, Holzinger, Cerasela, Cri¸san, Pintea, Palade (bib0160) 2016; 9817 Arthur, Boulton, Shotton, Williams (bib0040) 2018; 13 Bengio, Courville, Vincent (bib0055) 2013; 35 Mohammadi, Taylor (bib0230) 2017 Chen, Li, Li, Lin, Wang, Wang, Zhang (bib0065) 2015 Fan, Mostafavi (bib0115) 2019 Duan, Edwards, Dwivedi (bib0095) 2019; 48 Lazreg, Chakraborty, Stieglitz, Potthoff, Ross, Majchrzak (bib0210) 2018 Cooner, Shao, Campbell (bib0070) 2016; 8 Ofli, Meier, Imran, Castillo, Tuia, Rey, Joost (bib0255) 2016; 4 Nam, Pardo (bib0240) 2011 Zhu, Mostafavi (bib0365) 2018; 2018 Gjøsæter, Radianti, Chen (bib0135) 2018 Shiau, Dwivedi, Yang (bib0300) 2017; 37 Xin, Ma, Liu, Macke, Song, Parameswaran (bib0345) 2018 Abdeyazdan, Parsa, Rahmani (bib0005) 2013; 64 Alsalamah, Alsalamah, Radianti, Alqahtani, Nouh, Abomhara, Alyahya (bib0025) 2018 Sohn, Oh, Lee (bib0305) 2018 Atefeh, Khreich (bib0045) 2013; 0 Mcculloh (10.1016/j.ijinfomgt.2019.102049_bib0215) 2010 Ben Yahia (10.1016/j.ijinfomgt.2019.102049_bib0050) 2019 Roy (10.1016/j.ijinfomgt.2019.102049_bib0285) 2010 Holzinger (10.1016/j.ijinfomgt.2019.102049_bib0160) 2016; 9817 Plomaritis (10.1016/j.ijinfomgt.2019.102049_bib0270) 2017 Stieglitz (10.1016/j.ijinfomgt.2019.102049_bib0315) 2018; 39 Yu (10.1016/j.ijinfomgt.2019.102049_bib0355) 2018; 8 Min (10.1016/j.ijinfomgt.2019.102049_bib0220) 2019; 49 Misra (10.1016/j.ijinfomgt.2019.102049_bib0225) 2017; 22 Fan (10.1016/j.ijinfomgt.2019.102049_bib0125) 2018 Fan (10.1016/j.ijinfomgt.2019.102049_bib0115) 2019 Dwivedi (10.1016/j.ijinfomgt.2019.102049_bib0100) 2019 von Lubitz (10.1016/j.ijinfomgt.2019.102049_bib0325) 2008; 5 Pearson (10.1016/j.ijinfomgt.2019.102049_bib0265) 2013; 91 Dong (10.1016/j.ijinfomgt.2019.102049_bib0090) 2018 Huang (10.1016/j.ijinfomgt.2019.102049_bib0180) 2017 Hashem (10.1016/j.ijinfomgt.2019.102049_bib0150) 2016; 36 Zhang (10.1016/j.ijinfomgt.2019.102049_bib0360) 2019 Castillo (10.1016/j.ijinfomgt.2019.102049_bib0060) 2016 Jackson (10.1016/j.ijinfomgt.2019.102049_bib0195) 2018; 8 Wang (10.1016/j.ijinfomgt.2019.102049_bib0335) 2016; 3 Ying (10.1016/j.ijinfomgt.2019.102049_bib0350) 2018 De La Maza (10.1016/j.ijinfomgt.2019.102049_bib0085) 2019; 39 Lazreg (10.1016/j.ijinfomgt.2019.102049_bib0210) 2018 Zhu (10.1016/j.ijinfomgt.2019.102049_bib0365) 2018; 2018 Cooner (10.1016/j.ijinfomgt.2019.102049_bib0070) 2016; 8 Schlichtkrull (10.1016/j.ijinfomgt.2019.102049_bib0290) 2018 Abdeyazdan (10.1016/j.ijinfomgt.2019.102049_bib0005) 2013; 64 Alsalamah (10.1016/j.ijinfomgt.2019.102049_bib0025) 2018 Stieglitz (10.1016/j.ijinfomgt.2019.102049_bib0310) 2018; 39 Duan (10.1016/j.ijinfomgt.2019.102049_bib0095) 2019; 48 Mohammadi (10.1016/j.ijinfomgt.2019.102049_bib0230) 2017 Nweke (10.1016/j.ijinfomgt.2019.102049_bib0250) 2019; 46 Bengio (10.1016/j.ijinfomgt.2019.102049_bib0055) 2013; 35 Paulheim (10.1016/j.ijinfomgt.2019.102049_bib0260) 2015; 0 Shiau (10.1016/j.ijinfomgt.2019.102049_bib0300) 2017; 37 Altman (10.1016/j.ijinfomgt.2019.102049_bib0030) 2017 Gomez (10.1016/j.ijinfomgt.2019.102049_bib0140) 2016; 3 United Nations (10.1016/j.ijinfomgt.2019.102049_bib0320) 2019 Ismagilova (10.1016/j.ijinfomgt.2019.102049_bib0190) 2019 Lahat (10.1016/j.ijinfomgt.2019.102049_bib0205) 2015; 103 Alam (10.1016/j.ijinfomgt.2019.102049_bib0015) 2017 Arthur (10.1016/j.ijinfomgt.2019.102049_bib0040) 2018; 13 Neirotti (10.1016/j.ijinfomgt.2019.102049_bib0245) 2014; 38 Chen (10.1016/j.ijinfomgt.2019.102049_bib0065) 2015 Pohl (10.1016/j.ijinfomgt.2019.102049_bib0275) 2012; 2 Gjøsæter (10.1016/j.ijinfomgt.2019.102049_bib0135) 2018 Nachum (10.1016/j.ijinfomgt.2019.102049_bib0235) 2018 Akter (10.1016/j.ijinfomgt.2019.102049_bib0010) 2017 Fan (10.1016/j.ijinfomgt.2019.102049_bib0120) 2018 Atefeh (10.1016/j.ijinfomgt.2019.102049_bib0045) 2013; 0 Ragini (10.1016/j.ijinfomgt.2019.102049_bib0280) 2018; 42 Alam (10.1016/j.ijinfomgt.2019.102049_bib0020) 2018; 34 Fan (10.1016/j.ijinfomgt.2019.102049_bib0110) 2018 Hoque (10.1016/j.ijinfomgt.2019.102049_bib0165) 2017; 146 de Albuquerque (10.1016/j.ijinfomgt.2019.102049_bib0080) 2015; 29 Xin (10.1016/j.ijinfomgt.2019.102049_bib0345) 2018 Huang (10.1016/j.ijinfomgt.2019.102049_bib0175) 2017 Imran (10.1016/j.ijinfomgt.2019.102049_bib0185) 2014 Dalla Mura (10.1016/j.ijinfomgt.2019.102049_bib0075) 2015; 103 Walker (10.1016/j.ijinfomgt.2019.102049_bib0330) 2016; 7 Hamadache (10.1016/j.ijinfomgt.2019.102049_bib0145) 2016; 6 Haworth (10.1016/j.ijinfomgt.2019.102049_bib0155) 2015; 9 Hu (10.1016/j.ijinfomgt.2019.102049_bib0170) 2017; 71 Jackson (10.1016/j.ijinfomgt.2019.102049_bib0200) 2015; Volume 4 Sharma (10.1016/j.ijinfomgt.2019.102049_bib0295) 2018 Nam (10.1016/j.ijinfomgt.2019.102049_bib0240) 2011 Westoby (10.1016/j.ijinfomgt.2019.102049_bib0340) 2012; 179 Ofli (10.1016/j.ijinfomgt.2019.102049_bib0255) 2016; 4 Fan (10.1016/j.ijinfomgt.2019.102049_bib0105) 2020 Sohn (10.1016/j.ijinfomgt.2019.102049_bib0305) 2018 Gao (10.1016/j.ijinfomgt.2019.102049_bib0130) 2011; 26 Arganda-Carreras (10.1016/j.ijinfomgt.2019.102049_bib0035) 2015; 9 |
| References_xml | – start-page: 1 year: 2017 end-page: 14 ident: bib0270 article-title: Use of a Bayesian Network for coastal hazards, impact and disaster risk reduction assessment at a coastal barrier (Ria Formosa, Portugal) publication-title: Coastal Engineering – volume: 91 start-page: 238 year: 2013 end-page: 245 ident: bib0265 article-title: Deprived yet healthy: Neighbourhood-level resilience in New Zealand publication-title: Social Science & Medicine – start-page: 245 year: 2018 end-page: 259 ident: bib0295 article-title: Deep CNN-ELM hybrid models for fire detection in images publication-title: ICANN 2018: Artificial neural networks and machine learning – start-page: 1 year: 2020 end-page: 10 ident: bib0105 article-title: Social sensing in disaster city digital twin: An integrated textual-visual-geo framework for situational awareness during built environment disruptions publication-title: Journal of Management in Engineering – volume: 9817 start-page: 81 year: 2016 end-page: 95 ident: bib0160 article-title: Towards interactive machine learning (iML): Applying ant colony algorithms to solve the traveling salesman problem with the human-in-the-Loop approach 1 introduction and motivation for research publication-title: LNCS – volume: 2 start-page: 333 year: 2012 end-page: 338 ident: bib0275 article-title: Automatic identification of crisis-related sub-events using clustering publication-title: Proceedings - 2012 11th International Conference on Machine Learning and Applications, ICMLA 2012 – start-page: 1 year: 2010 end-page: 10 ident: bib0285 article-title: A survey of game theory as applied to network security publication-title: 2010 43rd Hawaii International Conference on System Sciences – volume: 0 year: 2013 ident: bib0045 article-title: A survey of techniques for event detection in twitter publication-title: Computational Intelligence – year: 2017 ident: bib0030 article-title: ORA user’s guide 2017 – volume: 39 start-page: 156 year: 2018 end-page: 168 ident: bib0310 article-title: Social media analytics – Challenges in topic discovery, data collection, and data preparation publication-title: International Journal of Information Management – volume: 6 start-page: 38 year: 2016 ident: bib0145 article-title: A significant core structure inside the social network evolutionary process publication-title: Social Network Analysis and Mining – start-page: 282 year: 2011 ident: bib0240 article-title: Conceptualizing smart city with dimensions of technology, people, and institutions publication-title: Proceedings of the 12th Annual International Digital Government Research Conference on Digital Government Innovation in Challenging Times - dg.o’ 11 – year: 2019 ident: bib0320 article-title: Our Work | OCHA – year: 2019 ident: bib0360 article-title: Social media for intelligent public information and warning in disasters: An interdisciplinary review publication-title: International Journal of Information Management – year: 2016 ident: bib0060 article-title: Big crisis data: Social media in disasters and time-critical situations – volume: 0 year: 2015 ident: bib0260 article-title: Knowledge graph refinement: A survey of approaches and evaluation methods publication-title: Semantic Web – volume: 9 start-page: 142 year: 2015 ident: bib0035 article-title: Crowdsourcing the creation of image segmentation algorithms for connectomics publication-title: Frontiers in Neuroanatomy – year: 2018 ident: bib0305 article-title: Multitask reinforcement learning for zero-shot generalization with subtask dependencies – start-page: 633 year: 2017 end-page: 641 ident: bib0175 article-title: Accelerated attributed network embedding publication-title: SIAM International Conference on Data Mining – volume: 5 year: 2008 ident: bib0325 article-title: Disaster management: The structure, function, and significance of network-centric operations publication-title: Journal of Homeland Security and Emergency Management – volume: 26 start-page: 10 year: 2011 end-page: 14 ident: bib0130 article-title: Harnessing the crowdsourcing power of social media for disaster relief publication-title: IEEE Intelligent Systems – start-page: 1 year: 2017 end-page: 5 ident: bib0230 article-title: Smart City digital twins publication-title: IEEE Symposium Series on Computational Intelligence (SSCI) – start-page: 1 year: 2018 end-page: 4 ident: bib0345 article-title: Accelerating human-in-the-loop machine learning: Challenges and opportunities publication-title: Proceedings of the Second Workshop on Data Management for End-To-End Machine Learning - DEEM’18 – volume: 36 start-page: 748 year: 2016 end-page: 758 ident: bib0150 article-title: The role of big data in smart city publication-title: International Journal of Information Management – year: 2019 ident: bib0100 article-title: Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy publication-title: International Journal of Information Management – volume: 13 start-page: 1 year: 2018 end-page: 18 ident: bib0040 article-title: Social sensing of floods in the UK publication-title: PloS One – volume: 39 start-page: 156 year: 2018 end-page: 168 ident: bib0315 article-title: Social media analytics – Challenges in topic discovery, data collection, and data preparation publication-title: International Journal of Information Management – volume: 46 start-page: 147 year: 2019 end-page: 170 ident: bib0250 article-title: Data fusion and multiple classifier systems for human activity detection and health monitoring: Review and open research directions publication-title: Information Fusion – volume: 146 start-page: 109 year: 2017 end-page: 120 ident: bib0165 article-title: A systematic review of tropical cyclone disaster management research using remote sensing and spatial analysis publication-title: Ocean & Coastal Management – year: 2018 ident: bib0235 article-title: Near-optimal representation learning for hierarchical reinforcement learning – year: 2018 ident: bib0350 article-title: Hierarchical graph representation learning with differentiable pooling – volume: Volume 4 start-page: 95 year: 2015 end-page: 163 ident: bib0200 article-title: Games on networks publication-title: Handbook of game theory with economic applications – volume: 179 start-page: 300 year: 2012 end-page: 314 ident: bib0340 article-title: ‘Structure-from-Motion’ photogrammetry: A low-cost, effective tool for geoscience applications publication-title: Geomorphology – start-page: 601 year: 2017 end-page: 604 ident: bib0015 article-title: Image4Act: Online social media image processing for disaster response publication-title: Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining – year: 2014 ident: bib0185 article-title: Processing social media messages in mass emergency: A survey – volume: 3 start-page: 113 year: 2016 end-page: 120 ident: bib0335 article-title: Where does AlphaGo go: From church-turing thesis to AlphaGo thesis and beyond publication-title: IEEE/CAA Journal of Automatica Sinica – volume: 2018 start-page: 2250 year: 2018 end-page: 2259 ident: bib0365 article-title: Enhancing resilience in disaster response: A meta-network analysis approach publication-title: Construction Research Congress – start-page: 731 year: 2017 end-page: 739 ident: bib0180 article-title: Label informed attributed network embedding publication-title: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining - WSDM’ 17 – volume: 49 start-page: 502 year: 2019 end-page: 519 ident: bib0220 article-title: Machine learning based digital twin framework for production optimization in petrochemical industry publication-title: International Journal of Information Management – year: 2019 ident: bib0190 article-title: Smart cities: Advances in research—An information systems perspective publication-title: International Journal of Information Management – volume: 29 start-page: 667 year: 2015 end-page: 689 ident: bib0080 article-title: A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management publication-title: International Journal of Geographical Information Science – volume: 22 start-page: 281 year: 2017 end-page: 296 ident: bib0225 article-title: Social networks in the context of community response to disaster: Study of a cyclone-affected community in Coastal West Bengal, India publication-title: International Journal of Disaster Risk Reduction – volume: 34 start-page: 311 year: 2018 end-page: 327 ident: bib0020 article-title: Processing social media images by combining human and machine computing during crises publication-title: International Journal of Human-computer Interaction – year: 2015 ident: bib0065 article-title: Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems – volume: 8 start-page: 1 year: 2018 end-page: 8 ident: bib0195 article-title: Synchrony and physiological arousal increase cohesion and cooperation in large naturalistic groups publication-title: Scientific Reports – year: 2018 ident: bib0210 article-title: Social media analysis in crisis situations: Can social media be a reliable information source for emergency management services? publication-title: International Conference on Information Systems Development (ISD) – volume: 103 start-page: 1585 year: 2015 end-page: 1601 ident: bib0075 article-title: Challenges and opportunities of multimodality and data fusion in remote sensing publication-title: Proceedings of the IEEE – start-page: 1 year: 2018 end-page: 13 ident: bib0025 article-title: Information requirements for disaster victim identification and emergency medical services: Hajj crowd disaster case study publication-title: Proceedings of the 15th ISCRAM Conference – volume: 4 start-page: 47 year: 2016 end-page: 59 ident: bib0255 article-title: Combining human computing and machine learning to make sense of big (Aerial) data for disaster response publication-title: Big Data – year: 2018 ident: bib0110 article-title: Establishing a framework for disaster management system-of-systems publication-title: 2018 Annual IEEE International Systems Conference (SysCon) – start-page: 593 year: 2018 end-page: 607 ident: bib0290 article-title: Modeling relational data with graph convolutional networks – start-page: 102037 year: 2019 ident: bib0050 article-title: Towards sustainable collaborative networks for smart cities co-governance publication-title: International Journal of Information Management – volume: 48 start-page: 63 year: 2019 end-page: 71 ident: bib0095 article-title: Artificial intelligence for decision making in the era of Big Data – Evolution, challenges and research agenda publication-title: International Journal of Information Management – volume: 64 start-page: 177 year: 2013 end-page: 203 ident: bib0005 article-title: Task graph pre-scheduling, using Nash equilibrium in game theory publication-title: The Journal of Supercomputing – volume: 42 start-page: 13 year: 2018 end-page: 24 ident: bib0280 article-title: Big data analytics for disaster response and recovery through sentiment analysis publication-title: International Journal of Information Management – volume: 71 start-page: 16 year: 2017 end-page: 26 ident: bib0170 article-title: An event detection method for social networks based on link prediction publication-title: Information Systems – volume: 7 start-page: 3 year: 2016 end-page: 10 ident: bib0330 article-title: Machine learning in geosciences and remote sensing publication-title: Geoscience Frontiers – start-page: 372 year: 2018 end-page: 378 ident: bib0125 article-title: Meta-network framework for analyzing disaster management system-of-systems publication-title: 2018 13th Annual Conference on System of Systems Engineering (SoSE) – start-page: 1 year: 2019 end-page: 12 ident: bib0115 article-title: Metanetwork framework for performance analysis of disaster management system-of-Systems publication-title: IEEE Systems Journal – volume: 8 start-page: 868 year: 2016 ident: bib0070 article-title: Detection of Urban Damage Using Remote Sensing and Machine Learning Algorithms: Revisiting the 2010 Haiti Earthquake publication-title: Remote Sensing – volume: 37 start-page: 390 year: 2017 end-page: 399 ident: bib0300 article-title: Co-citation and cluster analyses of extant literature on social networks publication-title: International Journal of Information Management – volume: 103 start-page: 1 year: 2015 end-page: 26 ident: bib0205 article-title: Multimodal Data Fusion: An Overview of Methods, Challenges and Prospects publication-title: Proceedings of the IEEE – volume: 8 start-page: 165 year: 2018 ident: bib0355 article-title: Big data in natural disaster management: A review publication-title: Geosciences – volume: 9 start-page: 237 year: 2015 end-page: 250 ident: bib0155 article-title: A review of volunteered geographic information for disaster management publication-title: Geography Compass – volume: 39 start-page: 488 year: 2019 end-page: 504 ident: bib0085 article-title: Understanding cumulative risk perception from judgments and choices: An application to flood risks publication-title: Risk Analysis – volume: 35 start-page: 1798 year: 2013 end-page: 1828 ident: bib0055 article-title: Representation learning: A review and new perspectives publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence – year: 2010 ident: bib0215 article-title: The link probability model: A network simulation alternative to the exponential random graph model – start-page: 1 year: 2018 end-page: 5 ident: bib0090 article-title: Resilience of networks with community structure behaves as if under an external field – volume: 3 start-page: 23 year: 2016 ident: bib0140 article-title: UAV- based Photogrammetry and Geocomputing for Hazards and Disaster Risk Monitoring – A Review publication-title: Geoenvironmental Disasters – start-page: 74 year: 2018 end-page: 91 ident: bib0120 article-title: A system analytics framework for detecting infrastructure-related topics in disasters using social sensing publication-title: Advanced computing strategies for engineering – start-page: 1 year: 2017 end-page: 21 ident: bib0010 article-title: Big data and disaster management: A systematic review and agenda for future research publication-title: Annals of Operations Research – start-page: 63 year: 2018 end-page: 74 ident: bib0135 article-title: Universal design of ICT for emergency management – volume: 38 start-page: 25 year: 2014 end-page: 36 ident: bib0245 article-title: Current trends in Smart City initiatives: Some stylised facts publication-title: Cities – volume: 37 start-page: 390 issue: 5 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0300 article-title: Co-citation and cluster analyses of extant literature on social networks publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2017.04.007 – volume: 49 start-page: 502 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0220 article-title: Machine learning based digital twin framework for production optimization in petrochemical industry publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2019.05.020 – start-page: 1 year: 2010 ident: 10.1016/j.ijinfomgt.2019.102049_bib0285 article-title: A survey of game theory as applied to network security publication-title: 2010 43rd Hawaii International Conference on System Sciences – year: 2010 ident: 10.1016/j.ijinfomgt.2019.102049_bib0215 – start-page: 601 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0015 article-title: Image4Act: Online social media image processing for disaster response – volume: 0 issue: 0 year: 2013 ident: 10.1016/j.ijinfomgt.2019.102049_bib0045 article-title: A survey of techniques for event detection in twitter publication-title: Computational Intelligence – year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0110 article-title: Establishing a framework for disaster management system-of-systems – volume: 39 start-page: 488 issue: 2 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0085 article-title: Understanding cumulative risk perception from judgments and choices: An application to flood risks publication-title: Risk Analysis doi: 10.1111/risa.13206 – volume: 48 start-page: 63 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0095 article-title: Artificial intelligence for decision making in the era of Big Data – Evolution, challenges and research agenda publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2019.01.021 – volume: 2018 start-page: 2250 issue: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0365 article-title: Enhancing resilience in disaster response: A meta-network analysis approach publication-title: Construction Research Congress – volume: 8 start-page: 165 issue: 5 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0355 article-title: Big data in natural disaster management: A review publication-title: Geosciences doi: 10.3390/geosciences8050165 – volume: 3 start-page: 113 issue: 2 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0335 article-title: Where does AlphaGo go: From church-turing thesis to AlphaGo thesis and beyond publication-title: IEEE/CAA Journal of Automatica Sinica doi: 10.1109/JAS.2016.7471613 – start-page: 731 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0180 article-title: Label informed attributed network embedding publication-title: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining - WSDM’ 17 doi: 10.1145/3018661.3018667 – volume: 34 start-page: 311 issue: 4 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0020 article-title: Processing social media images by combining human and machine computing during crises publication-title: International Journal of Human-computer Interaction doi: 10.1080/10447318.2018.1427831 – volume: 71 start-page: 16 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0170 article-title: An event detection method for social networks based on link prediction publication-title: Information Systems doi: 10.1016/j.is.2017.06.003 – start-page: 1 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0230 article-title: Smart City digital twins publication-title: IEEE Symposium Series on Computational Intelligence (SSCI) – start-page: 74 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0120 article-title: A system analytics framework for detecting infrastructure-related topics in disasters using social sensing – volume: 39 start-page: 156 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0310 article-title: Social media analytics – Challenges in topic discovery, data collection, and data preparation publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2017.12.002 – start-page: 372 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0125 article-title: Meta-network framework for analyzing disaster management system-of-systems – year: 2014 ident: 10.1016/j.ijinfomgt.2019.102049_bib0185 – volume: 35 start-page: 1798 issue: 8 year: 2013 ident: 10.1016/j.ijinfomgt.2019.102049_bib0055 article-title: Representation learning: A review and new perspectives publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/TPAMI.2013.50 – volume: 46 start-page: 147 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0250 article-title: Data fusion and multiple classifier systems for human activity detection and health monitoring: Review and open research directions publication-title: Information Fusion doi: 10.1016/j.inffus.2018.06.002 – volume: 0 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0260 article-title: Knowledge graph refinement: A survey of approaches and evaluation methods publication-title: Semantic Web – volume: 5 issue: 1 year: 2008 ident: 10.1016/j.ijinfomgt.2019.102049_bib0325 article-title: Disaster management: The structure, function, and significance of network-centric operations publication-title: Journal of Homeland Security and Emergency Management doi: 10.2202/1547-7355.1411 – start-page: 1 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0115 article-title: Metanetwork framework for performance analysis of disaster management system-of-Systems publication-title: IEEE Systems Journal – year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0065 – volume: 36 start-page: 748 issue: 5 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0150 article-title: The role of big data in smart city publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2016.05.002 – volume: 3 start-page: 23 issue: 1 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0140 article-title: UAV- based Photogrammetry and Geocomputing for Hazards and Disaster Risk Monitoring – A Review publication-title: Geoenvironmental Disasters doi: 10.1186/s40677-016-0060-y – volume: 9 start-page: 142 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0035 article-title: Crowdsourcing the creation of image segmentation algorithms for connectomics publication-title: Frontiers in Neuroanatomy doi: 10.3389/fnana.2015.00142 – year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0350 – start-page: 1 year: 2020 ident: 10.1016/j.ijinfomgt.2019.102049_bib0105 article-title: Social sensing in disaster city digital twin: An integrated textual-visual-geo framework for situational awareness during built environment disruptions publication-title: Journal of Management in Engineering – volume: Volume 4 start-page: 95 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0200 article-title: Games on networks – start-page: 63 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0135 – volume: 4 start-page: 47 issue: 1 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0255 article-title: Combining human computing and machine learning to make sense of big (Aerial) data for disaster response publication-title: Big Data doi: 10.1089/big.2014.0064 – start-page: 1 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0010 article-title: Big data and disaster management: A systematic review and agenda for future research publication-title: Annals of Operations Research – start-page: 633 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0175 article-title: Accelerated attributed network embedding publication-title: SIAM International Conference on Data Mining – volume: 29 start-page: 667 issue: 4 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0080 article-title: A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management publication-title: International Journal of Geographical Information Science doi: 10.1080/13658816.2014.996567 – year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0360 article-title: Social media for intelligent public information and warning in disasters: An interdisciplinary review publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2019.04.004 – year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0190 article-title: Smart cities: Advances in research—An information systems perspective publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2019.01.004 – start-page: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0090 – volume: 9 start-page: 237 issue: 5 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0155 article-title: A review of volunteered geographic information for disaster management publication-title: Geography Compass doi: 10.1111/gec3.12213 – year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0100 article-title: Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy publication-title: International Journal of Information Management – start-page: 102037 year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0050 article-title: Towards sustainable collaborative networks for smart cities co-governance publication-title: International Journal of Information Management – year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0210 article-title: Social media analysis in crisis situations: Can social media be a reliable information source for emergency management services? publication-title: International Conference on Information Systems Development (ISD) – volume: 6 start-page: 38 issue: 1 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0145 article-title: A significant core structure inside the social network evolutionary process publication-title: Social Network Analysis and Mining doi: 10.1007/s13278-016-0344-y – year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0305 – volume: 42 start-page: 13 issue: May year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0280 article-title: Big data analytics for disaster response and recovery through sentiment analysis publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2018.05.004 – volume: 22 start-page: 281 issue: February year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0225 article-title: Social networks in the context of community response to disaster: Study of a cyclone-affected community in Coastal West Bengal, India publication-title: International Journal of Disaster Risk Reduction doi: 10.1016/j.ijdrr.2017.02.017 – year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0235 – volume: 7 start-page: 3 issue: 1 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0330 article-title: Machine learning in geosciences and remote sensing publication-title: Geoscience Frontiers doi: 10.1016/j.gsf.2015.07.003 – volume: 8 start-page: 1 issue: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0195 article-title: Synchrony and physiological arousal increase cohesion and cooperation in large naturalistic groups publication-title: Scientific Reports doi: 10.1038/s41598-017-18023-4 – volume: 179 start-page: 300 year: 2012 ident: 10.1016/j.ijinfomgt.2019.102049_bib0340 article-title: ‘Structure-from-Motion’ photogrammetry: A low-cost, effective tool for geoscience applications publication-title: Geomorphology doi: 10.1016/j.geomorph.2012.08.021 – start-page: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0025 article-title: Information requirements for disaster victim identification and emergency medical services: Hajj crowd disaster case study – year: 2019 ident: 10.1016/j.ijinfomgt.2019.102049_bib0320 – start-page: 282 year: 2011 ident: 10.1016/j.ijinfomgt.2019.102049_bib0240 article-title: Conceptualizing smart city with dimensions of technology, people, and institutions – volume: 38 start-page: 25 year: 2014 ident: 10.1016/j.ijinfomgt.2019.102049_bib0245 article-title: Current trends in Smart City initiatives: Some stylised facts publication-title: Cities doi: 10.1016/j.cities.2013.12.010 – start-page: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0345 article-title: Accelerating human-in-the-loop machine learning: Challenges and opportunities – volume: 2 start-page: 333 year: 2012 ident: 10.1016/j.ijinfomgt.2019.102049_bib0275 article-title: Automatic identification of crisis-related sub-events using clustering – start-page: 593 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0290 – volume: 91 start-page: 238 year: 2013 ident: 10.1016/j.ijinfomgt.2019.102049_bib0265 article-title: Deprived yet healthy: Neighbourhood-level resilience in New Zealand publication-title: Social Science & Medicine doi: 10.1016/j.socscimed.2012.09.046 – volume: 103 start-page: 1585 issue: 9 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0075 article-title: Challenges and opportunities of multimodality and data fusion in remote sensing publication-title: Proceedings of the IEEE doi: 10.1109/JPROC.2015.2462751 – volume: 9817 start-page: 81 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0160 article-title: Towards interactive machine learning (iML): Applying ant colony algorithms to solve the traveling salesman problem with the human-in-the-Loop approach 1 introduction and motivation for research publication-title: LNCS – volume: 103 start-page: 1 issue: 9 year: 2015 ident: 10.1016/j.ijinfomgt.2019.102049_bib0205 article-title: Multimodal Data Fusion: An Overview of Methods, Challenges and Prospects publication-title: Proceedings of the IEEE doi: 10.1109/JPROC.2015.2460697 – volume: 64 start-page: 177 issue: 1 year: 2013 ident: 10.1016/j.ijinfomgt.2019.102049_bib0005 article-title: Task graph pre-scheduling, using Nash equilibrium in game theory publication-title: The Journal of Supercomputing doi: 10.1007/s11227-012-0845-z – volume: 8 start-page: 868 issue: 10 year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0070 article-title: Detection of Urban Damage Using Remote Sensing and Machine Learning Algorithms: Revisiting the 2010 Haiti Earthquake publication-title: Remote Sensing doi: 10.3390/rs8100868 – year: 2016 ident: 10.1016/j.ijinfomgt.2019.102049_bib0060 – start-page: 245 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0295 article-title: Deep CNN-ELM hybrid models for fire detection in images – volume: 13 start-page: 1 issue: 1 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0040 article-title: Social sensing of floods in the UK publication-title: PloS One doi: 10.1371/journal.pone.0189327 – volume: 146 start-page: 109 year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0165 article-title: A systematic review of tropical cyclone disaster management research using remote sensing and spatial analysis publication-title: Ocean & Coastal Management doi: 10.1016/j.ocecoaman.2017.07.001 – volume: 26 start-page: 10 issue: 3 year: 2011 ident: 10.1016/j.ijinfomgt.2019.102049_bib0130 article-title: Harnessing the crowdsourcing power of social media for disaster relief publication-title: IEEE Intelligent Systems doi: 10.1109/MIS.2011.52 – year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0030 – volume: 39 start-page: 156 issue: October 2017 year: 2018 ident: 10.1016/j.ijinfomgt.2019.102049_bib0315 article-title: Social media analytics – Challenges in topic discovery, data collection, and data preparation publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2017.12.002 – start-page: 1 issue: February year: 2017 ident: 10.1016/j.ijinfomgt.2019.102049_bib0270 article-title: Use of a Bayesian Network for coastal hazards, impact and disaster risk reduction assessment at a coastal barrier (Ria Formosa, Portugal) publication-title: Coastal Engineering |
| SSID | ssj0017052 |
| Score | 2.655694 |
| Snippet | •A paradigm, Disaster City Digital Twin, integrating AI for disaster management.•Multimodal data collection, integration, and analytics for situational... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 102049 |
| SubjectTerms | Digital twin Disaster management Information flow Machine learning |
| Title | Disaster City Digital Twin: A vision for integrating artificial and human intelligence for disaster management |
| URI | https://dx.doi.org/10.1016/j.ijinfomgt.2019.102049 |
| Volume | 56 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3PT8IwFG4IXrwYf0b8QXrwoIfJ1pZucCOgQYkcFCK3pV1bMiKTCMabf7t960YkMeHgacnSt2x9r31fl-99D6ErriMqtTCe7wvmMRkIT1JKPCKENkYxTThUIz8NeX_MHifNSQV1y1oYoFUWe7_b0_PdurjTKGazsUjTxoufC5UEdslRn1iYDxXsLIQov_1e0zxALYa4_yyRB6M3OF7pDNw4nwKpMmiBjIEPopp_ZahfWed-H-0VcBF33BsdoIrODlHN1dTiYl0u8XUhHn1zhLJeuhQgfoC7Fl_jXjqFriB49JVmbdzBrpQcW6SKS6EIm7swfLGTksAiUzhv3JcPKNU6cwtVPnq-5swco_H93ajb94qeCl5ic_PKnhQlJYmhrGWEYEJJzXQgQiBAsRbl0pAwCWkiuB8KpROT2BQeGkl1oAOuWUhPUDV7z_QpwopEktrTYGSUYn4kRVOzwCgLmaTkXAU1xMt5jJNCcBz6XrzFJbNsFq8dEIMDYueAGvLXhgunubHdpF06Kt4In9hmhm3GZ_8xPke7BGguOZH7AlVXH5_60uKUlazngVhHO52HQX8I18Hz6-AHfbjtTA |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LS8QwEB5WPehFfOL6zEFBD3XbJKZdwYO4yuo-Lu6Ct5o0yVLRKu6KePFP-QdN2nRxQdiDeC2dUGYm8yjffAOwz1REhOLa831OPSoC7glCsIc5V1pLqjCz08idLmv26c3dyV0FvspZGAurdLG_iOl5tHZPak6btZc0rd36OVFJYK4c8bEp8x2ysqU-3k3fNjy7bhgjH2B8ddm7aHputYCXmBQ1Mg2TIDjRhNY155RLoagKeGhxQLROmNA4TEKScOaHXKpEJyaThVoQFaiAKRoSc-4MzFETLuzahOPPMa7E0tPg4sdO5NnPmwCVpQ_Wb54GFsUZ1C1vgm9ZPH9LiT_S3NUSLLr6FJ0XKliGispWoFoM8SIXCIbo0LFVH61C1kiH3LItoAtT0KNGOrBrSFDvPc1O0TkqZteRKY1RyUxhkiWyKi64KxDPJMo3BeYvlPSguYQsj34ag3TWoP8vml6H2ew5UxuAJI4EMe1npKWkfiT4iaKBlqZGE4IxGVSBlXqME8dwbhdtPMYllO0hHhsgtgaICwNUwR8LvhQkH9NFTktDxRP-GptUNE148y_CezDf7HXacfu629qCBWwxNjmKfBtmR69vascUSSOxmzslgvv_vgXf3WwojA |
| 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=Disaster+City+Digital+Twin%3A+A+vision+for+integrating+artificial+and+human+intelligence+for+disaster+management&rft.jtitle=International+journal+of+information+management&rft.au=Fan%2C+Chao&rft.au=Zhang%2C+Cheng&rft.au=Yahja%2C+Alex&rft.au=Mostafavi%2C+Ali&rft.date=2021-02-01&rft.issn=0268-4012&rft.volume=56&rft.spage=102049&rft_id=info:doi/10.1016%2Fj.ijinfomgt.2019.102049&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_ijinfomgt_2019_102049 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0268-4012&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0268-4012&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0268-4012&client=summon |