Distributed Formation Control for Multiple Vertical Takeoff and Landing UAVs With Switching Topologies
This paper proposes a distributed formation control approach for a team of vertical takeoff and landing (VTOL) unmanned aerial vehicles (UAVs) subject to switching topologies. The communication topology among UAVs is allowed to be with weak connectivity, in the sense of satisfying a uniformly jointl...
Saved in:
Published in | IEEE/ASME transactions on mechatronics Vol. 23; no. 4; pp. 1750 - 1761 |
---|---|
Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.08.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1083-4435 1941-014X |
DOI | 10.1109/TMECH.2018.2844306 |
Cover
Abstract | This paper proposes a distributed formation control approach for a team of vertical takeoff and landing (VTOL) unmanned aerial vehicles (UAVs) subject to switching topologies. The communication topology among UAVs is allowed to be with weak connectivity, in the sense of satisfying a uniformly jointly connected assumption. Since VTOL UAV systems are typically underactuated, a hierarchical framework is introduced such that a distributed control scheme can be established using neighboring positions and velocities. In particular, a distributed command force is developed to fulfill the formation objective, and an applied torque is synthesized for the attitude to track the command attitude. This command attitude is extracted from the command force by using a backstepping idea. In addition, an auxiliary system with appropriate parameters is introduced to preserve thrust saturation constraint, to guarantee nonsingular command attitude extraction and to avoid usage of neighboring acceleration information. With proper choices of Lyapunov functions, explicit selection criteria for the control parameters are formulated to ensure the asymptotic stability of the closed-loop system. Simulations and experiments are provided to validate the proposed theoretical results. |
---|---|
AbstractList | This paper proposes a distributed formation control approach for a team of vertical takeoff and landing (VTOL) unmanned aerial vehicles (UAVs) subject to switching topologies. The communication topology among UAVs is allowed to be with weak connectivity, in the sense of satisfying a uniformly jointly connected assumption. Since VTOL UAV systems are typically underactuated, a hierarchical framework is introduced such that a distributed control scheme can be established using neighboring positions and velocities. In particular, a distributed command force is developed to fulfill the formation objective, and an applied torque is synthesized for the attitude to track the command attitude. This command attitude is extracted from the command force by using a backstepping idea. In addition, an auxiliary system with appropriate parameters is introduced to preserve thrust saturation constraint, to guarantee nonsingular command attitude extraction and to avoid usage of neighboring acceleration information. With proper choices of Lyapunov functions, explicit selection criteria for the control parameters are formulated to ensure the asymptotic stability of the closed-loop system. Simulations and experiments are provided to validate the proposed theoretical results. |
Author | Dong, Xiwang Meng, Ziyang Zou, Yao Zhou, Zeqiang |
Author_xml | – sequence: 1 givenname: Yao orcidid: 0000-0002-7579-3813 surname: Zou fullname: Zou, Yao email: zouyao20@126.com organization: Department of Precision Instrument, Tsinghua University, Beijing, China – sequence: 2 givenname: Zeqiang surname: Zhou fullname: Zhou, Zeqiang email: zeqiangzhou@buaa.edu.cn organization: School of Automation Science and Electrical Engineering, Science and Technology on Aircraft Control Laboratory, Beihang University, Beijing, China – sequence: 3 givenname: Xiwang orcidid: 0000-0002-4778-248X surname: Dong fullname: Dong, Xiwang email: xwdong@buaa.edu.cn organization: School of Automation Science and Electrical Engineering, Science and Technology on Aircraft Control Laboratory, Beihang University, Beijing, China – sequence: 4 givenname: Ziyang orcidid: 0000-0003-4094-8501 surname: Meng fullname: Meng, Ziyang email: ziyangmeng@tsinghua.edu.cn organization: Department of Precision Instrument, Tsinghua University, Beijing, China |
BookMark | eNp9kMtOwzAQRS0EEqXwA7CxxDpl7DiJs0SBUqRWLGgLu8jxAwwhLrYrxN-TPsSCBZuZ0cy9c6Vzgg4712mEzgmMCIHyaj67rSYjCoSPKGcshfwADUjJSAKEPR_2M_A06Q_ZMToJ4Q0AGAEyQObGhuhts45a4bHzHyJa1-HKddG7Fhvn8WzdRrtqNV5qH60ULZ6Ld-2MwaJTeNoX273gxfUy4CcbX_Hjl43ydbObu5Vr3YvV4RQdGdEGfbbvQ7QY386rSTJ9uLuvrqeJpGUWk9xI0RRMK1VybZjJJSk1FUXTFBmonOtMKioLxTmjCgpgsuFKQFkWwJlKZTpEl7u_K-8-1zrE-s2tfddH1pSQgvRgCOtVdKeS3oXgtalX3n4I_10TqDc86y3PesOz3vPsTfyPSdq4pRW9sO3_1oud1Wqtf7N4WtCcQvoDp6SGjg |
CODEN | IATEFW |
CitedBy_id | crossref_primary_10_1109_TMECH_2019_2939416 crossref_primary_10_1109_ACCESS_2018_2889686 crossref_primary_10_1142_S2301385024420019 crossref_primary_10_1109_ACCESS_2019_2954408 crossref_primary_10_1109_TITS_2024_3412171 crossref_primary_10_1109_TMECH_2021_3055654 crossref_primary_10_1109_TCSI_2023_3250516 crossref_primary_10_3390_aerospace10100845 crossref_primary_10_1109_TCYB_2023_3290726 crossref_primary_10_1080_00207179_2022_2034972 crossref_primary_10_1109_TASE_2023_3322028 crossref_primary_10_1109_JAS_2021_1004329 crossref_primary_10_1007_s11071_022_07294_w crossref_primary_10_1016_j_cnsns_2023_107672 crossref_primary_10_1109_TMECH_2022_3226208 crossref_primary_10_1016_j_robot_2020_103689 crossref_primary_10_1109_TCYB_2018_2875131 crossref_primary_10_1109_TCST_2023_3240286 crossref_primary_10_1016_j_automatica_2019_02_011 crossref_primary_10_1109_TAC_2023_3326684 crossref_primary_10_1109_TFUZZ_2023_3327114 crossref_primary_10_1007_s11432_018_9887_5 crossref_primary_10_1007_s40998_023_00645_2 crossref_primary_10_1177_1729881420911520 crossref_primary_10_1016_j_jfranklin_2024_106945 crossref_primary_10_1016_j_ifacol_2023_10_069 crossref_primary_10_1016_j_jfranklin_2024_106866 crossref_primary_10_1002_rnc_4513 crossref_primary_10_1109_TMECH_2020_3028200 crossref_primary_10_1109_ACCESS_2018_2889370 crossref_primary_10_1109_TAES_2020_2975446 crossref_primary_10_1109_TCYB_2023_3324752 crossref_primary_10_3390_drones8080406 crossref_primary_10_3390_drones6090227 crossref_primary_10_1109_TASE_2024_3391942 crossref_primary_10_1109_TCNS_2020_3000738 crossref_primary_10_1109_TMECH_2020_2970505 crossref_primary_10_1360_SST_2021_0284 crossref_primary_10_1109_JSTARS_2023_3286068 crossref_primary_10_1109_JSYST_2023_3264297 crossref_primary_10_1109_TMECH_2021_3116137 crossref_primary_10_3390_math11204255 crossref_primary_10_1016_j_jfranklin_2022_12_036 crossref_primary_10_1007_s12555_023_0884_7 crossref_primary_10_1002_acs_3507 crossref_primary_10_1016_j_cja_2020_03_004 crossref_primary_10_1109_TASE_2022_3144672 crossref_primary_10_1109_TASE_2024_3443402 crossref_primary_10_1109_TCYB_2020_3009404 crossref_primary_10_1016_j_cja_2020_03_006 crossref_primary_10_1016_j_fraope_2022_05_004 crossref_primary_10_1016_j_ifacol_2020_12_2290 crossref_primary_10_1177_0959651820979088 crossref_primary_10_1109_TMECH_2020_3017816 crossref_primary_10_3390_mi14081547 crossref_primary_10_1360_SSI_2020_0391 crossref_primary_10_1063_5_0156301 crossref_primary_10_1109_TMECH_2020_2990991 crossref_primary_10_1109_TMECH_2021_3056099 crossref_primary_10_1016_j_cja_2021_05_009 crossref_primary_10_1109_TMECH_2021_3110660 crossref_primary_10_1016_j_jfranklin_2022_12_002 crossref_primary_10_3390_act14030156 crossref_primary_10_1109_TCSII_2021_3103447 crossref_primary_10_1109_TFUZZ_2023_3346465 crossref_primary_10_1109_TNET_2021_3110675 crossref_primary_10_1360_SST_2023_0360 crossref_primary_10_1002_rnc_4852 crossref_primary_10_1007_s11768_024_00241_7 crossref_primary_10_1016_j_ast_2024_109608 crossref_primary_10_1109_ACCESS_2020_2980016 crossref_primary_10_1109_TCNS_2022_3181254 crossref_primary_10_1109_LRA_2021_3071673 crossref_primary_10_1109_TVT_2023_3327571 crossref_primary_10_1002_acs_3591 crossref_primary_10_1109_TFUZZ_2022_3193440 crossref_primary_10_1007_s11431_023_2595_6 crossref_primary_10_1016_j_ast_2022_107909 crossref_primary_10_1007_s11432_020_3128_2 crossref_primary_10_1109_TFUZZ_2024_3451164 crossref_primary_10_1109_TAES_2022_3206271 |
Cites_doi | 10.1109/TCST.2014.2314460 10.1137/110841308 10.1016/j.automatica.2009.10.018 10.1007/s10514-013-9349-9 10.1109/87.960341 10.1109/CDC.2009.5400941 10.1016/j.ast.2015.09.009 10.1002/asjc.567 10.23919/ECC.2013.6669637 10.1007/s11071-013-1081-7 10.1049/iet-cta.2015.0565 10.1007/s11768-010-9188-6 10.1002/asjc.746 10.1109/37.887447 10.1002/rnc.3687 10.1109/ACC.2010.5531323 10.1109/TCST.2011.2167331 10.1109/TCNS.2016.2542978 10.1002/rnc.3290 10.1109/TCST.2016.2547952 10.1016/j.automatica.2011.01.067 10.1109/TMECH.2013.2295036 10.1109/TIE.2016.2593656 10.1016/j.conengprac.2011.05.008 10.1016/j.sysconle.2015.02.006 10.1109/CDC.2002.1184307 10.1016/j.conengprac.2015.10.001 10.1109/TMECH.2016.2558678 10.1109/TMECH.2014.2329945 10.1109/TSMC.2014.2318282 10.1049/iet-cta.2013.0949 10.1109/MCS.2012.2225931 10.1109/JPROC.2006.887293 10.1049/iet-cta.2009.0336 10.1080/00207179.2014.966324 10.1109/TNNLS.2016.2516565 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018 |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018 |
DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 7TB 8FD FR3 JQ2 L7M L~C L~D |
DOI | 10.1109/TMECH.2018.2844306 |
DatabaseName | IEEE Xplore (IEEE) IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
DatabaseTitle | CrossRef Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional |
DatabaseTitleList | Technology Research Database |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Xplore Digtal Library (IEEE/IET Electronic Library-IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 1941-014X |
EndPage | 1761 |
ExternalDocumentID | 10_1109_TMECH_2018_2844306 8372620 |
Genre | orig-research |
GrantInformation_xml | – fundername: Joint Fund of Ministry of Education for Equipment Pre-research grantid: 6141A02033316 – fundername: National Key Research and Development Program of China grantid: 2016YFB0500902 – fundername: Beijing Municipal Natural Science Foundation grantid: 4173075; 4182035 – fundername: National Natural Science Foundation of China; National Science Foundation of China grantid: 61503249; 61503009; 61703229; 61333011 funderid: 10.13039/501100001809 – fundername: China Postdoctoral Science Foundation grantid: 2017M610896 |
GroupedDBID | -~X 0R~ 29I 4.4 5GY 5VS 6IK 97E 9M8 AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFS ACIWK ACKIV AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 EBS EJD F5P H~9 IFIPE IFJZH IPLJI JAVBF LAI M43 OCL RIA RIE RNS TN5 VH1 AAYXX CITATION RIG 7SC 7SP 7TB 8FD FR3 JQ2 L7M L~C L~D |
ID | FETCH-LOGICAL-c295t-6fcab74edd98ef4f6c19e2a7bb750d68e5cd2c7d8842d0704cb8da0997084d3c3 |
IEDL.DBID | RIE |
ISSN | 1083-4435 |
IngestDate | Mon Jun 30 02:59:51 EDT 2025 Tue Jul 01 04:23:15 EDT 2025 Thu Apr 24 22:54:42 EDT 2025 Wed Aug 27 08:34:09 EDT 2025 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 4 |
Language | English |
License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c295t-6fcab74edd98ef4f6c19e2a7bb750d68e5cd2c7d8842d0704cb8da0997084d3c3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ORCID | 0000-0002-7579-3813 0000-0003-4094-8501 0000-0002-4778-248X |
PQID | 2117130614 |
PQPubID | 85420 |
PageCount | 12 |
ParticipantIDs | crossref_primary_10_1109_TMECH_2018_2844306 proquest_journals_2117130614 crossref_citationtrail_10_1109_TMECH_2018_2844306 ieee_primary_8372620 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2018-Aug. 2018-8-00 20180801 |
PublicationDateYYYYMMDD | 2018-08-01 |
PublicationDate_xml | – month: 08 year: 2018 text: 2018-Aug. |
PublicationDecade | 2010 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE/ASME transactions on mechatronics |
PublicationTitleAbbrev | TMECH |
PublicationYear | 2018 |
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 | ref13 ref34 ref12 ref37 ref15 ref36 ref14 ref31 ref30 shuster (ref35) 1993; 41 ref32 ref10 muñoz (ref33) 2017; 27 ref2 ref1 ref39 ref17 ref16 ref19 khalil (ref38) 2002 ref18 ref24 ref23 ref26 ref25 ref20 ref22 ren (ref21) 2013; 21 ref28 ref27 ref29 ref8 ref7 hua (ref9) 2013; 33 ref4 ref3 ref6 zhao (ref11) 2014; 25 ref5 |
References_xml | – ident: ref30 doi: 10.1109/TCST.2014.2314460 – ident: ref39 doi: 10.1137/110841308 – ident: ref10 doi: 10.1016/j.automatica.2009.10.018 – ident: ref18 doi: 10.1007/s10514-013-9349-9 – ident: ref19 doi: 10.1109/87.960341 – ident: ref3 doi: 10.1109/CDC.2009.5400941 – ident: ref32 doi: 10.1016/j.ast.2015.09.009 – ident: ref34 doi: 10.1002/asjc.567 – ident: ref16 doi: 10.23919/ECC.2013.6669637 – ident: ref31 doi: 10.1007/s11071-013-1081-7 – ident: ref14 doi: 10.1049/iet-cta.2015.0565 – ident: ref15 doi: 10.1007/s11768-010-9188-6 – ident: ref8 doi: 10.1002/asjc.746 – ident: ref2 doi: 10.1109/37.887447 – volume: 27 start-page: 1566 year: 2017 ident: ref33 article-title: Adaptive consensus algorithms for real-time operation of multi-agent systems affected by switching network events publication-title: Int J Robust Nonlinear Control doi: 10.1002/rnc.3687 – ident: ref29 doi: 10.1109/ACC.2010.5531323 – ident: ref1 doi: 10.1109/TCST.2011.2167331 – ident: ref24 doi: 10.1109/TCNS.2016.2542978 – volume: 25 start-page: 3714 year: 2014 ident: ref11 article-title: Nonlinear robust sliding mode control of a quadrotor unmanned aerial vehicle based on immersion and invariance method publication-title: Int J Robust Nonlinear Control doi: 10.1002/rnc.3290 – year: 2002 ident: ref38 publication-title: Nonlinear Systems – volume: 41 start-page: 439 year: 1993 ident: ref35 article-title: A survey of attitude representations publication-title: J Astronaut Sci – ident: ref20 doi: 10.1109/TCST.2016.2547952 – ident: ref23 doi: 10.1016/j.automatica.2011.01.067 – ident: ref26 doi: 10.1109/TMECH.2013.2295036 – ident: ref7 doi: 10.1109/TIE.2016.2593656 – ident: ref36 doi: 10.1016/j.conengprac.2011.05.008 – ident: ref28 doi: 10.1016/j.sysconle.2015.02.006 – ident: ref22 doi: 10.1109/CDC.2002.1184307 – ident: ref6 doi: 10.1016/j.conengprac.2015.10.001 – ident: ref5 doi: 10.1109/TMECH.2016.2558678 – ident: ref4 doi: 10.1109/TMECH.2014.2329945 – ident: ref25 doi: 10.1109/TSMC.2014.2318282 – volume: 21 start-page: 1143 year: 2013 ident: ref21 article-title: Distributed coordination architecture for multi-robot formation control publication-title: Robot Auton Syst – ident: ref12 doi: 10.1049/iet-cta.2013.0949 – volume: 33 start-page: 61 year: 2013 ident: ref9 article-title: Introduction to feedback control of underactuated VTOL vehicles: A review of basic control design ideas and principles publication-title: IEEE Control Syst Mag doi: 10.1109/MCS.2012.2225931 – ident: ref37 doi: 10.1109/JPROC.2006.887293 – ident: ref13 doi: 10.1049/iet-cta.2009.0336 – ident: ref17 doi: 10.1080/00207179.2014.966324 – ident: ref27 doi: 10.1109/TNNLS.2016.2516565 |
SSID | ssj0004101 |
Score | 2.525003 |
Snippet | This paper proposes a distributed formation control approach for a team of vertical takeoff and landing (VTOL) unmanned aerial vehicles (UAVs) subject to... |
SourceID | proquest crossref ieee |
SourceType | Aggregation Database Enrichment Source Index Database Publisher |
StartPage | 1750 |
SubjectTerms | Attitudes Control stability Control systems Force distribution Formation control hierarchical control IEEE transactions Liapunov functions Mechatronics Military technology Parameters Stress concentration Switches Switching switching topologies Topology Torque Unmanned aerial vehicles unmanned aerial vehicles (UAVs) Vertical landing Vertical takeoff |
Title | Distributed Formation Control for Multiple Vertical Takeoff and Landing UAVs With Switching Topologies |
URI | https://ieeexplore.ieee.org/document/8372620 https://www.proquest.com/docview/2117130614 |
Volume | 23 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3JTsMwEB1RTnBgR5RNPnCDtE3iJM4RFaoKUS60pbfIy1hURS2iqZD4emwnKRUgxC0H27L0vMw4770BuKBpYl3KhMdkLDwa6cRLqUo9c1VgojmV6J4ueg9xd0DvRtFoDa6WWhhEdOQzbNhP9y9fzeTCPpU1TTJl_dNrUDPLrNBqfWkgfVfq2DchhUdNDFAJZFpps9-7bXcti4s1zGFMQ1vdaOUSclVVfhzF7n7pbEOvmllBK5k0FrloyI9vpo3_nfoObJWBJrkuVsYurOF0DzZX7Af3Qd9Y11xb8AoV6VQqRtIu2OvEhLOkV_INydDxr82AfT7BmdaETxW5LzQxZHA9nJOncf5MHt_HuWNnkn5RfcEk4gcw6Nz2212vrLvgySCNci_WkouEolIpQ011LP0UA54IYcILFTOMpApkohijgTJHBpWCKW4luC1GVSjDQ1ifzqZ4BCRMhJ8gZ0zyiAqJPGhRzTXjGEQ6pLIOfgVEJktTclsb4yVzyUkrzRx4mQUvK8Grw-Wyz2thyfFn632LxrJlCUQdTiu8s3LXzjOTDJuc3ebIx7_3OoENO3ZBADyF9fxtgWcmKMnFuVuNn3Y93q4 |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3NT9swFH8CdhgcYFtBFMrmw24jbZM4iXOsClW3NVyWlt4ifzwLBGoRpELir8d2kg4NhHbLwUksPcfvPef3AfCdpolVKRMek7HwaKQTL6Uq9UyqwERzKtEdXWQX8XhKf82j-QacrrkwiOjAZ9i1l-5fvlrKlT0q65lmyuqnb8IHk_dpVLG1_rIgfWd27JuiwqOmCmgoMv20l2fnw7HFcbGu2Y5paP2NXqQh56vyajN2GWa0B1kztwpYctNdlaIrn_6RbfzfyX-C3brUJINqbXyGDVx8gZ0XAoQt0GdWN9daXqEio4bHSIYVfp2YgpZkNeKQzBwC2zww5ze41JrwhSKTihVDpoPZA7m8Lq_In8fr0uEzSV75L5hWfB-mo_N8OPZq5wVPBmlUerGWXCQUlUoZaqpj6acY8EQIU2ComGEkVSATxRgNlNk0qBRMcUvC7TOqQhkewNZiucBDIGEi_AQ5Y5JHVEjkQZ9qrhnHINIhlW3wm0AUspYlt-4Yt4VrT_pp4YJX2OAVdfDa8GN9z10lyvHu6JaNxnpkHYg2dJp4F_V3-1CYdth07bZLPnr7rm_wcZxnk2Ly8-L3MWzb91RwwA5slfcrPDElSim-upX5DETO4fs |
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=Distributed+Formation+Control+for+Multiple+Vertical+Takeoff+and+Landing+UAVs+With+Switching+Topologies&rft.jtitle=IEEE%2FASME+transactions+on+mechatronics&rft.au=Zou%2C+Yao&rft.au=Zhou%2C+Zeqiang&rft.au=Dong%2C+Xiwang&rft.au=Meng%2C+Ziyang&rft.date=2018-08-01&rft.pub=IEEE&rft.issn=1083-4435&rft.volume=23&rft.issue=4&rft.spage=1750&rft.epage=1761&rft_id=info:doi/10.1109%2FTMECH.2018.2844306&rft.externalDocID=8372620 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1083-4435&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1083-4435&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1083-4435&client=summon |