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Cooperative Control of Multi-Agent Systems An Optimal and Robust Perspective Cooperative Control of Multi-Agent Systems An Optimal and Robust Perspective Jianan Wang Beijing Institute of Technology School of Aerospace Engineering Beijing, China Chunyan Wang Beijing Institute of Technology School of Aerospace Engineering Beijing, China Ming Xin University of Missouri Department of Mechanical and Aerospace Engineering Lafferre Hall, Columbia, MO, United States Zhengtao Ding University of Manchester Department of Electrical and Electronic Engineering Manchester, United Kingdom Jiayuan Shan Beijing Institute of Technology School of Aerospace Engineering Beijing, China Series Editor Quan Min Zhu AcademicPressisanimprintofElsevier 125LondonWall,LondonEC2Y5AS,UnitedKingdom 525BStreet,Suite1650,SanDiego,CA92101,UnitedStates 50HampshireStreet,5thFloor,Cambridge,MA02139,UnitedStates TheBoulevard,LangfordLane,Kidlington,OxfordOX51GB,UnitedKingdom Copyright©2020ElsevierInc.Allrightsreserved. Nopartofthispublicationmaybereproducedortransmittedinanyformorbyanymeans,electronicor mechanical,includingphotocopying,recording,oranyinformationstorageandretrievalsystem,without permissioninwritingfromthepublisher.Detailsonhowtoseekpermission,furtherinformationabout thePublisher’spermissionspoliciesandourarrangementswithorganizationssuchastheCopyright ClearanceCenterandtheCopyrightLicensingAgency,canbefoundatourwebsite: www.elsevier.com/permissions. ThisbookandtheindividualcontributionscontainedinitareprotectedundercopyrightbythePublisher (otherthanasmaybenotedherein). Notices Knowledgeandbestpracticeinthisfieldareconstantlychanging.Asnewresearchandexperience broadenourunderstanding,changesinresearchmethods,professionalpractices,ormedicaltreatment maybecomenecessary. Practitionersandresearchersmustalwaysrelyontheirownexperienceandknowledgeinevaluatingand usinganyinformation,methods,compounds,orexperimentsdescribedherein.Inusingsuch informationormethodstheyshouldbemindfuloftheirownsafetyandthesafetyofothers,including partiesforwhomtheyhaveaprofessionalresponsibility. Tothefullestextentofthelaw,neitherthePublishernortheauthors,contributors,oreditors,assume anyliabilityforanyinjuryand/ordamagetopersonsorpropertyasamatterofproductsliability, negligenceorotherwise,orfromanyuseoroperationofanymethods,products,instructions,orideas containedinthematerialherein. LibraryofCongressCataloging-in-PublicationData AcatalogrecordforthisbookisavailablefromtheLibraryofCongress BritishLibraryCataloguing-in-PublicationData AcataloguerecordforthisbookisavailablefromtheBritishLibrary ISBN:978-0-12-820118-3 ForinformationonallAcademicPresspublications visitourwebsiteathttps://www.elsevier.com/books-and-journals Publisher:MaraConner AcquisitionsEditor:SonniniR.Yura EditorialProjectManager:FernandaA.Oliveira ProductionProjectManager:PrasannaKalyanaraman Designer:MarkRogers TypesetbyVTeX Contents Abouttheauthors ix Preface xi Acknowledgments xiii PartOne Aboutcooperative control 1 1 Introduction 3 1.1 Background 3 1.1.1 Motivations 3 1.1.2 Controlarchitecturesandstrategies 5 1.1.3 Relatedapplications 6 1.2 Overviewofrelatedworks 8 1.2.1 Consensuscontrol 8 1.2.2 Formationcontrol 11 1.2.3 Otherrelatedresearch 12 1.2.4 Futureresearchtopics 13 1.3 Objectivesofthisbook 14 1.4 Bookoutline 15 2 Preliminaries 17 2.1 Matrixtheory 17 2.2 Stabilitytheory 18 2.3 Basicalgebraicgraphtheory 21 2.3.1 Basicdefinitions 21 2.3.2 Graphmatrices 23 2.3.3 Properties 24 2.4 Usefullemmasoninequalities 27 PartTwo Optimalcooperative control 29 3 Optimalconsensuscontrolofmultipleintegratorsystems 31 3.1 Problemformulation 31 3.2 Optimalconsensuscontrolwithobstacleavoidance forsingle-integratorcase 33 3.2.1 Optimalconsensusalgorithm:single-integratorcase 33 3.2.2 Numericalexamples 40 3.3 Optimalconsensuscontrolwithobstacleavoidancefor double-integratorcase 44 3.3.1 Optimalconsensusalgorithm:double-integratorcase 44 vi Contents 3.3.2 Numericalexamples 53 3.4 Conclusionremarks 56 4 Optimalcooperativetrackingandflockingofmulti-agentsystems 59 4.1 Optimalrendezvousandcooperativetrackingcontrolwithobstacle avoidance 59 4.1.1 Problemformulation 59 4.1.2 Optimalrendezvousalgorithmwithobstacleavoidance 59 4.1.3 Numericalexamples 66 4.1.4 Extensiontocooperativetrackingproblemwithobstacle avoidance 70 4.2 Optimalflockingcontroldesignwithobstacleavoidance 80 4.2.1 Problemformulation 80 4.2.2 Optimalflockingcontrolalgorithmdesign 82 4.2.3 Numericalexamples 90 4.3 Conclusionremarks 96 5 OptimalformationcontrolofmultipleUAVs 97 5.1 Problemformulation 97 5.2 Integratedoptimalcontrolapproachtoformationcontrolproblem 100 5.3 Numericalexamples 110 5.3.1 Formationcontrolwithoutobstaclesonthetrajectoriesof UAVs 111 5.3.2 Formationcontrolwithtwoobstaclesonthetrajectoriesof UAVs 116 5.4 Conclusionremarks 120 6 Optimalcoveragecontrolofmulti-robotsystems 123 6.1 Problemformulation 123 6.1.1 Voronoitessellationandlocationaloptimization 123 6.1.2 Potentialfieldmethodforcollisionavoidance 125 6.2 Coveragecontrollerdesignwithknowndensityfunction 126 6.2.1 Coveragecontrollerdesign 126 6.2.2 Numericalexamples 127 6.3 Coveragecontrollerdesignwithdensityfunctionestimation 128 6.3.1 Estimationbasedcoveragecontrollerdesign 128 6.3.2 Numericalexamples 130 6.4 Conclusionremarks 130 PartThree Robust cooperativecontrol 133 7 Robustconsensuscontrolofmulti-agentsystemswithinputdelay 135 7.1 Problemformulation 135 7.2 ConsensusofLipschitznonlinearsystemswithinputdelay:model reductionmethod 137 Contents vii 7.2.1 Stabilityanalysisforsinglenonlinearsystem 137 7.2.2 Consensusanalysis 138 7.2.3 Controllerdesign 147 7.3 ConsensusofLipschitznonlinearsystemswithinputdelay: truncatedpredictorfeedbackmethod 149 7.3.1 Finite-dimensionalconsensuscontrollerdesign 149 7.3.2 Overviewoftruncatedpredictorfeedbackapproach 149 7.3.3 Consensusanalysis 150 7.4 Numericalexamples 161 7.4.1 Acircuitexample 161 7.4.2 Numericalexamples 164 7.5 Conclusionremarks 166 8 Robustconsensuscontrolofmulti-agentsystemswithdisturbance rejection 169 8.1 Problemformulation 169 8.2 Disturbancerejectionforadirectedgraph 171 8.2.1 Consensuscontrollerdesignwithdisturbancerejection 171 8.2.2 Consensusanalysis 172 8.3 Fullydistributedconsensusdisturbancerejection 173 8.3.1 Localinformationbaseddisturbancerejectioncontroller 173 8.3.2 Consensusanalysis 175 8.4 Disturbancerejectioninleader-followerformat 176 8.4.1 Leader-followerdisturbancerejectioncontroller 176 8.4.2 Consensusanalysis 178 8.5 Numericalexamples 179 8.6 Conclusionremarks 181 9 Robustconsensuscontrolofnonlinearoddpowerintegratorsystems 183 9.1 Problemformulation 183 9.2 Distributedcontrollerfornonlinearoddpowerintegratorsystems 185 9.3 Numericalexamples 192 9.3.1 Perturbedcase 192 9.3.2 Perturbation-freecase 193 9.4 Conclusionremarks 196 10 Robustcooperativecontrolofnetworkednegative-imaginary systems 197 10.1 Problemformulation 197 10.1.1 NIsystemdefinition 197 10.1.2 TypicalresultsforNIsystems 198 10.2 Robustconsensuscontrolformulti-NIsystems 200 10.2.1 HomogeneousNIsystems 200 10.2.2 Robustoutputfeedbackconsensusalgorithmfor homogeneousmulti-agentsystems 201 viii Contents 10.2.3 Convergencesetstudy 205 10.2.4 Numericalexamples 208 10.3 Robustconsensuscontrolofheterogeneousmulti-NIsystems 211 10.3.1 HeterogeneousNIsystems 211 10.3.2 Robustoutputfeedbackconsensusalgorithmfor heterogeneousmulti-agentsystems 213 10.3.3 Numericalexamples 221 10.4 Extensiontorobustcooperativecontrol 224 10.5 Conclusionremarks 226 Bibliography 227 Index 239 About the authors JiananWangiscurrentlyanAssociatedProfessorintheSchoolofAerospaceEngi- neering at Beijing Institute of Technology, China. He received his B.S. and M.S. in Control Science and Engineering from the Beijing Jiaotong University and Beijing Institute of Technology,Beijing, China, in 2004 and 2007, respectively.He received his Ph.D. in Aerospace Engineering at Mississippi State University, Starkville, MS, USAin2011.Hisresearchinterestsincludecooperativecontrolofmultipledynamic systems,UAVformationcontrol,obstacle/collisionavoidance,trustworthynetworked system,andestimationofsensornetworks.HeisaseniormemberofbothIEEEand AIAA. ChunyanWangisanAssociatedProfessorintheSchoolofAerospaceEngineering at Beijing Institute of Technology, China. He received the B.Eng. degree in auto- maticcontrolfromDezhouUniversity,Shandong,China,in2006,theM.S.degreein control theory and control engineering from Soochow University, Jiangsu, China, in 2009,theM.Sc.degreeinelectricalandelectronicengineeringfromtheUniversityof Greenwich,London,U.K.,in2012,andthePh.D.degreeincontrolsystemsfromthe University of Manchester, Manchester, U.K., in 2016. He was a Research Associate with the School of Electrical and Electronic Engineering, University of Manchester from2016to2018.Hiscurrentresearchinterestsincludecooperativecontrol,robust control,androbotics. MingXinisaProfessorintheDepartmentofMechanicalandAerospaceEngineering atUniversityofMissouri,US.HereceivedtheB.S.andM.S.degreesfromtheNan- jing University of Aeronautics and Astronautics, Nanjing, China, in 1993 and 1996, respectively,bothinautomaticcontrol,andthePh.D.degreeinaerospaceengineering fromtheMissouriUniversityofScienceandTechnology,Rolla,MO,USA,in2002. Hehasauthoredandcoauthoredmorethan120technicalpapersinhisresearchareas. Hisresearchinterestsincludeoptimizationtheoryandapplications,estimation/filter- ingandsignalprocessing,andcontrolofnetworkeddynamicsystems.Dr.Xinwasthe recipientoftheU.S.NationalScienceFoundationCAREERAwardin2009.Heisan AssociateFellowofAIAAandaSeniorMemberofAAS. ZhengtaoDingisaProfessorintheDepartmentofElectricalandElectronicEngineer- ing at University of Manchester, UK. He received the B.Eng. degree from Tsinghua University,Beijing,China,andtheM.Sc.degreeinsystemsandcontrolandthePh.D. degreeincontrolsystemsfromtheUniversityofManchesterInstituteofScienceand Technology, Manchester, U.K. He was a Lecturer with Ngee Ann Polytechnic, Sin- gapore, for ten years. In 2003, he joined the University of Manchester, Manchester,

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