{"id":"https://openalex.org/W7140193035","doi":"https://doi.org/10.1109/jiot.2026.3677124","title":"Iterative Learning-Based Adaptive Containment Scheme of Multiagent Systems Against FDI Attacks","display_name":"Iterative Learning-Based Adaptive Containment Scheme of Multiagent Systems Against FDI Attacks","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140193035","doi":"https://doi.org/10.1109/jiot.2026.3677124"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3677124","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3677124","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yang Liu","orcid":"https://orcid.org/0000-0001-9402-3366"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["School of Automation and Electronics Engineering, Qingdao University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-9402-3366","affiliations":[{"raw_affiliation_string":"School of Automation and Electronics Engineering, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jia-Ke Wang","orcid":"https://orcid.org/0009-0002-3119-535X"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia-Ke Wang","raw_affiliation_strings":["School of Automation and Electronics Engineering, Qingdao University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0002-3119-535X","affiliations":[{"raw_affiliation_string":"School of Automation and Electronics Engineering, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ronghu Chi","orcid":"https://orcid.org/0000-0002-1325-7863"},"institutions":[{"id":"https://openalex.org/I14894300","display_name":"Foshan University","ror":"https://ror.org/02xvvvp28","country_code":"CN","type":"education","lineage":["https://openalex.org/I14894300"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ronghu Chi","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Foshan University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0002-1325-7863","affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Foshan University, Foshan, China","institution_ids":["https://openalex.org/I14894300"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiaoping Liu","orcid":"https://orcid.org/0000-0003-1808-4233"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Liu","raw_affiliation_strings":["College of Information Science and Engineering, Henan University of Technology, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1808-4233","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30767432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"12","first_page":"26624","last_page":"26635"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11749","display_name":"Iterative Learning Control Systems","score":0.5633000135421753,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11749","display_name":"Iterative Learning Control Systems","score":0.5633000135421753,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.15199999511241913,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.04690000042319298,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5785999894142151},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.5659999847412109},{"id":"https://openalex.org/keywords/convex-hull","display_name":"Convex hull","score":0.498199999332428},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.48829999566078186},{"id":"https://openalex.org/keywords/containment","display_name":"Containment (computer programming)","score":0.462799996137619},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.44279998540878296},{"id":"https://openalex.org/keywords/iterative-and-incremental-development","display_name":"Iterative and incremental development","score":0.4406999945640564},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.4381999969482422},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42739999294281006},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.4156000018119812}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6446999907493591},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5785999894142151},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.5659999847412109},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5266000032424927},{"id":"https://openalex.org/C206194317","wikidata":"https://www.wikidata.org/wiki/Q1138624","display_name":"Convex hull","level":3,"score":0.498199999332428},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.48829999566078186},{"id":"https://openalex.org/C2777019822","wikidata":"https://www.wikidata.org/wiki/Q390066","display_name":"Containment (computer programming)","level":2,"score":0.462799996137619},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.44279998540878296},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.4406999945640564},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.4381999969482422},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42739999294281006},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.4156000018119812},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4099000096321106},{"id":"https://openalex.org/C138187205","wikidata":"https://www.wikidata.org/wiki/Q131251","display_name":"Tangent","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C117619785","wikidata":"https://www.wikidata.org/wiki/Q6094414","display_name":"Iterative learning control","level":3,"score":0.3741999864578247},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.37070000171661377},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.359499990940094},{"id":"https://openalex.org/C60640748","wikidata":"https://www.wikidata.org/wiki/Q2337858","display_name":"Lyapunov function","level":3,"score":0.35030001401901245},{"id":"https://openalex.org/C167964875","wikidata":"https://www.wikidata.org/wiki/Q17011487","display_name":"Exponential stability","level":3,"score":0.3416000008583069},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.3287000060081482},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.32339999079704285},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C145446738","wikidata":"https://www.wikidata.org/wiki/Q319913","display_name":"Convex function","level":3,"score":0.31049999594688416},{"id":"https://openalex.org/C6802819","wikidata":"https://www.wikidata.org/wiki/Q1072174","display_name":"Linear system","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.29100000858306885},{"id":"https://openalex.org/C92047909","wikidata":"https://www.wikidata.org/wiki/Q204034","display_name":"Hyperbolic function","level":2,"score":0.28679999709129333},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.2702000141143799},{"id":"https://openalex.org/C14646407","wikidata":"https://www.wikidata.org/wiki/Q1430750","display_name":"Bellman equation","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C139676723","wikidata":"https://www.wikidata.org/wiki/Q1193832","display_name":"Sign (mathematics)","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.2628999948501587}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3677124","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3677124","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1179241366","display_name":null,"funder_award_id":"ZR2024YQ032","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G2960883897","display_name":null,"funder_award_id":"62572172","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4905023739","display_name":null,"funder_award_id":"62472143","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6968902720","display_name":null,"funder_award_id":"62373208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8538446065","display_name":null,"funder_award_id":"62273192","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"an":[3,110],"iterative":[4],"learning-based":[5],"adaptive":[6],"containment":[7],"control":[8,94],"for":[9],"a":[10,18,41,108,152],"kind":[11],"of":[12,56,70,81,99,133,174],"repetitive":[13],"multiagent":[14],"systems":[15],"(MASs)":[16],"with":[17],"nonstrict-feedback":[19,73],"structure.":[20],"The":[21,142],"hyperbolic":[22],"tangent":[23],"function":[24],"and":[25,48,104,137],"the":[26,34,44,54,57,64,68,72,79,82,97,101,126,131,134,139,148,157,160,172,175],"mean":[27],"value":[28],"theory":[29],"are":[30,123,168],"combined":[31],"to":[32,52,90,115,125,129,151,170],"handle":[33],"input":[35,102],"saturation":[36,103],"problem.":[37],"Then,":[38],"we":[39],"establish":[40],"relationship":[42],"between":[43],"original":[45],"system":[46,50,65],"state":[47,51],"compromised":[49],"resolve":[53],"impact":[55],"false":[58],"data":[59],"injection":[60],"(FDI)":[61],"attack":[62],"on":[63],"performance.":[66],"Under":[67],"framework":[69],"backstepping,":[71],"issue":[74],"is":[75,88,113],"addressed":[76],"by":[77,156],"using":[78],"property":[80],"fuzzy":[83],"logic":[84],"system.":[85],"However,":[86],"it":[87],"inevitable":[89],"generate":[91],"two":[92,120,165],"unknown":[93],"gains":[95],"during":[96],"process":[98],"addressing":[100],"FDI":[105],"attack.":[106],"As":[107],"result,":[109],"estimated":[111],"scheme":[112,144],"proposed":[114,143],"approximate":[116],"their":[117],"bound.":[118],"Moreover,":[119],"auxiliary":[121],"functions":[122],"introduced":[124],"virtual":[127],"controller":[128],"reduce":[130],"influence":[132],"sign":[135],"function,":[136],"achieve":[138],"asymptotic":[140],"convergence.":[141],"guarantees":[145],"that":[146],"all":[147],"followers":[149],"converge":[150],"convex":[153],"hull":[154],"spanned":[155],"leaders":[158],"as":[159],"iteration":[161],"approaches":[162],"infinity.":[163],"Finally,":[164],"simulation":[166],"examples":[167],"considered":[169],"verify":[171],"effectiveness":[173],"designed":[176],"method.":[177]},"counts_by_year":[],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2026-03-25T00:00:00"}
