{"id":"https://openalex.org/W3148084767","doi":"https://doi.org/10.1109/wsc48552.2020.9383956","title":"Using Agent-Based Simulation for Emergent Behavior Detection in Cyber-Physical Systems","display_name":"Using Agent-Based Simulation for Emergent Behavior Detection in Cyber-Physical Systems","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3148084767","doi":"https://doi.org/10.1109/wsc48552.2020.9383956","mag":"3148084767"},"language":"en","primary_location":{"id":"doi:10.1109/wsc48552.2020.9383956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc48552.2020.9383956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.utwente.nl/en/publications/bc788b67-724d-45be-b8fa-fffd86483e48","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022702832","display_name":"Rob Bemthuis","orcid":"https://orcid.org/0000-0003-2791-6070"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Rob Bemthuis","raw_affiliation_strings":["University of Twente, Enschede, NB, THE NETHERLANDS"],"affiliations":[{"raw_affiliation_string":"University of Twente, Enschede, NB, THE NETHERLANDS","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005906246","display_name":"Martijn Mes","orcid":"https://orcid.org/0000-0001-9676-5259"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Martijn Mes","raw_affiliation_strings":["University of Twente, Enschede, NB, THE NETHERLANDS"],"affiliations":[{"raw_affiliation_string":"University of Twente, Enschede, NB, THE NETHERLANDS","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029981404","display_name":"Maria\u2010Eugenia Iacob","orcid":"https://orcid.org/0000-0002-4004-0117"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Maria-Eugenia Iacob","raw_affiliation_strings":["University of Twente, Enschede, NB, THE NETHERLANDS"],"affiliations":[{"raw_affiliation_string":"University of Twente, Enschede, NB, THE NETHERLANDS","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067566830","display_name":"Paul Havinga","orcid":"https://orcid.org/0000-0002-3399-1790"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Paul Havinga","raw_affiliation_strings":["University of Twente, Enschede, NB, THE NETHERLANDS"],"affiliations":[{"raw_affiliation_string":"University of Twente, Enschede, NB, THE NETHERLANDS","institution_ids":["https://openalex.org/I94624287"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022702832"],"corresponding_institution_ids":["https://openalex.org/I94624287"],"apc_list":null,"apc_paid":null,"fwci":3.6322,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.93299559,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"230","last_page":"241"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/computer-science","display_name":"Computer science","score":0.7304483652114868},{"id":"https://openalex.org/keywords/cyber-physical-system","display_name":"Cyber-physical system","score":0.7100144624710083},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.5806488394737244},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5766106247901917},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.5650439858436584},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4768741726875305},{"id":"https://openalex.org/keywords/business-rule","display_name":"Business rule","score":0.461757630109787},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.42000311613082886},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.34350258111953735},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3372412621974945},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.32701754570007324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3267611265182495},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.2006913423538208},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17920532822608948}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7304483652114868},{"id":"https://openalex.org/C179768478","wikidata":"https://www.wikidata.org/wiki/Q1120057","display_name":"Cyber-physical system","level":2,"score":0.7100144624710083},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.5806488394737244},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5766106247901917},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.5650439858436584},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4768741726875305},{"id":"https://openalex.org/C11066294","wikidata":"https://www.wikidata.org/wiki/Q1518244","display_name":"Business rule","level":4,"score":0.461757630109787},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.42000311613082886},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.34350258111953735},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3372412621974945},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.32701754570007324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3267611265182495},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2006913423538208},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17920532822608948},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc48552.2020.9383956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc48552.2020.9383956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:ris.utwente.nl:openaire/bc788b67-724d-45be-b8fa-fffd86483e48","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/bc788b67-724d-45be-b8fa-fffd86483e48","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bemthuis, R, Mes, M, Iacob, M E & Havinga, P J M 2021, Using agent-based simulation for emergent behavior detection in cyber-physical systems. in K-H Bae, B Feng, S Kim, S Lazarova-Molnar, Z Zheng, T Roeder & R Thiesing (eds), Proceedings of the 2020 Winter Simulation Conference, WSC., 9383956, IEEE, Piscataway, NJ, pp. 230-241, Winter Simulation Conference, WSC 2020, Orlando, United States, 14/12/20. https://doi.org/10.1109/WSC48552.2020.9383956","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:ris.utwente.nl:openaire/bc788b67-724d-45be-b8fa-fffd86483e48","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/bc788b67-724d-45be-b8fa-fffd86483e48","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bemthuis, R, Mes, M, Iacob, M E & Havinga, P J M 2021, Using agent-based simulation for emergent behavior detection in cyber-physical systems. in K-H Bae, B Feng, S Kim, S Lazarova-Molnar, Z Zheng, T Roeder & R Thiesing (eds), Proceedings of the 2020 Winter Simulation Conference, WSC., 9383956, IEEE, Piscataway, NJ, pp. 230-241, Winter Simulation Conference, WSC 2020, Orlando, United States, 14/12/20. https://doi.org/10.1109/WSC48552.2020.9383956","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G5928717483","display_name":null,"funder_award_id":"628.009.015","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G629491556","display_name":null,"funder_award_id":"(NWO)","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"}],"funders":[{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1963504979","https://openalex.org/W1976959843","https://openalex.org/W2013374526","https://openalex.org/W2029608738","https://openalex.org/W2047247871","https://openalex.org/W2051989079","https://openalex.org/W2092212613","https://openalex.org/W2101238481","https://openalex.org/W2140481308","https://openalex.org/W2146956687","https://openalex.org/W2149713648","https://openalex.org/W2169589185","https://openalex.org/W2332003037","https://openalex.org/W2518003110","https://openalex.org/W2557449628","https://openalex.org/W2575954343","https://openalex.org/W2895832321","https://openalex.org/W2913314997","https://openalex.org/W2951841508","https://openalex.org/W2990990994","https://openalex.org/W4230145224","https://openalex.org/W4240902204","https://openalex.org/W4250516408","https://openalex.org/W6704139216"],"related_works":["https://openalex.org/W1557854785","https://openalex.org/W2368748614","https://openalex.org/W2110508388","https://openalex.org/W1971875599","https://openalex.org/W2120312796","https://openalex.org/W4236271902","https://openalex.org/W24289070","https://openalex.org/W2412544702","https://openalex.org/W2096807669","https://openalex.org/W2548609159"],"abstract_inverted_index":{"Traditional":[0],"modeling":[1,50],"approaches,":[2],"based":[3],"on":[4],"predefined":[5],"business":[6,31,79,107],"logic,":[7],"offer":[8],"little":[9],"support":[10],"for":[11],"today's":[12],"complex":[13,30],"environments.":[14],"In":[15],"this":[16],"paper,":[17],"we":[18,99],"propose":[19],"a":[20,95,121],"conceptual":[21],"agent-based":[22,49,63,118],"simulation":[23,119],"framework":[24],"to":[25,35,61,69,88,127],"help":[26],"not":[27],"only":[28],"discover":[29,89],"processes":[32],"but":[33],"also":[34],"analyze":[36,91],"and":[37,73,78,90,111],"learn":[38],"from":[39,48,54],"emergent":[40,92,112],"behavior":[41,113],"arising":[42],"in":[43],"cyber-physical":[44,104],"systems.":[45],"Techniques":[46],"originating":[47],"as":[51,53],"well":[52],"the":[55,71,76,129],"process":[56,82],"mining":[57,83],"discipline":[58],"are":[59,85],"used":[60,68,87],"reinforce":[62],"decision-making.":[64],"Whereas":[65],"agent-technology":[66],"is":[67],"orchestrate":[70],"integration":[72],"relationship":[74],"between":[75],"environment":[77],"logic":[80],"activities,":[81],"capabilities":[84],"mainly":[86],"behavior.":[93],"Using":[94],"functional":[96],"decomposition":[97],"approach,":[98],"specified":[100],"three":[101],"agent":[102],"types:":[103],"controller":[105],"agent,":[106,110],"rule":[108],"management":[109],"detection":[114],"agent.":[115],"We":[116],"use":[117],"of":[120,131],"logistics":[122],"cold":[123],"chain":[124],"case":[125],"study":[126],"demonstrate":[128],"feasibility":[130],"our":[132],"approach.":[133]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}