{"id":"https://openalex.org/W3011012865","doi":"https://doi.org/10.1109/tase.2020.2979137","title":"Design, Application, and Evaluation of a Multiagent System in the Logistics Domain","display_name":"Design, Application, and Evaluation of a Multiagent System in the Logistics Domain","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3011012865","doi":"https://doi.org/10.1109/tase.2020.2979137","mag":"3011012865"},"language":"en","primary_location":{"id":"doi:10.1109/tase.2020.2979137","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2020.2979137","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Transactions on Automation Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2212.05958","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088106432","display_name":"Juliane Fischer","orcid":"https://orcid.org/0000-0002-3218-7397"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Juliane Fischer","raw_affiliation_strings":["Chair of Automation and Information Systems, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Automation and Information Systems, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039284158","display_name":"Christian Lieberoth-Leden","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Lieberoth-Leden","raw_affiliation_strings":["Chair of Materials Handling, Material Flow, Logistics, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Materials Handling, Material Flow, Logistics, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103029113","display_name":"Johannes Fottner","orcid":"https://orcid.org/0000-0001-6392-0371"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Fottner","raw_affiliation_strings":["Chair of Materials Handling, Material Flow, Logistics, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Materials Handling, Material Flow, Logistics, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071323487","display_name":"Birgit Vogel\u2010Heuser","orcid":"https://orcid.org/0000-0003-2785-8819"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Birgit Vogel-Heuser","raw_affiliation_strings":["Chair of Automation and Information Systems, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Automation and Information Systems, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088106432"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":2.3446,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.89882218,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9997000098228455,"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":0.9855999946594238,"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/T11125","display_name":"Petri Nets in System Modeling","score":0.9790999889373779,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.8006191253662109},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.7225944995880127},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6299507021903992},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5230754017829895},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5050826668739319},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.48144811391830444},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47902148962020874},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.46192023158073425},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46183276176452637},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.44485610723495483},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.41471898555755615},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.343461275100708},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3137553930282593},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.2719114422798157},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2650323510169983},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23392713069915771}],"concepts":[{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.8006191253662109},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.7225944995880127},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6299507021903992},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5230754017829895},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5050826668739319},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.48144811391830444},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47902148962020874},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.46192023158073425},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46183276176452637},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.44485610723495483},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.41471898555755615},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.343461275100708},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3137553930282593},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2719114422798157},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2650323510169983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23392713069915771},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tase.2020.2979137","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2020.2979137","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Transactions on Automation Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2212.05958","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.05958","pdf_url":"https://arxiv.org/pdf/2212.05958","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1545496","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1545496","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1652230","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1652230","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2212.05958","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.05958","pdf_url":"https://arxiv.org/pdf/2212.05958","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W73313533","https://openalex.org/W1159006237","https://openalex.org/W1648511431","https://openalex.org/W1965068506","https://openalex.org/W1981856831","https://openalex.org/W1991645405","https://openalex.org/W1993957740","https://openalex.org/W2047553334","https://openalex.org/W2096655151","https://openalex.org/W2110171129","https://openalex.org/W2120510885","https://openalex.org/W2150650036","https://openalex.org/W2157581569","https://openalex.org/W2168335284","https://openalex.org/W2170756108","https://openalex.org/W2325775534","https://openalex.org/W2408997253","https://openalex.org/W2511915245","https://openalex.org/W2534544275","https://openalex.org/W2555722829","https://openalex.org/W2557038694","https://openalex.org/W2557128559","https://openalex.org/W2581272845","https://openalex.org/W2603841871","https://openalex.org/W2770902184","https://openalex.org/W2782888525","https://openalex.org/W2793018316","https://openalex.org/W2797915415","https://openalex.org/W2802276555","https://openalex.org/W2885081838","https://openalex.org/W2904241042","https://openalex.org/W2950185136","https://openalex.org/W2963243831","https://openalex.org/W3137092842","https://openalex.org/W4243342770","https://openalex.org/W4322358105","https://openalex.org/W7037754127"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W4387399830","https://openalex.org/W1994643058"],"abstract_inverted_index":{"The":[0,108,313],"increasing":[1],"demand":[2,210],"for":[3,65,87,211],"flexibility":[4],"in":[5,32,146,251,277],"automated":[6,12,96,190],"production":[7],"systems":[8,15,19,193,271],"also":[9],"affects":[10],"the":[11,26,38,49,67,90,158,169,187,201,209,229,252,265,269,273,278,281,300],"material":[13,97,173,191,244],"flow":[14,98,174,192],"(aMFSs)":[16,194],"within":[17],"these":[18,286,319],"and,":[20],"thus,":[21],"demands":[22],"reconfigurable":[23,214],"systems.":[24,287],"However,":[25,257],"centralized":[27,71],"control":[28,40,50,68,76,85,148,202,235,263],"concept":[29,86,109,153,170,314],"usually":[30],"applied":[31],"aMFSs":[33,215],"hinders":[34],"easy":[35],"adaptation,":[36],"as":[37,126,247],"entire":[39],"software":[41],"has":[42],"to":[43,73,154,162,185,200,217,236,242,298,328,340],"be":[44,296],"retested":[45],"when":[46,260],"subparts":[47],"of":[48,115,157,189,231,254,268,275,285,305],"are":[51,59,63,264],"manually":[52],"changed.":[53],"As":[54],"adaption":[55,188],"and":[56,141,150,164,176,213,240,249,272,283,302,332],"subsequent":[57],"testing":[58],"time-consuming":[60],"tasks,":[61],"concepts":[62],"required":[64],"splitting":[66],"from":[69],"one":[70],"node":[72],"multiple,":[74],"decentralized":[75,147],"nodes.":[77],"Therefore,":[78],"this":[79],"article":[80],"presents":[81],"a":[82,104,134,151,177,181,221,337],"holistic,":[83],"agent-based":[84,262],"aMFSs,":[88,232],"whereby":[89],"system":[91],"is":[92,228,291],"divided":[93],"into":[94],"so-called":[95],"modules":[99],"(aMFMs),":[100],"each":[101],"controlled":[102,270],"by":[103,321,333],"dedicated":[105],"module":[106,159],"agent.":[107],"allows":[110],"reconfiguring":[111],"an":[112,306],"aMFS":[113,307],"consisting":[114],"heterogeneous,":[116],"stationary":[117],"aMFMs,":[118],"during":[119],"runtime.":[120],"Furthermore,":[121],"it":[122,290],"includes":[123],"aspects":[124],"such":[125],"uniform":[127],"agent":[128,342],"knowledge":[129],"bases":[130],"through":[131],"metamodel-based":[132],"development,":[133],"communication":[135,324],"ontology":[136],"considering":[137],"different":[138,323],"information":[139],"types":[140,325],"properties,":[142],"strategic":[143],"route":[144],"optimization":[145],"architectures,":[149],"visualization":[152],"make":[155,310,341],"decisions":[156,311,343],"agents":[160,309],"comprehensible":[161],"operators":[163,276,294,335],"maintenance":[165],"staff.":[166],"We":[167],"performed":[168],"evaluation":[171],"using":[172],"simulations":[175],"prototypical":[178],"implementation":[179],"on":[180],"lab-sized":[182],"demonstrator.":[183],"Note":[184],"Practitioners-Currently,":[186],"concerning":[195],"their":[196,234],"layout":[197,238],"requires":[198],"modifications":[199],"software,":[203],"including":[204,233],"extensive":[205],"testing.":[206],"This":[207],"conflicts":[208],"flexible":[212],"due":[216],"changing":[218,243],"requirements":[219],"throughout":[220],"system's":[222],"life":[223],"cycle.":[224],"A":[225],"promising":[226],"approach":[227],"modularization":[230],"ease":[237],"changes":[239],"adaptations":[241],"flows":[245],"(known":[246],"Plug":[248],"Produce":[250],"scope":[253],"Industrie":[255],"4.0).":[256],"common":[258],"concerns":[259],"implementing":[261],"real-time":[266,330],"capability":[267],"trust":[274],"automation":[279],"regarding":[280],"safety":[282],"security":[284],"More":[288],"precisely,":[289],"feared":[292],"that":[293],"might":[295],"unable":[297],"distinguish":[299],"benevolent":[301],"malevolent":[303],"behaviors":[304],"if":[308],"autonomously.":[312],"we":[315],"present":[316],"here":[317],"addresses":[318],"issues":[320],"establishing":[322],"classified":[326],"according":[327],"varying":[329],"requirements,":[331],"supporting":[334],"via":[336],"human-machine":[338],"interface":[339],"comprehensible.":[344]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2020-03-23T00:00:00"}
