{"id":"https://openalex.org/W2093018211","doi":"https://doi.org/10.1109/tsmc.2014.2351782","title":"Using the Max-Sum Algorithm for Supply Chain Emergence in Dynamic Multiunit Environments","display_name":"Using the Max-Sum Algorithm for Supply Chain Emergence in Dynamic Multiunit Environments","publication_year":2015,"publication_date":"2015-01-16","ids":{"openalex":"https://openalex.org/W2093018211","doi":"https://doi.org/10.1109/tsmc.2014.2351782","mag":"2093018211"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2014.2351782","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2014.2351782","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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":"https://openalex.org/A5024973690","display_name":"Maria Chli","orcid":"https://orcid.org/0000-0002-2840-4475"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria Chli","raw_affiliation_strings":["Department of Computer Science, Aston University, Birmingham, U.K","[Department of Computer Science, Aston University, Birmingham, U.K]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aston University, Birmingham, U.K","institution_ids":["https://openalex.org/I169199633"]},{"raw_affiliation_string":"[Department of Computer Science, Aston University, Birmingham, U.K]","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073023093","display_name":"Michael Winsper","orcid":null},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]},{"id":"https://openalex.org/I22128151","display_name":"University of Derby","ror":"https://ror.org/02yhrrk59","country_code":"GB","type":"education","lineage":["https://openalex.org/I22128151"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Michael Winsper","raw_affiliation_strings":["Centre for Supply Chain Improvement, University of Derby, Derby, U.K","Department of Computer Science, Aston University, Birmingham, U.K","[Department of Computer Science, Aston University, Birmingham, U.K]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Supply Chain Improvement, University of Derby, Derby, U.K","institution_ids":["https://openalex.org/I22128151"]},{"raw_affiliation_string":"Department of Computer Science, Aston University, Birmingham, U.K","institution_ids":["https://openalex.org/I169199633"]},{"raw_affiliation_string":"[Department of Computer Science, Aston University, Birmingham, U.K]","institution_ids":["https://openalex.org/I169199633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6069,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92836991,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"45","issue":"3","first_page":"422","last_page":"435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12288","display_name":"Optimization and Search Problems","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11031","display_name":"Game Theory and Applications","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.8077423572540283},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7812334895133972},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6709669232368469},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6338996887207031},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5740079283714294},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5209925770759583},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5122496485710144},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4880017340183258},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4753786623477936},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3354482054710388},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.29919856786727905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19817039370536804},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.17230618000030518},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1475522816181183},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12480899691581726},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08193376660346985}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.8077423572540283},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7812334895133972},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6709669232368469},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6338996887207031},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5740079283714294},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5209925770759583},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5122496485710144},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4880017340183258},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4753786623477936},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3354482054710388},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29919856786727905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19817039370536804},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.17230618000030518},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1475522816181183},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12480899691581726},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08193376660346985},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2014.2351782","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2014.2351782","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W132040151","https://openalex.org/W222373124","https://openalex.org/W1529353710","https://openalex.org/W1552180419","https://openalex.org/W1587378315","https://openalex.org/W1593874186","https://openalex.org/W1607198972","https://openalex.org/W1926124102","https://openalex.org/W2013173096","https://openalex.org/W2073273423","https://openalex.org/W2083061230","https://openalex.org/W2087530244","https://openalex.org/W2098822924","https://openalex.org/W2109485736","https://openalex.org/W2120294885","https://openalex.org/W2129031807","https://openalex.org/W2134763285","https://openalex.org/W2134810998","https://openalex.org/W2136661385","https://openalex.org/W2140167763","https://openalex.org/W2140200866","https://openalex.org/W2141833837","https://openalex.org/W2147830558","https://openalex.org/W2159080219","https://openalex.org/W2161978238","https://openalex.org/W2165949176","https://openalex.org/W2166250796","https://openalex.org/W2172085931","https://openalex.org/W2175160295","https://openalex.org/W2294889625","https://openalex.org/W3140968660","https://openalex.org/W4237928211","https://openalex.org/W6605374911","https://openalex.org/W6608662560","https://openalex.org/W6631840224","https://openalex.org/W6633146112","https://openalex.org/W6635186766","https://openalex.org/W6635762721","https://openalex.org/W6677919857","https://openalex.org/W6680244845","https://openalex.org/W6680794665","https://openalex.org/W6681574158","https://openalex.org/W6683794550"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W4235240664","https://openalex.org/W1982914007","https://openalex.org/W2159583675","https://openalex.org/W1852113167","https://openalex.org/W1493858311","https://openalex.org/W1824242903","https://openalex.org/W2155470929","https://openalex.org/W2394465510","https://openalex.org/W2111125783"],"abstract_inverted_index":{"Supply":[0],"chain":[1,27,65,92,150],"formation":[2],"(SCF)":[3],"is":[4,188],"the":[5,9,20,38,82,85,132,169,177,186,223],"process":[6],"of":[7,11,22,50,84,134,171,181,203,227],"determining":[8],"set":[10],"participants":[12,76,182],"and":[13,52,71,108,114,161,179,211],"exchange":[14],"relationships":[15],"within":[16],"a":[17,25,47,68,135,145,201,207],"network":[18,204],"with":[19,58,100],"goal":[21],"setting":[23],"up":[24],"supply":[26,64,87,91,149],"that":[28,62,193,212],"meets":[29],"some":[30],"predefined":[31],"social":[32],"objective.":[33],"Many":[34],"proposed":[35],"solutions":[36,199],"for":[37],"SCF":[39],"problem":[40,209],"rely":[41],"on":[42,200],"centralized":[43],"computation,":[44],"which":[45,104,153],"presents":[46],"single":[48,111],"point":[49],"failure":[51],"can":[53],"also":[54,165],"lead":[55],"to":[56,77,98,216,222],"problems":[57],"scalability.":[59],"Decentralized":[60],"techniques":[61],"aid":[63],"emergence":[66,93,151],"offer":[67],"more":[69],"robust":[70],"scalable":[72],"approach":[73],"by":[74,219],"allowing":[75],"deliberate":[78],"between":[79],"themselves":[80],"about":[81],"structure":[83],"optimal":[86],"chain.":[88],"Current":[89],"decentralized":[90],"mechanisms":[94],"are":[95,106,183],"only":[96,113],"able":[97],"deal":[99],"simplistic":[101],"scenarios":[102],"in":[103,110,144,173,206],"goods":[105],"produced":[107],"traded":[109],"units":[112],"without":[115],"taking":[116],"into":[117],"account":[118],"production":[119,159],"capacities":[120,160],"or":[121,225],"input-output":[122],"ratios":[123],"other":[124],"than":[125],"1:1.":[126],"In":[127],"this":[128],"paper,":[129],"we":[130],"demonstrate":[131],"performance":[133,170,213],"graphical":[136],"inference":[137],"technique,":[138],"max-sum":[139,194],"loopy":[140],"belief":[141],"propagation":[142],"(LBP),":[143],"complex":[146],"multiunit":[147,208],"unit":[148],"scenario":[152],"models":[154],"additional":[155],"constraints":[156],"such":[157],"as":[158,185],"input-to-output":[162],"ratios.":[163],"We":[164],"provide":[166],"results":[167,191],"demonstrating":[168],"LBP":[172,195],"dynamic":[174],"environments,":[175],"where":[176],"properties":[178,224],"composition":[180,226],"altered":[184],"algorithm":[187],"running.":[189],"Our":[190],"suggest":[192],"produces":[196],"consistently":[197],"strong":[198],"variety":[202],"structures":[205],"scenario,":[210],"tends":[214],"not":[215],"be":[217],"affected":[218],"on-the-fly":[220],"changes":[221],"participants.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
