{"id":"https://openalex.org/W3100869757","doi":"https://doi.org/10.1109/ssci.2017.8280905","title":"Fuzzy C-means-based scenario bundling for stochastic service network design","display_name":"Fuzzy C-means-based scenario bundling for stochastic service network design","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W3100869757","doi":"https://doi.org/10.1109/ssci.2017.8280905","mag":"3100869757"},"language":"en","primary_location":{"id":"doi:10.1109/ssci.2017.8280905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11343/239243","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041154906","display_name":"Xiaoping Jiang","orcid":"https://orcid.org/0000-0002-3588-1675"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Jiang","raw_affiliation_strings":["School of Computer Science, University of Nottingham Ningbo China, Ningbo, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Nottingham Ningbo China, Ningbo, China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046750599","display_name":"Ruibin Bai","orcid":"https://orcid.org/0000-0003-1722-568X"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruibin Bai","raw_affiliation_strings":["School of Computer Science, University of Nottingham Ningbo China, Ningbo, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Nottingham Ningbo China, Ningbo, China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002768704","display_name":"Uwe Aickelin","orcid":"https://orcid.org/0000-0002-2679-2275"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Uwe Aickelin","raw_affiliation_strings":["School of Computer Science, University of Nottingham Ningbo China, Ningbo, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Nottingham Ningbo China, Ningbo, China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037965570","display_name":"Dario Landa-Silva","orcid":"https://orcid.org/0000-0002-9499-6827"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dario Landa-Silva","raw_affiliation_strings":["School of Computer Science, University of Nottingham Ningbo China, Ningbo, China","University of Nottingham - Ningbo China, Ningbo, Zhejiang, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Nottingham Ningbo China, Ningbo, China","institution_ids":["https://openalex.org/I13591777"]},{"raw_affiliation_string":"University of Nottingham - Ningbo China, Ningbo, Zhejiang, CN","institution_ids":["https://openalex.org/I13591777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I13591777"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9984999895095825,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.9984999895095825,"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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9979000091552734,"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/T10539","display_name":"Sustainable Supply Chain Management","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bundle","display_name":"Bundle","score":0.8089845180511475},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6719954609870911},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6596987247467041},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5930781960487366},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5245128870010376},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5077589750289917},{"id":"https://openalex.org/keywords/network-planning-and-design","display_name":"Network planning and design","score":0.4762311577796936},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4615938663482666},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4520327150821686},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.43816930055618286},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2933560609817505},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.26297950744628906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14586660265922546},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.0637064278125763}],"concepts":[{"id":"https://openalex.org/C2778134712","wikidata":"https://www.wikidata.org/wiki/Q1047307","display_name":"Bundle","level":2,"score":0.8089845180511475},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6719954609870911},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6596987247467041},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5930781960487366},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5245128870010376},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5077589750289917},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.4762311577796936},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4615938663482666},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4520327150821686},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.43816930055618286},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2933560609817505},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26297950744628906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14586660265922546},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0637064278125763},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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":3,"locations":[{"id":"doi:10.1109/ssci.2017.8280905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/239243","is_oa":true,"landing_page_url":"http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000428251402101&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=d4d813f4571fa7d6246bdc0dfeca3a1c","pdf_url":"http://hdl.handle.net/11343/239243","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Symposium Series on Computational Intelligence (IEEE SSCI)","raw_type":"Conference Paper"},{"id":"pmh:oai:nottingham-repository.worktribe.com:897017","is_oa":true,"landing_page_url":"https://nottingham-repository.worktribe.com/output/897017","pdf_url":"https://nottingham-repository.worktribe.com/preview/897031/dls_ssci2017.pdf","source":{"id":"https://openalex.org/S4306402483","display_name":"Repository@Nottingham (University of Nottingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142263535","host_organization_name":"University of Nottingham","host_organization_lineage":["https://openalex.org/I142263535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/239243","is_oa":true,"landing_page_url":"http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000428251402101&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=d4d813f4571fa7d6246bdc0dfeca3a1c","pdf_url":"http://hdl.handle.net/11343/239243","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Symposium Series on Computational Intelligence (IEEE SSCI)","raw_type":"Conference Paper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G1728310954","display_name":"\u968f\u673a\u8fd0\u8f93\u670d\u52a1\u7f51\u7edc\u8bbe\u8ba1\u573a\u666f\u6811\u538b\u7f29\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"71471092","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1939649804","display_name":null,"funder_award_id":"NSFC 71471092","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2848785914","display_name":null,"funder_award_id":"2014A35006","funder_id":"https://openalex.org/F4320324778","funder_display_name":"Ningbo Municipal Bureau of Science and Technology"},{"id":"https://openalex.org/G626235965","display_name":null,"funder_award_id":"LR17G010001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G8194312013","display_name":null,"funder_award_id":"2011B81006","funder_id":"https://openalex.org/F4320324778","funder_display_name":"Ningbo Municipal Bureau of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324778","display_name":"Ningbo Municipal Bureau of Science and Technology","ror":"https://ror.org/00gskyj95"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3100869757.pdf"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1553000336","https://openalex.org/W1988407907","https://openalex.org/W1993748657","https://openalex.org/W1999563417","https://openalex.org/W2021366712","https://openalex.org/W2058063871","https://openalex.org/W2073459066","https://openalex.org/W2128178859","https://openalex.org/W2145507194","https://openalex.org/W2157472482","https://openalex.org/W2164414207","https://openalex.org/W2166050689","https://openalex.org/W2192540070","https://openalex.org/W2312120261","https://openalex.org/W2405594452","https://openalex.org/W2543502461","https://openalex.org/W2587053306","https://openalex.org/W2624821987","https://openalex.org/W3011536933","https://openalex.org/W6668990524"],"related_works":["https://openalex.org/W4384890880","https://openalex.org/W4312613015","https://openalex.org/W2001136280","https://openalex.org/W2515636624","https://openalex.org/W4296591829","https://openalex.org/W2347701390","https://openalex.org/W999420501","https://openalex.org/W3123401086","https://openalex.org/W2469151836","https://openalex.org/W4245577662"],"abstract_inverted_index":{"Stochastic":[0],"service":[1],"network":[2,171],"designs":[3],"with":[4,189],"uncertain":[5],"demand":[6],"represented":[7],"by":[8,48,154,181],"a":[9,17,30,78,93,108,136,155,168,206,212],"set":[10],"of":[11,41,55,61,92,115,135,151,162,178],"scenarios":[12,70],"can":[13,44,119],"be":[14,45,120],"modelled":[15],"as":[16,106],"large-scale":[18],"two-stage":[19],"stochastic":[20],"mixed-integer":[21],"program":[22],"(SMIP).":[23],"The":[24,38],"progressive":[25],"hedging":[26],"algorithm":[27],"(PHA)":[28],"is":[29,64,96],"decomposition":[31,63],"method":[32,66,83],"for":[33,67,167],"solving":[34],"the":[35,42,59,65,69,98,116,131,141,149,160,163,176,182,194,215,219],"resulting":[36],"SMIP.":[37],"computational":[39,220],"performance":[40,161],"PHA":[43,183],"greatly":[46],"enhanced":[47],"decomposing":[49],"according":[50],"to":[51,84,122,184,203,210],"scenario":[52,81,102,109,137],"bundles":[53,117],"instead":[54],"individual":[56],"scenarios.":[57],"At":[58],"heart":[60],"bundle-based":[62],"grouping":[68],"into":[71],"bundles.":[72],"In":[73],"this":[74,86],"paper,":[75],"we":[76,143],"present":[77],"fuzzy":[79,156,191,208],"c-means-based":[80],"bundling":[82,103],"address":[85],"problem.":[87],"Rather":[88],"than":[89,124],"full":[90],"membership":[91,112,134],"bundle,":[94],"which":[95],"typically":[97],"case":[99],"in":[100,113,127],"existing":[101],"strategies":[104],"such":[105],"k-means,":[107],"has":[110],"partial":[111],"each":[114],"and":[118,147,218],"assigned":[121],"more":[123],"one":[125],"bundle":[126,133],"our":[128],"method.":[129],"Since":[130],"multiple":[132],"induces":[138],"overlap":[139,152],"between":[140,214],"bundles,":[142],"empirically":[144],"investigate":[145],"whether":[146],"how":[148],"amount":[150],"controlled":[153],"exponent":[157,209],"would":[158],"affect":[159],"PHA.":[164],"Experimental":[165,199],"results":[166],"less-than-truckload":[169],"transportation":[170],"optimization":[172],"problem":[173],"show":[174],"that":[175],"number":[177],"iterations":[179],"required":[180],"achieve":[185],"convergence":[186],"reduces":[187],"dramatically":[188],"large":[190],"exponents,":[192],"whereas":[193],"computation":[195],"time":[196],"increases":[197],"significantly.":[198],"studies":[200],"were":[201],"conducted":[202],"find":[204],"out":[205],"good":[207],"strike":[211],"trade-off":[213],"solution":[216],"quality":[217],"time.":[221]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}