{"id":"https://openalex.org/W4293258823","doi":"https://doi.org/10.1109/tcyb.2022.3192112","title":"A Hyperheuristic With Q-Learning for the Multiobjective Energy-Efficient Distributed Blocking Flow Shop Scheduling Problem","display_name":"A Hyperheuristic With Q-Learning for the Multiobjective Energy-Efficient Distributed Blocking Flow Shop Scheduling Problem","publication_year":2022,"publication_date":"2022-08-22","ids":{"openalex":"https://openalex.org/W4293258823","doi":"https://doi.org/10.1109/tcyb.2022.3192112","pmid":"https://pubmed.ncbi.nlm.nih.gov/35994539"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2022.3192112","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2022.3192112","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5005435119","display_name":"Fuqing Zhao","orcid":"https://orcid.org/0000-0002-7336-9699"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuqing Zhao","raw_affiliation_strings":["School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7336-9699","affiliations":[{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050429889","display_name":"Shilu Di","orcid":null},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shilu Di","raw_affiliation_strings":["School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100398661","display_name":"Ling Wang","orcid":"https://orcid.org/0000-0001-8964-6454"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Wang","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8964-6454","affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":24.2092,"has_fulltext":false,"cited_by_count":242,"citation_normalized_percentile":{"value":0.99776072,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"53","issue":"5","first_page":"3337","last_page":"3350"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":1.0,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":1.0,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","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/T12782","display_name":"Assembly Line Balancing Optimization","score":0.9916999936103821,"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/tardiness","display_name":"Tardiness","score":0.7778151631355286},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.641268789768219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6037086844444275},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5320537686347961},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4995410442352295},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4503936171531677},{"id":"https://openalex.org/keywords/blocking","display_name":"Blocking (statistics)","score":0.4328494071960449},{"id":"https://openalex.org/keywords/flow-shop-scheduling","display_name":"Flow shop scheduling","score":0.4283856749534607},{"id":"https://openalex.org/keywords/tec","display_name":"TEC","score":0.42558377981185913},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4212478995323181},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.4067084789276123},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32217997312545776},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.321219801902771},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2205924093723297},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18192169070243835},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.11422127485275269}],"concepts":[{"id":"https://openalex.org/C2778047078","wikidata":"https://www.wikidata.org/wiki/Q82299449","display_name":"Tardiness","level":4,"score":0.7778151631355286},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.641268789768219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6037086844444275},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5320537686347961},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4995410442352295},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4503936171531677},{"id":"https://openalex.org/C144745244","wikidata":"https://www.wikidata.org/wiki/Q4927286","display_name":"Blocking (statistics)","level":2,"score":0.4328494071960449},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.4283856749534607},{"id":"https://openalex.org/C176379880","wikidata":"https://www.wikidata.org/wiki/Q18031939","display_name":"TEC","level":3,"score":0.42558377981185913},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4212478995323181},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.4067084789276123},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32217997312545776},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.321219801902771},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2205924093723297},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18192169070243835},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.11422127485275269},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C116403925","wikidata":"https://www.wikidata.org/wiki/Q162219","display_name":"Ionosphere","level":2,"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/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2022.3192112","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2022.3192112","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:35994539","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35994539","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5}],"awards":[{"id":"https://openalex.org/G1470154883","display_name":null,"funder_award_id":"61873328","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2510530685","display_name":"\u5236\u9020\u7269\u8054\u73af\u5883\u4e0bHMS\u8c03\u5ea6\u4f18\u5316\u4e0e\u63a7\u5236\u53ca\u667a\u80fd\u7cfb\u7edf\u7814\u7a76","funder_award_id":"62063021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5856821901","display_name":null,"funder_award_id":"21JR7RA204","funder_id":"https://openalex.org/F4320322880","funder_display_name":"Natural Science Foundation of Gansu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322880","display_name":"Natural Science Foundation of Gansu Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W826685547","https://openalex.org/W948781039","https://openalex.org/W2073601282","https://openalex.org/W2092466445","https://openalex.org/W2156391157","https://openalex.org/W2157846217","https://openalex.org/W2163206542","https://openalex.org/W2498536621","https://openalex.org/W2570034060","https://openalex.org/W2595292627","https://openalex.org/W2606846577","https://openalex.org/W2609798607","https://openalex.org/W2783585128","https://openalex.org/W2792243022","https://openalex.org/W2792765706","https://openalex.org/W2801016318","https://openalex.org/W2890162907","https://openalex.org/W2895095767","https://openalex.org/W2963295276","https://openalex.org/W2967783393","https://openalex.org/W2995966864","https://openalex.org/W2998765444","https://openalex.org/W3000727691","https://openalex.org/W3023582503","https://openalex.org/W3027963920","https://openalex.org/W3039349443","https://openalex.org/W3046545692","https://openalex.org/W3080142961","https://openalex.org/W3082377584","https://openalex.org/W3093994124","https://openalex.org/W3096926880","https://openalex.org/W3098074841","https://openalex.org/W3113348940","https://openalex.org/W3124172571","https://openalex.org/W3133488484","https://openalex.org/W3162719517","https://openalex.org/W3170687184","https://openalex.org/W3186316055","https://openalex.org/W3196179151","https://openalex.org/W3202390792","https://openalex.org/W3203365843","https://openalex.org/W3204620648","https://openalex.org/W3206918010","https://openalex.org/W4206820958","https://openalex.org/W6800275624"],"related_works":["https://openalex.org/W2011810134","https://openalex.org/W2050497389","https://openalex.org/W1980879778","https://openalex.org/W3216729967","https://openalex.org/W2902517208","https://openalex.org/W2113526966","https://openalex.org/W2034702700","https://openalex.org/W2968175378","https://openalex.org/W2065561655","https://openalex.org/W2086566512"],"abstract_inverted_index":{"Carbon":[0],"peaking":[1],"and":[2,85,153,171],"carbon":[3],"neutrality,":[4],"which":[5,79],"are":[6],"the":[7,24,30,48,94,105,116,125,128,140,143,162,165],"significant":[8],"national":[9],"strategy":[10,100],"for":[11],"sustainable":[12],"development,":[13],"have":[14],"attracted":[15],"considerable":[16],"attention":[17],"from":[18,63],"production":[19],"enterprises.":[20],"In":[21],"this":[22],"study,":[23],"energy":[25,87],"consumption":[26,88],"is":[27,44,54,90,101,131,146],"considered":[28],"in":[29,115,156,173],"distributed":[31],"blocking":[32],"flow":[33],"shop":[34],"scheduling":[35],"problem":[36],"(DBFSP).":[37],"A":[38],"hyperheuristic":[39],"with":[40],"Q":[41,52],"-learning":[42,53],"(HHQL)":[43],"presented":[45],"to":[46,56,69,92,103,133,148],"address":[47],"energy-efficient":[49],"DBFSP":[50],"(EEDBFSP).":[51],"employed":[55],"select":[57],"an":[58,157],"appropriate":[59],"low-level":[60],"heuristic":[61],"(LLH)":[62],"a":[64,110],"predesigned":[65],"LLH":[66],"set":[67],"according":[68],"historical":[70],"information":[71],"fed":[72],"back":[73],"by":[74],"LLH.":[75,120],"An":[76],"initialization":[77],"method,":[78],"considers":[80],"both":[81],"total":[82,86],"tardiness":[83],"(TTD)":[84],"(TEC),":[89],"proposed":[91],"construct":[93],"initial":[95],"population.":[96],"The":[97,121,136,151],"\u03b5":[98],"-greedy":[99],"introduced":[102],"utilize":[104],"learned":[106],"knowledge":[107],"while":[108],"retaining":[109],"certain":[111],"degree":[112],"of":[113,118,124,139],"exploration":[114],"process":[117],"selecting":[119],"acceleration":[122],"operation":[123,138],"job":[126,141],"on":[127,142],"critical":[129],"path":[130,145],"designed":[132,147],"optimize":[134,149],"TTD.":[135],"deceleration":[137],"noncritical":[144],"TEC.":[150],"statistical":[152],"computational":[154],"experimentation":[155],"extensive":[158],"benchmark":[159],"testified":[160],"that":[161],"HHQL":[163],"outperforms":[164],"other":[166],"comparison":[167],"algorithm":[168],"regarding":[169],"efficiency":[170],"significance":[172],"solving":[174],"EEDBFSP.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":82},{"year":2024,"cited_by_count":75},{"year":2023,"cited_by_count":55},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}