{"id":"https://openalex.org/W4402351995","doi":"https://doi.org/10.1109/ijcnn60899.2024.10649988","title":"Dual Dynamic Attention Network for Flexible Job Scheduling with Reinforcement Learning","display_name":"Dual Dynamic Attention Network for Flexible Job Scheduling with Reinforcement Learning","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351995","doi":"https://doi.org/10.1109/ijcnn60899.2024.10649988"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10649988","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10649988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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/A5101859923","display_name":"Yuting Zhao","orcid":"https://orcid.org/0009-0005-4067-9817"},"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":"Yuting Zhao","raw_affiliation_strings":["Tsinghua University,Department of Electronic Engineering,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Electronic Engineering,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075600415","display_name":"Yuepeng Chen","orcid":"https://orcid.org/0009-0001-4003-0680"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuepeng Chen","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,School of Computer Science (National Pilot Software Engineering School),Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,School of Computer Science (National Pilot Software Engineering School),Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100298415","display_name":"Ji Wu","orcid":"https://orcid.org/0000-0002-8073-5319"},"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":"Ji Wu","raw_affiliation_strings":["Tsinghua University,Department of Electronic Engineering,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Electronic Engineering,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070358240","display_name":"Chenyi Guo","orcid":"https://orcid.org/0000-0002-8222-5179"},"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":"Chenyi Guo","raw_affiliation_strings":["Tsinghua University,Department of Electronic Engineering,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Electronic Engineering,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5169,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.84337349,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9998000264167786,"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":0.9998000264167786,"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/T12288","display_name":"Optimization and Search Problems","score":0.9952999949455261,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9751999974250793,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7351925373077393},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7303856611251831},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5788708925247192},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4731872081756592},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.44658568501472473},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.44629108905792236},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3357090950012207},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3329179883003235},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3305659592151642},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20720815658569336},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1204022765159607},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1120542585849762},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.07020843029022217}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7351925373077393},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7303856611251831},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5788708925247192},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4731872081756592},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.44658568501472473},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.44629108905792236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3357090950012207},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3329179883003235},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3305659592151642},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20720815658569336},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1204022765159607},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1120542585849762},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.07020843029022217},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10649988","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10649988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1980715994","https://openalex.org/W1999445878","https://openalex.org/W2046437335","https://openalex.org/W2122736695","https://openalex.org/W2128882994","https://openalex.org/W2260286117","https://openalex.org/W2339442084","https://openalex.org/W2509231152","https://openalex.org/W2747092504","https://openalex.org/W2799300598","https://openalex.org/W2940800560","https://openalex.org/W2979899262","https://openalex.org/W2997791715","https://openalex.org/W3092208345","https://openalex.org/W3151585744","https://openalex.org/W3157449380","https://openalex.org/W3164085978","https://openalex.org/W3173097263","https://openalex.org/W4206342576","https://openalex.org/W4253180363","https://openalex.org/W4285024875","https://openalex.org/W4309345803","https://openalex.org/W4386590783"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W2145821588","https://openalex.org/W2086122291","https://openalex.org/W1987513656"],"abstract_inverted_index":{"The":[0,67],"flexible":[1],"job":[2],"shop":[3],"problem":[4,11],"(FJSP)":[5],"is":[6,13],"a":[7],"classic":[8],"combinatorial":[9],"optimization":[10],"that":[12,158],"strongly":[14],"NP-hard.":[15],"Recent":[16],"studies":[17],"have":[18,159],"utilized":[19],"deep":[20],"reinforcement":[21],"learning":[22],"(DRL)":[23],"methods":[24,36,153],"for":[25,87,102],"scheduling":[26],"operations":[27,96],"in":[28,46],"FJSP":[29,156],"problems,":[30],"achieving":[31],"results":[32],"comparable":[33],"to":[34,76,149],"accurate":[35,88],"such":[37],"as":[38,110,112],"OR":[39],"tools.":[40],"However,":[41],"there":[42],"are":[43],"still":[44],"limitations":[45],"extracting":[47],"global":[48,79],"representations":[49],"of":[50,81,92],"machines":[51,82],"and":[52,83,89,97,126,144],"operations.":[53,84],"This":[54,85],"paper":[55],"proposes":[56],"the":[57,78,116],"Dual":[58],"Dynamic":[59],"Attention":[60],"Network":[61],"(DDAN),":[62],"which":[63],"addresses":[64],"these":[65],"limitations.":[66],"proposed":[68,117],"method":[69,140],"utilizes":[70],"an":[71],"in-channel":[72],"dynamic":[73],"attention":[74],"mechanism":[75],"capture":[77],"representation":[80,91],"allows":[86],"efficient":[90],"complex":[93],"dependencies":[94],"between":[95],"machines,":[98],"providing":[99],"effective":[100],"support":[101],"subsequent":[103],"dispatching":[104,123],"model.":[105],"Assessments":[106],"using":[107],"synthetic":[108],"datasets":[109],"well":[111],"public":[113],"benchmarks":[114],"corroborate":[115],"approach\u2019s":[118],"superiority":[119],"over":[120],"traditional":[121],"priority":[122],"rules":[124],"(PDRs)":[125],"state-of-the-art":[127,151],"DRL":[128,152],"algorithms.":[129,137],"In":[130],"certain":[131],"cases,":[132],"it":[133],"even":[134],"surpasses":[135],"deterministic":[136],"Additionally,":[138],"this":[139],"demonstrates":[141],"superior":[142],"performance":[143],"stronger":[145],"generalization":[146],"capabilities":[147],"compared":[148],"current":[150],"on":[154],"large-scale":[155],"problems":[157],"not":[160],"been":[161],"previously":[162],"encountered.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}
