{"id":"https://openalex.org/W4415707971","doi":"https://doi.org/10.1109/icme59968.2025.11210182","title":"Action Decomposition-based Actor-Critic for Supply Chain Optimization","display_name":"Action Decomposition-based Actor-Critic for Supply Chain Optimization","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415707971","doi":"https://doi.org/10.1109/icme59968.2025.11210182"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11210182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","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/A5041692641","display_name":"Zhengrong Chen","orcid":"https://orcid.org/0000-0002-5931-3998"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]},{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhengrong Chen","raw_affiliation_strings":["Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China","institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072087731","display_name":"QingHua Zhu","orcid":"https://orcid.org/0000-0002-2337-7041"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Zhu","raw_affiliation_strings":["Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China","institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014819722","display_name":"An\u2010Ping Zeng","orcid":"https://orcid.org/0000-0001-9768-7096"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"An Zeng","raw_affiliation_strings":["Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China","institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016989631","display_name":"Yuzhu Ji","orcid":"https://orcid.org/0000-0003-3589-3884"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]},{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YuZhu Ji","raw_affiliation_strings":["Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China","institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015849144","display_name":"Baoyao Yang","orcid":"https://orcid.org/0000-0001-9092-3164"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]},{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoyao Yang","raw_affiliation_strings":["Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Comp. Sci. &amp; Tech.,Guangzhou,China","institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002250629","display_name":"Dan Pan","orcid":"https://orcid.org/0000-0002-2370-8541"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Pan","raw_affiliation_strings":["Guangdong Polytechnic Normal University,School of Elec. &amp; Info.,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Guangdong Polytechnic Normal University,School of Elec. &amp; Info.,Guangzhou,China","institution_ids":["https://openalex.org/I4210122543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5041692641"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17509175,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.2418999969959259,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.2418999969959259,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.1185000017285347,"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/T11413","display_name":"Risk and Portfolio Optimization","score":0.05719999969005585,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7319999933242798},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.6811000108718872},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6046000123023987},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.421099990606308},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.38659998774528503},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.3833000063896179},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.3691999912261963}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7319999933242798},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7045999765396118},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.6811000108718872},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6046000123023987},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4869000017642975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42649999260902405},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.421099990606308},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.38659998774528503},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.3833000063896179},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.3691999912261963},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.3560999929904938},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28459998965263367},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.2678000032901764},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25920000672340393}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11210182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1964990251","https://openalex.org/W2070854196","https://openalex.org/W2165567769","https://openalex.org/W2951360122","https://openalex.org/W2963446712","https://openalex.org/W2973229164","https://openalex.org/W3118838793","https://openalex.org/W4205375500","https://openalex.org/W4308067623","https://openalex.org/W4388591460","https://openalex.org/W4388714436","https://openalex.org/W4392360282"],"related_works":[],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"deep":[3,55],"reinforcement":[4,56],"learning":[5,57,66],"(DRL)":[6],"has":[7],"demonstrated":[8],"significant":[9],"potential":[10],"to":[11,40,104],"address":[12,47],"complex":[13,70,85,153],"and":[14,32,44,99,117,133,147,162],"dynamic":[15],"supply":[16,34,79,87,154],"chain":[17,35,80,88,155],"optimization":[18],"(SCO)":[19],"problems.":[20,171],"However,":[21],"existing":[22],"DRL":[23,149],"algorithms":[24,103,146,150],"often":[25],"encounter":[26],"challenges":[27],"when":[28],"dealing":[29],"with":[30],"large-scale":[31],"high-dimensional":[33],"decisions,":[36],"making":[37],"it":[38],"difficult":[39],"effectively":[41],"coordinate":[42],"production":[43,116],"transportation.":[45,118],"To":[46,119],"these":[48],"issues,":[49],"this":[50],"paper":[51],"proposes":[52],"an":[53],"innovative":[54],"algorithm\u2014Action":[58],"Decomposition":[59],"Actor-Critic":[60,101],"(ADAC).":[61],"This":[62,157],"algorithm":[63,142,168],"significantly":[64],"reduces":[65],"complexity":[67],"by":[68],"decomposing":[69],"decision":[71],"tasks":[72],"into":[73],"multiple":[74,152],"subtasks.":[75],"Based":[76],"on":[77,130],"real-world":[78,134],"scenarios,":[81],"we":[82,91,126],"construct":[83],"a":[84],"multi-stage":[86],"environment.":[89],"Additionally,":[90],"employ":[92],"action":[93,110],"decomposition-based":[94],"Proximal":[95],"Policy":[96],"Optimization":[97],"(PPO)":[98],"Soft":[100],"(SAC)":[102],"learn":[105],"optimal":[106],"policies":[107],"in":[108,151,169],"continuous":[109],"spaces,":[111],"enabling":[112],"fine-grained":[113],"control":[114],"of":[115,123,165],"verify":[120],"the":[121,124,140,159,166],"effectiveness":[122],"algorithm,":[125],"conduct":[127],"extensive":[128],"experiments":[129],"both":[131],"simulation":[132],"datasets.":[135],"Experimental":[136],"results":[137],"demonstrate":[138],"that":[139],"ADAC":[141,167],"outperforms":[143],"traditional":[144],"heuristic":[145],"general":[148],"scenarios.":[156],"shows":[158],"strong":[160],"robustness":[161],"wide":[163],"applicability":[164],"SCO":[170]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-30T00:00:00"}
