{"id":"https://openalex.org/W7123358039","doi":"https://doi.org/10.1109/dsa66321.2025.00029","title":"Reliability-Driven Scheduling in Distributed Artificial Intelligence: A Multi-Objective Deep Reinforcement Learning Framework for Aiot Applications","display_name":"Reliability-Driven Scheduling in Distributed Artificial Intelligence: A Multi-Objective Deep Reinforcement Learning Framework for Aiot Applications","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W7123358039","doi":"https://doi.org/10.1109/dsa66321.2025.00029"},"language":null,"primary_location":{"id":"doi:10.1109/dsa66321.2025.00029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","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/A5103577027","display_name":"Y Yun-Chung Wu","orcid":"https://orcid.org/0009-0009-8322-6809"},"institutions":[{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]},{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yijin Wu","raw_affiliation_strings":["School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005","institution_ids":["https://openalex.org/I75867142","https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004744712","display_name":"Bingrui Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bingrui Guo","raw_affiliation_strings":["University of California,Department of Applied Mathematics & Computer Science,San Diego,CA,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Applied Mathematics & Computer Science,San Diego,CA,USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104111925","display_name":"Shan He","orcid":null},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan He","raw_affiliation_strings":["School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005","institution_ids":["https://openalex.org/I75867142","https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122863598","display_name":"W. Eric Wong","orcid":null},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"W. Eric Wong","raw_affiliation_strings":["University of Texas at Dallas,Department of Computer Science,Richardson,USA"],"affiliations":[{"raw_affiliation_string":"University of Texas at Dallas,Department of Computer Science,Richardson,USA","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122892895","display_name":"Donghui Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]},{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donghui Guo","raw_affiliation_strings":["School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Xiamen University,Xiamen,Fujian,China,361005","institution_ids":["https://openalex.org/I75867142","https://openalex.org/I191208505"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103577027"],"corresponding_institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.71481371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"174"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.4503999948501587,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.4503999948501587,"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/T13553","display_name":"Age of Information Optimization","score":0.2125999927520752,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.16590000689029694,"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":0.8152999877929688},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5773000121116638},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5733000040054321},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4059999883174896},{"id":"https://openalex.org/keywords/pareto-optimal","display_name":"Pareto optimal","score":0.36820000410079956},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.36149999499320984},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3499000072479248},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.3456000089645386}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8152999877929688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7271999716758728},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5773000121116638},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5733000040054321},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5461000204086304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44749999046325684},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4059999883174896},{"id":"https://openalex.org/C2986314615","wikidata":"https://www.wikidata.org/wiki/Q36829","display_name":"Pareto optimal","level":3,"score":0.36820000410079956},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.36149999499320984},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3499000072479248},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.3456000089645386},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C200157131","wikidata":"https://www.wikidata.org/wiki/Q4854763","display_name":"Bandwidth allocation","level":3,"score":0.3073999881744385},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2775999903678894},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsa66321.2025.00029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.589542031288147,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Driven":[0],"by":[1,112,123],"widespread":[2],"application,":[3],"Artificial":[4],"Intelligence":[5],"of":[6,39,65,119,150,197],"Things":[7],"(AIoT)":[8],"devices":[9],"are":[10],"transforming":[11],"from":[12,27],"isolated":[13],"endpoints":[14],"into":[15,116],"large-scale":[16],"distributed":[17,198],"intelligent":[18],"systems.":[19,202],"This":[20,52,90],"architectural":[21],"shift":[22],"moves":[23],"computational":[24,195],"capabilities":[25],"away":[26],"centralized":[28],"locations":[29],"to":[30],"the":[31,63,69,109,114,164,194],"network":[32,74],"edge,":[33],"directly":[34],"enabling":[35],"a":[36,49,94,117,124,148,156],"vast":[37],"number":[38],"end":[40],"devices.":[41],"Effectively":[42],"managing":[43,193],"these":[44],"latency-sensitive":[45],"systems,":[46],"however,":[47],"presents":[48],"major":[50],"challenge.":[51],"challenge":[53,67],"becomes":[54],"particularly":[55],"acute":[56],"in":[57,87],"unreliable":[58],"and":[59,77,155,178],"resource-constrained":[60],"environments.":[61],"At":[62],"core":[64],"this":[66],"is":[68,145],"critical":[70],"trade-off":[71],"between":[72],"minimizing":[73],"resource":[75],"consumption":[76,159],"maximizing":[78],"system":[79,104,176],"reliability-a":[80],"complex":[81],"multi-objective":[82,97],"optimization":[83],"problem":[84,115],"often":[85],"oversimplified":[86],"existing":[88],"work.":[89],"paper":[91],"introduces":[92],"MODRL-TO,":[93],"novel":[95],"decomposition-based":[96],"deep":[98],"reinforcement":[99],"learning":[100],"framework":[101,144],"for":[102,139,192],"fault-tolerant":[103],"orchestration.":[105],"MODRL-TO":[106,168],"intelligently":[107],"explores":[108],"Pareto":[110],"front":[111],"decomposing":[113],"series":[118],"subproblems,":[120],"each":[121],"solved":[122],"Proximal":[125],"Policy":[126],"Optimization":[127],"(PPO)-based":[128],"Deep":[129],"Reinforcement":[130],"Learning":[131],"(DRL)":[132],"agent":[133],"that":[134,167],"learns":[135],"an":[136,189],"optimal":[137],"policy":[138],"iterative":[140],"deployment":[141],"improvement.":[142],"Our":[143],"built":[146],"upon":[147],"Quality":[149],"Service":[151],"(QoS)-based":[152],"reliability":[153,177],"calculation":[154],"nuanced":[157],"bandwidth":[158,185],"model.":[160],"Through":[161],"extensive":[162],"simulations,":[163],"results":[165],"demonstrate":[166],"significantly":[169],"outperforms":[170],"state-of-the-art":[171],"baselines.":[172],"It":[173],"achieves":[174],"superior":[175],"faster":[179],"application":[180],"completion":[181],"times":[182],"with":[183],"competitive":[184],"efficiency,":[186],"thereby":[187],"providing":[188],"effective":[190],"solution":[191],"fabric":[196],"artificial":[199],"intelligence":[200],"(DAI)":[201]},"counts_by_year":[],"updated_date":"2026-01-14T00:46:21.520733","created_date":"2026-01-14T00:00:00"}