{"id":"https://openalex.org/W4410152950","doi":"https://doi.org/10.1109/twc.2025.3564356","title":"Task-Driven Priority-Aware Computation Offloading Using Deep Reinforcement Learning","display_name":"Task-Driven Priority-Aware Computation Offloading Using Deep Reinforcement Learning","publication_year":2025,"publication_date":"2025-05-07","ids":{"openalex":"https://openalex.org/W4410152950","doi":"https://doi.org/10.1109/twc.2025.3564356"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2025.3564356","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2025.3564356","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Wireless Communications","raw_type":"journal-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/A5101774926","display_name":"Hao Hao","orcid":"https://orcid.org/0000-0003-2765-3303"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Hao","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-2765-3303","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069646989","display_name":"Changqiao Xu","orcid":"https://orcid.org/0000-0003-1467-1086"},"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":"Changqiao Xu","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1467-1086","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079321466","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0002-8947-9067"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-8947-9067","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044191416","display_name":"Shujie Yang","orcid":"https://orcid.org/0000-0002-9597-2659"},"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":"Shujie Yang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9597-2659","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050234051","display_name":"Gabriel\u2010Miro Muntean","orcid":"https://orcid.org/0000-0002-9332-4770"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gabriel-Miro Muntean","raw_affiliation_strings":["Performance Engineering Laboratory, School of Electronic Engineering, Dublin City University, Dublin 9, Ireland","School of Electronic Engineering, Performance Engineering Laboratory, Dublin City University, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-9332-4770","affiliations":[{"raw_affiliation_string":"Performance Engineering Laboratory, School of Electronic Engineering, Dublin City University, Dublin 9, Ireland","institution_ids":["https://openalex.org/I42934936"]},{"raw_affiliation_string":"School of Electronic Engineering, Performance Engineering Laboratory, Dublin City University, Dublin, Ireland","institution_ids":["https://openalex.org/I42934936"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":27.3237,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.99771745,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"24","issue":"10","first_page":"8114","last_page":"8128"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.994700014591217,"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":0.994700014591217,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9581999778747559,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.8291717767715454},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8028610348701477},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.613529622554779},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.599913477897644},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4944911003112793},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4826960563659668},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45966824889183044},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33320164680480957},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.15545833110809326},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13158786296844482},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11584120988845825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8291717767715454},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8028610348701477},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.613529622554779},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.599913477897644},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4944911003112793},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4826960563659668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45966824889183044},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33320164680480957},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.15545833110809326},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13158786296844482},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11584120988845825},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/twc.2025.3564356","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2025.3564356","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2052052771","display_name":null,"funder_award_id":"2022CXGC020106","funder_id":"https://openalex.org/F4320330214","funder_display_name":"Key Research and Development Program of Hunan Province of China"},{"id":"https://openalex.org/G2568797656","display_name":null,"funder_award_id":"ZR2022QF040","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4917731782","display_name":null,"funder_award_id":"62225105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8492054582","display_name":null,"funder_award_id":"62401304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320330214","display_name":"Key Research and Development Program of Hunan Province of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2131959252","https://openalex.org/W2624989916","https://openalex.org/W2765821017","https://openalex.org/W2800305275","https://openalex.org/W2808449107","https://openalex.org/W2951054802","https://openalex.org/W2954039338","https://openalex.org/W2978955357","https://openalex.org/W2980048925","https://openalex.org/W2986138900","https://openalex.org/W2999225051","https://openalex.org/W3006436102","https://openalex.org/W3011265235","https://openalex.org/W3037157458","https://openalex.org/W3092837658","https://openalex.org/W3109463546","https://openalex.org/W3135028423","https://openalex.org/W3172247901","https://openalex.org/W3214279238","https://openalex.org/W4214634553","https://openalex.org/W4226137608","https://openalex.org/W4226490845","https://openalex.org/W4281729538","https://openalex.org/W4293195546","https://openalex.org/W4312299095","https://openalex.org/W4321488123","https://openalex.org/W4322731075","https://openalex.org/W4323913995","https://openalex.org/W4390604386"],"related_works":["https://openalex.org/W2966556967","https://openalex.org/W4306904969","https://openalex.org/W2751308120","https://openalex.org/W4399169206","https://openalex.org/W2896883851","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W3108946947","https://openalex.org/W2337102067","https://openalex.org/W4302338237"],"abstract_inverted_index":{"Computation":[0],"offloading":[1,24,54],"is":[2,25,78],"an":[3],"effective":[4],"method":[5],"for":[6],"reducing":[7],"the":[8,15,61,87,93,109,121,127,130],"pressure":[9],"put":[10],"on":[11,22,65,108],"networks":[12],"and":[13,27,37,71,102,125],"improving":[14],"service":[16],"experience.":[17],"However,":[18],"most":[19],"existing":[20],"research":[21],"computation":[23,53],"timeslot-driven":[26],"treats":[28],"all":[29],"tasks":[30],"equally,":[31],"resulting":[32],"in":[33],"decision":[34,83],"waiting":[35],"delays":[36],"failure":[38],"to":[39,142],"complete":[40],"some":[41],"important":[42],"tasks.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47,96,119],"propose":[48,103],"a":[49,66,81,98,104],"novel":[50,105],"priority-aware":[51],"task-driven":[52],"model":[55,77],"with":[56],"system":[57],"performance":[58,140],"gain":[59],"as":[60,80],"optimization":[62,94],"objective":[63],"based":[64,107],"combination":[67],"of":[68,92,129],"task":[69],"delay":[70],"energy":[72],"consumption":[73],"aspects.":[74],"The":[75],"new":[76],"formulated":[79],"Markov":[82],"process":[84],"(MDP).":[85],"Considering":[86],"discrete-continuous":[88],"hybrid":[89],"action":[90],"space":[91,101],"problem,":[95],"construct":[97],"dependence-aware":[99],"latent":[100],"algorithm":[106,116,137],"Twin":[110],"Delayed":[111],"Deep":[112],"Deterministic":[113],"policy":[114],"gradient":[115],"(TD3).":[117],"Additionally,":[118],"present":[120],"neural":[122],"network":[123],"structure":[124],"analyze":[126],"complexity":[128],"algorithm.":[131],"Extensive":[132],"simulations":[133],"show":[134],"how":[135],"our":[136],"achieves":[138],"superior":[139],"compared":[141],"three":[143],"state-of-the-art":[144],"alternative":[145],"approaches.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":21},{"year":2025,"cited_by_count":18}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}