{"id":"https://openalex.org/W7117544558","doi":"https://doi.org/10.1109/ton.2025.3649656","title":"MPROF: Multi-Dimensional Preference-Driven Resource Optimization Framework for Cloud-Edge-End Collaboration","display_name":"MPROF: Multi-Dimensional Preference-Driven Resource Optimization Framework for Cloud-Edge-End Collaboration","publication_year":2025,"publication_date":"2025-12-30","ids":{"openalex":"https://openalex.org/W7117544558","doi":"https://doi.org/10.1109/ton.2025.3649656"},"language":null,"primary_location":{"id":"doi:10.1109/ton.2025.3649656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2025.3649656","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","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/A5121530594","display_name":"Yang Xia","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Xia","raw_affiliation_strings":["College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101533988","display_name":"Qiang He","orcid":"https://orcid.org/0000-0002-1820-6141"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang He","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121536869","display_name":"Hui Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I181679659","display_name":"Shanghai University of Finance and Economics","ror":"https://ror.org/00wtvfq62","country_code":"CN","type":"education","lineage":["https://openalex.org/I181679659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Fang","raw_affiliation_strings":["Key Laboratory of Interdisciplinary Research of Computation and Economics and the School of Computing and Artificial Intelligence, Shanghai University of Finance and Economics, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Interdisciplinary Research of Computation and Economics and the School of Computing and Artificial Intelligence, Shanghai University of Finance and Economics, Shanghai, China","institution_ids":["https://openalex.org/I181679659"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xingwei Wang","orcid":"https://orcid.org/0000-0003-2856-4716"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingwei Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121535089","display_name":"Yuanguo Bi","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanguo Bi","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116585348","display_name":"Ammar Hawbani","orcid":null},"institutions":[{"id":"https://openalex.org/I125904092","display_name":"Shenyang Aerospace University","ror":"https://ror.org/02423gm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I125904092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ammar Hawbani","raw_affiliation_strings":["School of Computer Science, Shenyang Aerospace University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shenyang Aerospace University, Shenyang, China","institution_ids":["https://openalex.org/I125904092"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121496786","display_name":"Keping Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I204291657","display_name":"Hosei University","ror":"https://ror.org/00bx6dj65","country_code":"JP","type":"education","lineage":["https://openalex.org/I204291657"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keping Yu","raw_affiliation_strings":["Graduate School of Science and Engineering, Hosei University, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Science and Engineering, Hosei University, Tokyo, Japan","institution_ids":["https://openalex.org/I204291657"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5121530594"],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":1.4196,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88600935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"34","issue":null,"first_page":"2701","last_page":"2716"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9340999722480774,"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":0.9340999722480774,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.023800000548362732,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.013700000010430813,"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/task","display_name":"Task (project management)","score":0.6039000153541565},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5846999883651733},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5760999917984009},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4848000109195709},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4691999852657318},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4530999958515167},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.38989999890327454}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8064000010490417},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6039000153541565},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5846999883651733},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5760999917984009},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4848000109195709},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4715000092983246},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4691999852657318},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4530999958515167},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.38989999890327454},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.37130001187324524},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.3305000066757202},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.3264999985694885},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C176165272","wikidata":"https://www.wikidata.org/wiki/Q2072225","display_name":"Human resource management system","level":3,"score":0.3005000054836273},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ton.2025.3649656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2025.3649656","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7843583822250366,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1873216522","display_name":null,"funder_award_id":"U22A2004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2626357709","display_name":null,"funder_award_id":"72192832","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2832085511","display_name":null,"funder_award_id":"Grant 62032013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3943583233","display_name":null,"funder_award_id":"Grant U22A2004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4583077033","display_name":null,"funder_award_id":"Grant 72192832","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G577245554","display_name":null,"funder_award_id":"Grant 92267206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6707267092","display_name":null,"funder_award_id":"72371148","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6793214500","display_name":null,"funder_award_id":"Grant 62202089","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7797178789","display_name":null,"funder_award_id":"62432003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8563207746","display_name":null,"funder_award_id":"Grant 72371148","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W2594560857","https://openalex.org/W2746553466","https://openalex.org/W2983412292","https://openalex.org/W3168768468","https://openalex.org/W3214279238","https://openalex.org/W4214816089","https://openalex.org/W4312260467","https://openalex.org/W4312864291","https://openalex.org/W4365790252","https://openalex.org/W4379382582","https://openalex.org/W4379986188","https://openalex.org/W4389722398","https://openalex.org/W4390576670","https://openalex.org/W4390604386","https://openalex.org/W4394786109","https://openalex.org/W4399601576","https://openalex.org/W4400877934","https://openalex.org/W4401508580","https://openalex.org/W4401567242","https://openalex.org/W4402473916","https://openalex.org/W4402473922","https://openalex.org/W4402509398","https://openalex.org/W4402569171","https://openalex.org/W4402775307","https://openalex.org/W4406047583","https://openalex.org/W4406657357","https://openalex.org/W4407212682","https://openalex.org/W4407450919","https://openalex.org/W4407467456","https://openalex.org/W4407736716","https://openalex.org/W4408016838","https://openalex.org/W4408181521","https://openalex.org/W4408709181","https://openalex.org/W4409356441","https://openalex.org/W4410491744","https://openalex.org/W4410808519","https://openalex.org/W4411948890","https://openalex.org/W4412623408","https://openalex.org/W4412623604","https://openalex.org/W4413146701","https://openalex.org/W4413308222","https://openalex.org/W4414230449","https://openalex.org/W7084032167"],"related_works":[],"abstract_inverted_index":{"In":[0,45],"cloud-edge-end":[1],"(CEE)":[2],"collaboration,":[3],"the":[4,36,47,64,76,97,105,112,119,125,134,148,165],"resource":[5,66,79,150],"optimization":[6,49,80,130],"based":[7],"on":[8,25,42,118],"deep":[9],"reinforcement":[10],"learning":[11],"have":[12],"achieved":[13],"significant":[14],"performance":[15],"improvements":[16],"in":[17,31,172],"time-slot":[18],"systems.":[19],"However,":[20],"some":[21],"studies":[22],"only":[23],"focus":[24],"computing":[26,65],"delay":[27],"and":[28,141,179],"energy":[29,180],"consumption":[30,181],"each":[32],"time":[33,121],"slot,":[34],"ignoring":[35],"impact":[37,113],"of":[38,56,67,114],"task":[39,106,139,173,177],"backlog":[40,107],"queues":[41],"system":[43,149,175],"performance.":[44],"addition,":[46],"delay-oriented":[48],"tends":[50],"to":[51,58,61],"offload":[52],"a":[53,91],"large":[54],"number":[55],"tasks":[57,117],"servers,":[59],"failing":[60],"fully":[62],"utilize":[63],"mobile":[68],"devices.":[69],"To":[70],"address":[71],"these":[72],"issues,":[73],"we":[74],"propose":[75],"multi-dimensional":[77],"preference-driven":[78],"framework":[81,167],"(MPROF).":[82],"This":[83],"study":[84],"includes":[85],"several":[86],"key":[87],"points:":[88],"1)":[89],"constructing":[90],"three-layer":[92],"heterogeneous":[93],"architecture":[94],"that":[95,132],"applying":[96],"collaboration":[98],"among":[99],"edges":[100],"for":[101,137,147],"CEE;":[102],"2)":[103],"proposing":[104,124],"estimation":[108],"mechanism,":[109],"which":[110],"mitigates":[111],"previous":[115],"unfinished":[116],"current":[120],"slot;":[122],"3)":[123],"group":[126],"relative":[127],"direct-preference":[128],"policy":[129],"(GRDPO)":[131],"incorporates":[133],"preference":[135],"information":[136],"efficient":[138],"offloading,":[140,174],"combines":[142],"it":[143],"with":[144],"mathematical":[145],"programming":[146],"optimization.":[151],"The":[152,161],"simulation":[153],"experiments":[154],"are":[155],"conducted":[156],"across":[157],"multiple":[158],"typical":[159],"scenarios.":[160],"results":[162],"show":[163],"that,":[164],"proposed":[166],"outperforms":[168],"existing":[169],"mainstream":[170],"methods":[171],"delay,":[176],"backlog,":[178],"control,":[182],"demonstrating":[183],"certain":[184],"practical":[185],"application":[186],"prospects.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-12-30T00:00:00"}