{"id":"https://openalex.org/W4411640134","doi":"https://doi.org/10.1109/tsc.2025.3583154","title":"A Resource Management Strategy for Fluid Equilibrium in Edge-Cloud Market Supporting AIGC Services","display_name":"A Resource Management Strategy for Fluid Equilibrium in Edge-Cloud Market Supporting AIGC Services","publication_year":2025,"publication_date":"2025-06-25","ids":{"openalex":"https://openalex.org/W4411640134","doi":"https://doi.org/10.1109/tsc.2025.3583154"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2025.3583154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3583154","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","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/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-7223-1030","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111136016","display_name":"Chenxuan Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxuan Hou","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0005-8983-2026","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007510770","display_name":"Chao Qiu","orcid":"https://orcid.org/0000-0002-2224-2292"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Qiu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-2224-2292","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037920323","display_name":"Xiaoxu Ren","orcid":"https://orcid.org/0000-0002-3166-1405"},"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":"Xiaoxu Ren","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zehui Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zehui Xiong","raw_affiliation_strings":["School of Electronics, Electrical Engineering and Computer Science (EEECS), Queen&#x2019;s University Belfast, Belfast, U.K","School of Electronics, Electrical Engineering and Computer Science (EEECS), Queen&#x0027;s University Belfast, Belfast, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics, Electrical Engineering and Computer Science (EEECS), Queen&#x2019;s University Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]},{"raw_affiliation_string":"School of Electronics, Electrical Engineering and Computer Science (EEECS), Queen&#x0027;s University Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108154638","display_name":"Haipeng Yao","orcid":null},"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":"Haipeng Yao","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1391-7363","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":null,"display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7442-7416","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8116,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91221554,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"18","issue":"4","first_page":"1922","last_page":"1937"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.7612000107765198,"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"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.7612000107765198,"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/T12384","display_name":"Customer churn and segmentation","score":0.7440000176429749,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.713100016117096,"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/cloud-computing","display_name":"Cloud computing","score":0.7743606567382812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6641698479652405},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5780267119407654},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5002169609069824},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.45412296056747437},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36839526891708374},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1865968406200409},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1686738133430481},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09832519292831421}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7743606567382812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6641698479652405},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5780267119407654},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5002169609069824},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.45412296056747437},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36839526891708374},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1865968406200409},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1686738133430481},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09832519292831421}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsc.2025.3583154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3583154","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/218275","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/218275","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4228552076","display_name":null,"funder_award_id":"RG87/22","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G5070492027","display_name":null,"funder_award_id":"U23B2049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6905679517","display_name":null,"funder_award_id":"RG24/24","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"}],"funders":[{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"},{"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":45,"referenced_works":["https://openalex.org/W1995875735","https://openalex.org/W2016216821","https://openalex.org/W2896457183","https://openalex.org/W2923081051","https://openalex.org/W2928110970","https://openalex.org/W3110674267","https://openalex.org/W3152632304","https://openalex.org/W4285117925","https://openalex.org/W4285220735","https://openalex.org/W4293577983","https://openalex.org/W4307510574","https://openalex.org/W4312933868","https://openalex.org/W4315605952","https://openalex.org/W4319341708","https://openalex.org/W4360615920","https://openalex.org/W4360930287","https://openalex.org/W4379382423","https://openalex.org/W4382998652","https://openalex.org/W4385570651","https://openalex.org/W4387831742","https://openalex.org/W4388838039","https://openalex.org/W4389076451","https://openalex.org/W4390576670","https://openalex.org/W4390828922","https://openalex.org/W4392641400","https://openalex.org/W4392698256","https://openalex.org/W4392908059","https://openalex.org/W4399665894","https://openalex.org/W4401691899","https://openalex.org/W4401878764","https://openalex.org/W4402629199","https://openalex.org/W4402763863","https://openalex.org/W4403210165","https://openalex.org/W4403600764","https://openalex.org/W4404387730","https://openalex.org/W4404781785","https://openalex.org/W4406549892","https://openalex.org/W4406890562","https://openalex.org/W4407638327","https://openalex.org/W4407901494","https://openalex.org/W4409641107","https://openalex.org/W4412886906","https://openalex.org/W6764649928","https://openalex.org/W6845873446","https://openalex.org/W6856243142"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2138260944","https://openalex.org/W2151342429","https://openalex.org/W2394465510","https://openalex.org/W2097486318"],"abstract_inverted_index":{"The":[0,13],"escalating":[1],"demands":[2],"for":[3,20,94,107],"Artificial":[4],"Intelligence-generated":[5],"content":[6,131],"(AIGC)":[7],"services":[8,22,43,63,110],"greatly":[9],"require":[10],"computing":[11,29,58,165,184],"resources.":[12,30,185],"edge-cloud":[14,112],"market":[15,51],"offers":[16],"an":[17],"effective":[18,215],"solution":[19],"AIGC":[21,42,62,109,134,240],"by":[23,136],"integrating,":[24],"managing,":[25],"and":[26,57,91,139,177,211,214,252,262],"trading":[27],"distributed":[28],"Within":[31],"this":[32,70,97],"novel":[33],"service":[34,241],"market,":[35,113],"participants":[36],"contribute":[37],"idle":[38],"resources":[39],"to":[40,44,66,87,145,159,172,205,250,260],"support":[41],"earn":[45],"income,":[46],"creating":[47],"a":[48,101,141,179,198,224],"more":[49,180],"flexible":[50],"environment.":[52,228],"Meanwhile,":[53],"the":[54,85,120,130,154,157,161,169,188,207,231,234],"generation":[55],"quality":[56],"resource":[59,89,102,175,226],"requirements":[60],"of":[61,122,133,156,164,183,190,193,239],"are":[64],"related":[65],"input":[67,83],"prompts.":[68,151],"Therefore,":[69],"relationship":[71],"introduces":[72],"new":[73],"challenges,":[74],"such":[75],"as":[76],"<italic":[77,115,202,244],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[78,116,203,245],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">the":[79],"information":[80,123,137,149],"uncertainty":[81,124],"in":[82,125,150,255],"prompts,":[84,127],"inability":[86,158],"model":[88,160,171],"continuity,":[90],"high-dimensional":[92,191],"complexity":[93,192],"optimization.</i>":[95],"In":[96],"paper,":[98],"we":[99,128,167,196],"propose":[100],"fluid":[103,170],"equilibrium":[104],"management":[105,182],"strategy":[106,194,209],"supporting":[108],"within":[111],"termed":[114],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FluE</i>.":[117],"To":[118,152,186],"address":[119,187],"challenge":[121,155,189],"user":[126],"measure":[129],"value":[132],"prompts":[135],"entropy":[138],"introduce":[140],"redundancy":[142],"reduction":[143],"approach":[144],"focus":[146],"on":[147,230],"meaningful":[148],"tackle":[153],"continuity":[162],"provision":[163,176],"resources,":[166],"utilize":[168],"ensure":[173],"seamless":[174],"facilitate":[178],"balanced":[181],"optimization,":[195],"develop":[197],"diffusion-based":[199],"algorithm":[200,247],"named":[201],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">ReDiff</i>":[204,246],"reconstruct":[206],"target":[208],"distribution":[210],"generate":[212],"precise":[213],"optimization":[216],"decisions.":[217],"We":[218],"evaluate":[219],"our":[220,243],"proposed":[221],"scheme":[222],"under":[223],"dynamic":[225],"provisioning":[227],"Based":[229],"DiffusionDB":[232],"dataset,":[233],"publicly":[235],"available":[236],"real":[237],"trace":[238],"prompt,":[242],"achieves":[248],"up":[249],"69.8%":[251],"77.4%":[253],"improvements":[254],"average":[256],"social":[257],"welfare":[258],"compared":[259],"LySAC":[261],"CD-PPO,":[263],"respectively.":[264]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}