{"id":"https://openalex.org/W3205631904","doi":"https://doi.org/10.1109/tnsm.2021.3120259","title":"GAN-Based Pareto Optimization for Self-Healing of Radio Access Network Slices","display_name":"GAN-Based Pareto Optimization for Self-Healing of Radio Access Network Slices","publication_year":2021,"publication_date":"2021-10-15","ids":{"openalex":"https://openalex.org/W3205631904","doi":"https://doi.org/10.1109/tnsm.2021.3120259","mag":"3205631904"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2021.3120259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2021.3120259","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","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/A5036560410","display_name":"Yatong Wang","orcid":"https://orcid.org/0000-0001-9887-5224"},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]},{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yatong Wang","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103062487","display_name":"Shuang Qin","orcid":"https://orcid.org/0000-0001-9264-6850"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Qin","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086335553","display_name":"Gang Feng","orcid":"https://orcid.org/0000-0002-2512-2392"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Feng","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030171773","display_name":"Jianhong Zhou","orcid":"https://orcid.org/0000-0002-3422-9327"},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]},{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]},{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhong Zhou","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","School of Computer and Software Engineering, Xihua University, Chengdu, China","Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu, China","institution_ids":["https://openalex.org/I102345215"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048769090","display_name":"Fengsheng Wei","orcid":"https://orcid.org/0000-0002-1276-0221"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengsheng Wei","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036560410"],"corresponding_institution_ids":["https://openalex.org/I150229711","https://openalex.org/I3018263800"],"apc_list":null,"apc_paid":null,"fwci":3.0166,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9039039,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"19","issue":"1","first_page":"146","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.9962000250816345,"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/T12127","display_name":"Software System Performance and Reliability","score":0.957099974155426,"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/computer-science","display_name":"Computer science","score":0.7867618799209595},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.6866926550865173},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5328317880630493},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5099636316299438},{"id":"https://openalex.org/keywords/c-ran","display_name":"C-RAN","score":0.47491133213043213},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4630463421344757},{"id":"https://openalex.org/keywords/ran","display_name":"Ran","score":0.4510924816131592},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.424925297498703},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4115530848503113},{"id":"https://openalex.org/keywords/radio-access-network","display_name":"Radio access network","score":0.3646087646484375},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32873058319091797},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.20123621821403503},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1181134581565857},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10426914691925049}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7867618799209595},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.6866926550865173},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5328317880630493},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5099636316299438},{"id":"https://openalex.org/C2779765720","wikidata":"https://www.wikidata.org/wiki/Q5005908","display_name":"C-RAN","level":5,"score":0.47491133213043213},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4630463421344757},{"id":"https://openalex.org/C160704184","wikidata":"https://www.wikidata.org/wiki/Q18031028","display_name":"Ran","level":2,"score":0.4510924816131592},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.424925297498703},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4115530848503113},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.3646087646484375},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32873058319091797},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.20123621821403503},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1181134581565857},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10426914691925049},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C207029474","wikidata":"https://www.wikidata.org/wiki/Q384018","display_name":"Mobile station","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2021.3120259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2021.3120259","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G1169909647","display_name":null,"funder_award_id":"62071091","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4403430203","display_name":null,"funder_award_id":"2020YFB1806804","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1532461462","https://openalex.org/W1900103086","https://openalex.org/W1969042447","https://openalex.org/W1993043418","https://openalex.org/W1997188340","https://openalex.org/W2009554436","https://openalex.org/W2010230333","https://openalex.org/W2073459066","https://openalex.org/W2098936723","https://openalex.org/W2102669784","https://openalex.org/W2111080795","https://openalex.org/W2162745921","https://openalex.org/W2250322698","https://openalex.org/W2563621803","https://openalex.org/W2605289347","https://openalex.org/W2624944960","https://openalex.org/W2739748921","https://openalex.org/W2744184417","https://openalex.org/W2758392317","https://openalex.org/W2765811365","https://openalex.org/W2781839613","https://openalex.org/W2783072796","https://openalex.org/W2784584124","https://openalex.org/W2797385508","https://openalex.org/W2808978750","https://openalex.org/W2891148312","https://openalex.org/W2895851783","https://openalex.org/W2911562155","https://openalex.org/W2950926719","https://openalex.org/W3000127838","https://openalex.org/W3021299442","https://openalex.org/W3034523045","https://openalex.org/W3035186150","https://openalex.org/W3045854076","https://openalex.org/W3092211213","https://openalex.org/W3120225493","https://openalex.org/W3172425741","https://openalex.org/W6668990524","https://openalex.org/W6683698691","https://openalex.org/W6741832134","https://openalex.org/W6779052707"],"related_works":["https://openalex.org/W3018338683","https://openalex.org/W3037103914","https://openalex.org/W2922954044","https://openalex.org/W4315630224","https://openalex.org/W3197340217","https://openalex.org/W2618068568","https://openalex.org/W4294306393","https://openalex.org/W4381187802","https://openalex.org/W4311923021","https://openalex.org/W2692554635"],"abstract_inverted_index":{"Radio":[0],"Access":[1],"Network":[2,117],"(RAN)":[3],"slicing":[4,27],"is":[5,30,54,149,159],"a":[6,83,114],"promising":[7],"architectural":[8],"technology":[9],"to":[10,35,129,161,163],"address":[11,71],"extremely":[12],"diversified":[13],"service":[14],"demands":[15],"and":[16,62,209],"provide":[17],"profitable":[18],"business":[19],"models":[20],"for":[21],"future":[22],"mobile":[23],"networks.":[24],"In":[25,67],"RAN":[26,46,53,61,75,97,214],"architecture,":[28],"self-healing":[29,49,93],"an":[31],"important":[32],"functional":[33],"module":[34,134],"minimize":[36],"the":[37,43,72,88,92,102,131,136,142,164,173,184,191,207],"impact":[38],"of":[39,45,50,59,74,90,95,104,144,175,186,206,212],"network":[40],"failings":[41],"on":[42],"performance":[44,202],"slices.":[47,98,215],"However,":[48],"burgeoning":[51],"sliced":[52],"vastly":[55],"different":[56],"from":[57],"that":[58,156,172],"traditional":[60,108,137,196],"has":[63],"been":[64],"rarely":[65],"investigated.":[66],"this":[68],"paper,":[69],"we":[70,112,125,153],"Self-healing":[73],"Slice":[76],"(SRANS)":[77],"problem":[78,86],"by":[79,182],"modeling":[80],"it":[81],"as":[82],"Pareto":[84,109,120,166],"optimization":[85,110],"with":[87,101,195],"aim":[89],"maximizing":[91],"utilities":[94,208],"individual":[96],"To":[99],"deal":[100],"weakness":[103],"diversity":[105,145,185],"maintenance":[106,146],"in":[107,135,147,189,204],"methods,":[111],"propose":[113],"Generative":[115],"Adversarial":[116],"(GAN)":[118],"based":[119],"Optimization":[121],"(GPO)":[122],"framework.":[123],"Specifically,":[124],"employ":[126],"self-conditioned":[127],"GANs":[128],"replace":[130],"offspring":[132],"reproduction":[133],"Evolutionary":[138],"Algorithm":[139],"(EA),":[140],"where":[141],"insufficiency":[143],"EAs":[148],"effectively":[150],"overcome.":[151],"Furthermore,":[152],"theoretically":[154],"prove":[155],"GPO":[157,177,198],"framework":[158,178],"guaranteed":[160],"converge":[162],"optimal":[165],"solution":[167,187],"set.":[168],"Numerical":[169],"results":[170],"demonstrate":[171],"convergence":[174],"proposed":[176],"can":[179,199],"be":[180],"expedited":[181],"enhancing":[183],"sets":[188],"solving":[190],"SRANS":[192],"problem.":[193],"Compared":[194],"schemes,":[197],"achieve":[200],"significant":[201],"gain":[203],"terms":[205],"isolation":[210],"level":[211],"repaired":[213]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}