{"id":"https://openalex.org/W4413267718","doi":"https://doi.org/10.1109/mcom.001.2500052","title":"Mobile Network Data Synthesis with Generative AI: Challenges and Solutions","display_name":"Mobile Network Data Synthesis with Generative AI: Challenges and Solutions","publication_year":2025,"publication_date":"2025-07-28","ids":{"openalex":"https://openalex.org/W4413267718","doi":"https://doi.org/10.1109/mcom.001.2500052"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.2500052","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500052","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","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/A5031745233","display_name":"Sijing Duan","orcid":"https://orcid.org/0000-0003-3295-8822"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sijing Duan","raw_affiliation_strings":["Tsinghua University,China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449345","display_name":"Ye Zhang","orcid":"https://orcid.org/0000-0003-0383-6279"},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Zhang","raw_affiliation_strings":["Beijing Information Science and Technology University"],"affiliations":[{"raw_affiliation_string":"Beijing Information Science and Technology University","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035157184","display_name":"Feng Lyu","orcid":"https://orcid.org/0000-0002-2990-5415"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Lyu","raw_affiliation_strings":["Central South University,China"],"affiliations":[{"raw_affiliation_string":"Central South University,China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039199386","display_name":"Conghao Zhou","orcid":"https://orcid.org/0000-0002-5727-2432"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Conghao Zhou","raw_affiliation_strings":["Xidian University,China"],"affiliations":[{"raw_affiliation_string":"Xidian University,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773343","display_name":"Xuemin Shen","orcid":"https://orcid.org/0000-0002-4140-287X"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xuemin Shen","raw_affiliation_strings":["University of Waterloo,Canada"],"affiliations":[{"raw_affiliation_string":"University of Waterloo,Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5031745233"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":4.2588,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.94692624,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"63","issue":"12","first_page":"172","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.824400007724762,"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":0.824400007724762,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.7842000126838684,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.7311999797821045,"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":0.8548375368118286},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.43946778774261475},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4290796220302582},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.41654840111732483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3420944809913635}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8548375368118286},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.43946778774261475},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4290796220302582},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.41654840111732483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3420944809913635}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.001.2500052","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500052","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4066238608","display_name":null,"funder_award_id":"B18059","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G5395772086","display_name":null,"funder_award_id":"62402279,62422216,62320106006","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/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W3201886739","https://openalex.org/W4224322255","https://openalex.org/W4290991003","https://openalex.org/W4387448622","https://openalex.org/W4390665506","https://openalex.org/W4390828922","https://openalex.org/W4400647460","https://openalex.org/W4401857602","https://openalex.org/W4403677254","https://openalex.org/W4407900133"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Mobile":[0],"network":[1,57,74,90],"data":[2,20,58,75,108],"plays":[3],"a":[4,23,35,116],"vital":[5],"role":[6],"in":[7,42],"designing":[8],"intelligent":[9],"services":[10],"for":[11,71,103],"cellular,":[12],"vehicular,":[13],"and":[14,28,69,93,114],"satellite":[15],"networks,":[16],"etc.":[17],"However,":[18],"restricted":[19],"access":[21],"poses":[22],"barrier":[24,41],"to":[25,38,87,129],"conducting":[26],"effective":[27],"open":[29],"data-driven":[30],"research.":[31],"Data":[32],"synthesis":[33,59],"is":[34],"promising":[36],"solution":[37],"address":[39,84],"the":[40,43,67,122],"era":[44],"of":[45,124],"generative":[46],"artificial":[47],"intelligence":[48],"(GAI).":[49],"In":[50],"this":[51],"article,":[52],"we":[53,64,78,98],"comprehensively":[54],"study":[55],"mobile":[56,73,89,105],"via":[60],"GAI":[61],"techniques.":[62],"Specifically,":[63],"first":[65],"discuss":[66],"motivation":[68],"challenges":[70,85],"implementing":[72],"synthesis.":[76],"Then,":[77],"introduce":[79],"several":[80],"key":[81],"technologies":[82],"that":[83],"specific":[86],"typical":[88],"traffic,":[91],"trajectory,":[92],"application":[94,106],"usage":[95,107],"data.":[96],"Finally,":[97],"propose":[99],"an":[100],"AppSyn":[101],"method":[102,127],"synthesizing":[104],"based":[109],"on":[110],"large":[111],"language":[112],"models":[113],"conduct":[115],"case":[117],"study.":[118],"Experimental":[119],"results":[120],"demonstrate":[121],"effectiveness":[123],"our":[125],"proposed":[126],"compared":[128],"state-of-the-art":[130],"benchmarks.":[131]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
