{"id":"https://openalex.org/W3120984046","doi":"https://doi.org/10.1109/mwc.003.2100028","title":"Toward Energy-Efficient Federated Learning Over 5G+ Mobile Devices","display_name":"Toward Energy-Efficient Federated Learning Over 5G+ Mobile Devices","publication_year":2022,"publication_date":"2022-05-09","ids":{"openalex":"https://openalex.org/W3120984046","doi":"https://doi.org/10.1109/mwc.003.2100028","mag":"3120984046"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.003.2100028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.003.2100028","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 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/A5020681881","display_name":"Dian Shi","orcid":"https://orcid.org/0000-0002-9219-5516"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dian Shi","raw_affiliation_strings":["University of Houston,USA","University of Houston, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston,USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"University of Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420654","display_name":"Liang Li","orcid":"https://orcid.org/0000-0002-1943-8219"},"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":"Liang Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China","Beijing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403639","display_name":"Rui Chen","orcid":"https://orcid.org/0000-0002-3853-6308"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Chen","raw_affiliation_strings":["University of Houston,USA","University of Houston, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston,USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"University of Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081141790","display_name":"Pavana Prakash","orcid":"https://orcid.org/0000-0002-5752-5778"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pavana Prakash","raw_affiliation_strings":["University of Houston,USA","University of Houston, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston,USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"University of Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047722991","display_name":"Miao Pan","orcid":"https://orcid.org/0000-0003-2138-4413"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miao Pan","raw_affiliation_strings":["University of Houston,USA","University of Houston, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston,USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"University of Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016290340","display_name":"Yuguang Fang","orcid":"https://orcid.org/0000-0002-1079-3871"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuguang Fang","raw_affiliation_strings":["University of Florida,USA","University of Florida, USA"],"affiliations":[{"raw_affiliation_string":"University of Florida,USA","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"University of Florida, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020681881"],"corresponding_institution_ids":["https://openalex.org/I44461941"],"apc_list":null,"apc_paid":null,"fwci":6.1103,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.96747376,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"29","issue":"5","first_page":"44","last_page":"51"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8634368181228638},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5006351470947266},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.46126988530158997},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.43170982599258423},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.42644453048706055},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.35584989190101624},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.33340466022491455},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2681301236152649},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.13750633597373962}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8634368181228638},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5006351470947266},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.46126988530158997},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.43170982599258423},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.42644453048706055},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35584989190101624},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.33340466022491455},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2681301236152649},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.13750633597373962},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.003.2100028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.003.2100028","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9100000262260437}],"awards":[{"id":"https://openalex.org/G1056361001","display_name":null,"funder_award_id":"CNS-2107057,CNS-2106589","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1710476689","https://openalex.org/W2119144962","https://openalex.org/W2541884796","https://openalex.org/W2622263826","https://openalex.org/W2760837370","https://openalex.org/W2783522756","https://openalex.org/W2900120080","https://openalex.org/W2912213068","https://openalex.org/W2964299589","https://openalex.org/W2981096252","https://openalex.org/W2984221606","https://openalex.org/W3016083407","https://openalex.org/W3016146955","https://openalex.org/W3086809868","https://openalex.org/W3116571893","https://openalex.org/W3152952112","https://openalex.org/W4206900626","https://openalex.org/W4285411375","https://openalex.org/W4313003510","https://openalex.org/W4318619660","https://openalex.org/W6677580257","https://openalex.org/W6728757088","https://openalex.org/W6775545415"],"related_works":["https://openalex.org/W3034529322","https://openalex.org/W2115913271","https://openalex.org/W2113597336","https://openalex.org/W2155505549","https://openalex.org/W2048100608","https://openalex.org/W2090296580","https://openalex.org/W1576249345","https://openalex.org/W4243905374","https://openalex.org/W2785815065","https://openalex.org/W1796074903"],"abstract_inverted_index":{"The":[0],"continuous":[1],"convergence":[2],"of":[3,22,42,58,66,137,140,171],"machine":[4],"learning":[5,24,146],"algorithms,":[6],"5G":[7],"and":[8,13,37,104,129],"beyond":[9],"(5G+)":[10],"wireless":[11,109,130],"communications,":[12],"artificial":[14],"intelligence":[15],"(AI)":[16],"hardware":[17],"implementation":[18],"hastens":[19],"the":[20,47,59,64,115,135,138,169],"birth":[21],"federated":[23],"(FL)":[25],"over":[26,68,88,164],"5G+":[27,70,89,165],"mobile":[28,35,71,90,166],"devices,":[29],"which":[30],"pushes":[31],"AI":[32,44],"functions":[33],"to":[34,83,113],"devices":[36,91,167],"initiates":[38],"a":[39,94],"new":[40],"era":[41],"on-device":[43],"applications.":[45],"Despite":[46],"remarkable":[48],"progress":[49],"made":[50],"in":[51,77,111],"FL,":[52],"huge":[53],"energy":[54,97,117,123,172],"consumption":[55,98,124],"is":[56],"one":[57],"most":[60],"significant":[61],"obstacles":[62],"restricting":[63],"development":[65],"FL":[67,87,142,163],"battery-constrained":[69],"devices.":[72],"To":[73],"address":[74],"this":[75,78],"issue,":[76],"article,":[79],"we":[80,120,133,155],"investigate":[81],"how":[82],"develop":[84],"energy-":[85],"efficient":[86],"by":[92],"making":[93],"trade-off":[95],"between":[96],"for":[99,106,126,162],"\u201cworking\u201d":[100],"(i.e.,":[101,108],"local":[102],"computing)":[103],"that":[105],"\u201ctalking\u201d":[107],"communications)":[110],"order":[112],"boost":[114],"overall":[116],"efficiency.":[118,173],"Specifically,":[119],"first":[121],"examine":[122],"models":[125],"GPU":[127],"computation":[128],"transmissions.":[131],"Then,":[132],"overview":[134],"state":[136],"art":[139],"integrating":[141],"procedure":[143],"with":[144],"energy-efficient":[145],"techniques":[147],"(gradient":[148],"sparsification,":[149],"weight":[150],"quantization,":[151],"pruning,":[152],"etc.).":[153],"Finally,":[154],"present":[156],"several":[157],"potential":[158],"future":[159],"research":[160],"directions":[161],"from":[168],"perspective":[170]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
