{"id":"https://openalex.org/W4396877778","doi":"https://doi.org/10.1109/tnse.2024.3398795","title":"Energy-Aware Federated Learning for AQI Pollutants Forecasting in Edge Networks","display_name":"Energy-Aware Federated Learning for AQI Pollutants Forecasting in Edge Networks","publication_year":2024,"publication_date":"2024-05-13","ids":{"openalex":"https://openalex.org/W4396877778","doi":"https://doi.org/10.1109/tnse.2024.3398795"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2024.3398795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3398795","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Science and Engineering","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/A5102816446","display_name":"C. Venkatesan","orcid":null},"institutions":[{"id":"https://openalex.org/I122964287","display_name":"National Institute of Technology Tiruchirappalli","ror":"https://ror.org/047x65e68","country_code":"IN","type":"education","lineage":["https://openalex.org/I122964287"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Venkatesan C","raw_affiliation_strings":["Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India","institution_ids":["https://openalex.org/I122964287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080955231","display_name":"S Jeevanantham","orcid":null},"institutions":[{"id":"https://openalex.org/I122964287","display_name":"National Institute of Technology Tiruchirappalli","ror":"https://ror.org/047x65e68","country_code":"IN","type":"education","lineage":["https://openalex.org/I122964287"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jeevanantham S","raw_affiliation_strings":["Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India","institution_ids":["https://openalex.org/I122964287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037813534","display_name":"B. Rebekka","orcid":null},"institutions":[{"id":"https://openalex.org/I122964287","display_name":"National Institute of Technology Tiruchirappalli","ror":"https://ror.org/047x65e68","country_code":"IN","type":"education","lineage":["https://openalex.org/I122964287"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rebekka B","raw_affiliation_strings":["Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India","institution_ids":["https://openalex.org/I122964287"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102816446"],"corresponding_institution_ids":["https://openalex.org/I122964287"],"apc_list":null,"apc_paid":null,"fwci":1.366,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83212918,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"11","issue":"5","first_page":"4146","last_page":"4157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9973999857902527,"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":0.9973999857902527,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pollutant","display_name":"Pollutant","score":0.7032536268234253},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5515539050102234},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5135869979858398},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4371924102306366},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.41747045516967773},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.41604623198509216},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2503550052642822},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12809473276138306}],"concepts":[{"id":"https://openalex.org/C82685317","wikidata":"https://www.wikidata.org/wiki/Q19829510","display_name":"Pollutant","level":2,"score":0.7032536268234253},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5515539050102234},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5135869979858398},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4371924102306366},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.41747045516967773},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.41604623198509216},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2503550052642822},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12809473276138306},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2024.3398795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3398795","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2051152775","https://openalex.org/W2124428858","https://openalex.org/W2753002651","https://openalex.org/W3021252719","https://openalex.org/W3044162788","https://openalex.org/W3048448986","https://openalex.org/W3090615085","https://openalex.org/W3096398821","https://openalex.org/W3109847748","https://openalex.org/W3112298559","https://openalex.org/W3115161304","https://openalex.org/W3134843574","https://openalex.org/W3154569184","https://openalex.org/W3163105316","https://openalex.org/W3178176830","https://openalex.org/W3190284897","https://openalex.org/W3209767145","https://openalex.org/W3211791834","https://openalex.org/W3212431702","https://openalex.org/W4206236322","https://openalex.org/W4206732539","https://openalex.org/W4210425674","https://openalex.org/W4210960727","https://openalex.org/W4220806323","https://openalex.org/W4226502413","https://openalex.org/W4288391351","https://openalex.org/W4293212017","https://openalex.org/W4310664327","https://openalex.org/W4312138951","https://openalex.org/W4317038495","https://openalex.org/W4320005495","https://openalex.org/W4321608017","https://openalex.org/W4380450876","https://openalex.org/W4383200232","https://openalex.org/W4386766699"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2382027398","https://openalex.org/W4280559622","https://openalex.org/W3146724685","https://openalex.org/W2921193467","https://openalex.org/W2366937709","https://openalex.org/W2353066366","https://openalex.org/W2808054333","https://openalex.org/W4225133292"],"abstract_inverted_index":{"The":[0,19,33,110,126,155,179],"criticality":[1],"of":[2,16,86,137],"the":[3,46,67,71,146,187,192],"national":[4],"air":[5,30],"pollution":[6],"control":[7],"and":[8,27,41,106,118,173,182],"frequent":[9],"pollutant":[10],"data":[11],"acquisition":[12],"failures":[13],"demand":[14],"forecasting":[15,66],"pollutants":[17,31,68],"concentration.":[18,32,69],"monitoring":[20],"edge":[21,61,72],"stations":[22],"face":[23],"huge":[24],"network":[25,103,147],"traffic":[26],"communicates":[28],"confidential":[29],"Federated":[34,163,166],"Learning":[35],"(FL)":[36],"by":[37,132,153],"default":[38],"offers":[39],"privacy":[40],"reduces":[42],"communication":[43],"overhead.":[44],"Also,":[45],"dependencies":[47],"on":[48,102],"centralized":[49],"server":[50],"can":[51],"be":[52,80],"avoided.":[53],"This":[54],"motivates":[55],"us":[56],"to":[57,79,120,142],"build":[58],"an":[59],"efficient":[60],"learning":[62,107,123],"provisioned":[63],"framework":[64],"for":[65,83],"Since,":[70],"nodes":[73,77],"are":[74,129],"resource-constrained,":[75],"these":[76],"need":[78],"chosen":[81],"dynamically":[82],"every":[84],"round":[85],"training.":[87],"To":[88],"achieve":[89],"this,":[90],"we":[91],"propose":[92],"a":[93],"FL":[94],"using":[95],"Optimal":[96],"Node":[97],"Scheduling":[98],"(ONS)":[99],"(Fed-ONS)":[100],"based":[101],"energy":[104],"state":[105],"performance":[108,194],"statistics.":[109],"Bidirectional":[111],"Long-Short":[112],"Term":[113],"Memory":[114],"(Bi-LSTM)":[115],"is":[116],"experimented":[117],"found":[119],"outperform":[121],"other":[122],"models":[124],"considered.":[125],"error":[127],"values":[128],"further":[130],"reduced":[131],"78.15%":[133],"through":[134],"optimal":[135],"choice":[136],"node":[138],"schedule":[139],"with":[140,168,196],"reference":[141],"random":[143],"selection.":[144],"Correspondingly,":[145],"life":[148],"time":[149],"has":[150],"been":[151],"extended":[152],"26.6%.":[154],"proposed":[156,188],"ONS":[157],"outperforms":[158],"benchmark":[159],"schemes":[160],"such":[161],"as":[162],"Averaging":[164,167],"(FedAvg),":[165],"proximal":[169],"point":[170],"optimization":[171],"(FedProx)":[172],"Sign":[174],"Stochastic":[175],"Gradient":[176],"Descent":[177],"(signSGD).":[178],"mathematical":[180],"analysis":[181],"experimental":[183],"results":[184],"emphasize":[185],"that":[186],"Fed-ONS":[189],"mechanism":[190],"enhances":[191],"training":[193],"alongside":[195],"improved":[197],"energy-efficiency.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}