{"id":"https://openalex.org/W4403447860","doi":"https://doi.org/10.1109/tnse.2024.3481630","title":"Joint Data Allocation and LSTM-Based Server Selection With Parallelized Federated Learning in LEO Satellite IoT Networks","display_name":"Joint Data Allocation and LSTM-Based Server Selection With Parallelized Federated Learning in LEO Satellite IoT Networks","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403447860","doi":"https://doi.org/10.1109/tnse.2024.3481630"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2024.3481630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3481630","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/A5069735221","display_name":"Pengxiang Qin","orcid":"https://orcid.org/0009-0001-8393-6992"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengxiang Qin","raw_affiliation_strings":["School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, China","School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100734239","display_name":"Dongyang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongyang Xu","raw_affiliation_strings":["School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, China","School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100349496","display_name":"Lei Liu","orcid":"https://orcid.org/0000-0001-8173-0408"},"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":"Lei Liu","raw_affiliation_strings":["Guangzhou Institute of Technology, Xidian University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou Institute of Technology, Xidian University, Guangzhou, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061453937","display_name":"Mianxiong Dong","orcid":"https://orcid.org/0000-0002-2788-3451"},"institutions":[{"id":"https://openalex.org/I41725924","display_name":"Muroran Institute of Technology","ror":"https://ror.org/04rymkk69","country_code":"JP","type":"education","lineage":["https://openalex.org/I41725924"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Mianxiong Dong","raw_affiliation_strings":["Department of Sciences and Informatics, Muroran Institute of Technology, Muroran, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Sciences and Informatics, Muroran Institute of Technology, Muroran, Japan","institution_ids":["https://openalex.org/I41725924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056209905","display_name":"Shahid Mumtaz","orcid":"https://orcid.org/0000-0001-6364-6149"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB","PL"],"is_corresponding":false,"raw_author_name":"Shahid Mumtaz","raw_affiliation_strings":["Department of Computer Sciences, Nottingham Trent University, Nottingham, U.K","Department of Applied Informatics, Silesian University of Technology Akademicka, Gliwice, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences, Nottingham Trent University, Nottingham, U.K","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"Department of Applied Informatics, Silesian University of Technology Akademicka, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Machine Learning Department, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Machine Learning Department, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069735221"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":2.7471,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91135401,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"6","first_page":"6259","last_page":"6271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9580000042915344,"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":0.9580000042915344,"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/T13553","display_name":"Age of Information Optimization","score":0.9462000131607056,"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/T12042","display_name":"Satellite Communication Systems","score":0.9435999989509583,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7852281928062439},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.7471827268600464},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6211875081062317},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.599038302898407},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.464446097612381},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4378373622894287},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.41391873359680176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4005359411239624},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.125202476978302},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08186995983123779}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7852281928062439},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.7471827268600464},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6211875081062317},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.599038302898407},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.464446097612381},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4378373622894287},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.41391873359680176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4005359411239624},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.125202476978302},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08186995983123779},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2024.3481630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3481630","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":[],"awards":[{"id":"https://openalex.org/G2262267732","display_name":null,"funder_award_id":"ISN25-19","funder_id":"https://openalex.org/F4320323230","funder_display_name":"Xidian University"}],"funders":[{"id":"https://openalex.org/F4320323230","display_name":"Xidian University","ror":"https://ror.org/05s92vm98"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660"],"abstract_inverted_index":{"Low":[0],"earth":[1],"orbit":[2],"(LEO)":[3],"satellite":[4,30,89,181],"networks":[5,32,104,183],"have":[6],"emerged":[7],"as":[8,117,119,138],"a":[9,70,144,153],"promising":[10],"field":[11],"for":[12],"distributed":[13],"Internet":[14],"of":[15,165,177],"Things":[16],"(IoT)":[17],"devices,":[18],"particularly":[19],"in":[20,28,87,169,179],"latency-tolerant":[21],"applications.":[22],"Federated":[23],"learning":[24,40,94],"(FL)":[25],"is":[26,95],"implemented":[27],"LEO":[29,88,180],"IoT":[31,90,182],"to":[33,61,100,105,185],"preserve":[34],"data":[35,72],"privacy":[36],"and":[37,54,74,141,152,173],"facilitate":[38],"machine":[39],"(ML).":[41],"However,":[42],"the":[43,47,56,129,134,163,166,175,186],"user":[44],"who":[45],"spends":[46],"longest":[48],"time":[49],"significantly":[50],"hampers":[51],"FL":[52,86,178],"efficiency":[53,130,176],"degrades":[55],"Quality-of-Service":[57],"(QoS),":[58],"potentially":[59],"leading":[60],"irreparable":[62],"damage.":[63],"To":[64],"address":[65],"this":[66],"challenge,":[67],"we":[68],"propose":[69],"joint":[71],"allocation":[73],"server":[75,109],"selection":[76,110],"strategy":[77,168],"based":[78],"on":[79],"long":[80],"short-term":[81],"memory":[82],"(LSTM)":[83],"with":[84],"parallelized":[85],"networks.":[91],"Herein,":[92],"data-parallel":[93],"utilized,":[96],"allowing":[97],"multiple":[98],"users":[99],"collaboratively":[101],"train":[102],"ML":[103],"minimize":[106],"latency.":[107],"Moreover,":[108],"takes":[111],"into":[112],"account":[113],"signal":[114],"propagation":[115],"delays":[116],"well":[118],"traffic":[120],"loads":[121],"forecasted":[122],"by":[123],"an":[124],"LSTM":[125],"network,":[126],"thereby":[127],"improving":[128],"even":[131],"further.":[132],"Specifically,":[133],"strategies":[135],"are":[136],"formulated":[137],"optimization":[139,157],"problems":[140],"tackled":[142],"using":[143],"line":[145],"search":[146],"sequential":[147],"quadratic":[148],"programming":[149],"(SQP)":[150],"method":[151],"multiple-objective":[154],"particle":[155],"swarm":[156],"(MOPSO)":[158],"algorithm.":[159],"Simulation":[160],"results":[161],"show":[162],"effectiveness":[164],"proposed":[167],"reducing":[170],"total":[171],"latency":[172],"enhancing":[174],"compared":[184],"alternatives.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":8}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}