{"id":"https://openalex.org/W4223458820","doi":"https://doi.org/10.1109/iceic54506.2022.9748580","title":"Deep Learning-Based Channel Adaptive Resource Allocation in LoRaWAN","display_name":"Deep Learning-Based Channel Adaptive Resource Allocation in LoRaWAN","publication_year":2022,"publication_date":"2022-02-06","ids":{"openalex":"https://openalex.org/W4223458820","doi":"https://doi.org/10.1109/iceic54506.2022.9748580"},"language":"en","primary_location":{"id":"doi:10.1109/iceic54506.2022.9748580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic54506.2022.9748580","pdf_url":null,"source":{"id":"https://openalex.org/S4363608213","display_name":"2022 International Conference on Electronics, Information, and Communication (ICEIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Electronics, Information, and Communication (ICEIC)","raw_type":"proceedings-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/A5036209238","display_name":"Arshad Farhad","orcid":"https://orcid.org/0000-0003-2153-993X"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Arshad Farhad","raw_affiliation_strings":["Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea"],"affiliations":[{"raw_affiliation_string":"Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","institution_ids":["https://openalex.org/I152238500"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100773582","display_name":"Daeho Kim","orcid":"https://orcid.org/0000-0003-4097-4582"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dae-Ho Kim","raw_affiliation_strings":["Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea"],"affiliations":[{"raw_affiliation_string":"Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","institution_ids":["https://openalex.org/I152238500"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043991437","display_name":"Jeong-Sun Yoon","orcid":null},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeong-Sun Yoon","raw_affiliation_strings":["Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea"],"affiliations":[{"raw_affiliation_string":"Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","institution_ids":["https://openalex.org/I152238500"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033491388","display_name":"Jae-Young Pyun","orcid":"https://orcid.org/0000-0002-1143-8281"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae-Young Pyun","raw_affiliation_strings":["Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea"],"affiliations":[{"raw_affiliation_string":"Chosun University,Wireless and Mobile Communication System Laboratory,Department of Information and Communication Engineering,Gwangju,Korea","institution_ids":["https://openalex.org/I152238500"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Wireless and Mobile Communication System Laboratory, Chosun University, Gwangju, Korea","institution_ids":["https://openalex.org/I152238500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036209238"],"corresponding_institution_ids":["https://openalex.org/I152238500"],"apc_list":null,"apc_paid":null,"fwci":6.4093,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.98204726,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12079","display_name":"IoT Networks and Protocols","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12079","display_name":"IoT Networks and Protocols","score":0.9998999834060669,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.980400025844574,"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/T12801","display_name":"Bluetooth and Wireless Communication Technologies","score":0.9706000089645386,"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":0.7680891752243042},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.735880434513092},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.6679667234420776},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6679449677467346},{"id":"https://openalex.org/keywords/packet-loss","display_name":"Packet loss","score":0.5707418918609619},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5630455017089844},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5189849734306335},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.498645544052124},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4983487129211426},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4956134557723999},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.46827057003974915},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.445911705493927},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44204181432724},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4219897985458374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2430925965309143},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14233243465423584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7680891752243042},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.735880434513092},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.6679667234420776},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6679449677467346},{"id":"https://openalex.org/C54108766","wikidata":"https://www.wikidata.org/wiki/Q391064","display_name":"Packet loss","level":3,"score":0.5707418918609619},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5630455017089844},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5189849734306335},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.498645544052124},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4983487129211426},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4956134557723999},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.46827057003974915},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.445911705493927},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44204181432724},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4219897985458374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2430925965309143},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14233243465423584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceic54506.2022.9748580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic54506.2022.9748580","pdf_url":null,"source":{"id":"https://openalex.org/S4363608213","display_name":"2022 International Conference on Electronics, Information, and Communication (ICEIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Electronics, Information, and Communication (ICEIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4399999976158142,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G5227279055","display_name":null,"funder_award_id":"P0006855,2018","funder_id":"https://openalex.org/F4320321681","funder_display_name":"Ministry of Trade, Industry and Energy"}],"funders":[{"id":"https://openalex.org/F4320321681","display_name":"Ministry of Trade, Industry and Energy","ror":"https://ror.org/008nkqk13"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2133564696","https://openalex.org/W2944603101","https://openalex.org/W2969873280","https://openalex.org/W2970413753","https://openalex.org/W2979371024","https://openalex.org/W3021520599","https://openalex.org/W3042312637","https://openalex.org/W3083272947","https://openalex.org/W3092444649","https://openalex.org/W3100696697","https://openalex.org/W3101175032","https://openalex.org/W3124677098","https://openalex.org/W3127595600","https://openalex.org/W3161196585","https://openalex.org/W3172135703","https://openalex.org/W3199688832","https://openalex.org/W3199921061","https://openalex.org/W3200712589","https://openalex.org/W3201123183","https://openalex.org/W3215189449","https://openalex.org/W6679434410"],"related_works":["https://openalex.org/W2907156721","https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W86175780","https://openalex.org/W1589966275","https://openalex.org/W2181493188","https://openalex.org/W2164591489","https://openalex.org/W2153007255","https://openalex.org/W1592324786"],"abstract_inverted_index":{"Resource":[0],"management":[1,78],"of":[2],"LoRa-enabled":[3],"devices":[4,85],"deployed":[5],"on":[6],"a":[7,105,113,155],"large":[8],"scale":[9],"is":[10],"challenging":[11],"due":[12,40],"to":[13,26,41,54,60,86,118],"the":[14,28,42,46,62,68,84,88,120,139,144,147,161],"underlying":[15,89],"propagation":[16,47,90],"conditions.":[17],"LoRaWAN":[18,129],"recommends":[19],"an":[20,151],"adaptive":[21],"data":[22],"rate":[23],"(ADR)":[24],"mechanism":[25],"manage":[27],"device":[29,156],"resources":[30],"such":[31],"as":[32],"spreading":[33],"factor":[34],"(SF)":[35],"and":[36,56,92,134],"transmission":[37],"power.":[38],"However,":[39],"sudden":[43],"changes":[44],"in":[45,79,83,143],"environment,":[48],"ADR":[49],"cannot":[50],"take":[51,57],"appropriate":[52,152],"measures":[53,59],"predict":[55],"evasive":[58],"alleviate":[61,119],"massive":[63],"packet":[64,121,162],"loss":[65,122],"caused":[66,123],"by":[67,95,124,165],"unsuitable":[69],"SF.":[70,101,126],"Deep":[71],"learning":[72],"can":[73],"be":[74],"applied":[75],"for":[76,154],"resource":[77,109,130],"LoRaWAN,":[80],"allowing":[81],"intelligence":[82],"learn":[87],"conditions":[91],"act":[93],"intelligently":[94],"transmitting":[96],"uplink":[97,158],"packets":[98],"with":[99],"proper":[100],"This":[102],"paper":[103],"proposes":[104],"novel":[106],"deep":[107],"learning-based":[108],"allocation":[110,131],"method":[111,149],"using":[112],"gated":[114],"recurrent":[115],"unit":[116],"(GRU)":[117],"improper":[125],"The":[127],"proposed":[128,148],"has":[132],"offline":[133],"online":[135,145],"modes.":[136],"By":[137],"leveraging":[138],"pre-trained":[140],"GRU":[141],"model":[142],"mode,":[146],"allocates":[150],"SF":[153],"before":[157],"transmission,":[159],"improving":[160],"success":[163],"ratio":[164],"11%.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
