{"id":"https://openalex.org/W4381786562","doi":"https://doi.org/10.1109/wf-iot54382.2022.10152141","title":"LSTM-ACB-Based Random Access for Mixed Traffic IoT Networks","display_name":"LSTM-ACB-Based Random Access for Mixed Traffic IoT Networks","publication_year":2022,"publication_date":"2022-10-26","ids":{"openalex":"https://openalex.org/W4381786562","doi":"https://doi.org/10.1109/wf-iot54382.2022.10152141"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot54382.2022.10152141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot54382.2022.10152141","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th World Forum on Internet of Things (WF-IoT)","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/A5043489844","display_name":"Herman Lucas dos Santos","orcid":"https://orcid.org/0000-0002-3136-6836"},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Herman Lucas dos Santos","raw_affiliation_strings":["UEL,Electrical Eng. Dept.,Londrina,Brazil","Electrical Eng. Dept., UEL, Londrina, Brazil"],"affiliations":[{"raw_affiliation_string":"UEL,Electrical Eng. Dept.,Londrina,Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Electrical Eng. Dept., UEL, Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088745040","display_name":"Jo\u00e3o Henrique Inacio de Souza","orcid":"https://orcid.org/0000-0002-8864-303X"},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Henrique Inacio de Souza","raw_affiliation_strings":["UEL,Electrical Eng. Dept.,Londrina,Brazil","Electrical Eng. Dept., UEL, Londrina, Brazil"],"affiliations":[{"raw_affiliation_string":"UEL,Electrical Eng. Dept.,Londrina,Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Electrical Eng. Dept., UEL, Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062518020","display_name":"Jos\u00e9 Carlos Marinello","orcid":"https://orcid.org/0000-0002-0980-8220"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"education","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Carlos Marinello Filho","raw_affiliation_strings":["UTFPR,Electrical Eng. Dept.,Cornélio Procópio,Brazil"],"affiliations":[{"raw_affiliation_string":"UTFPR,Electrical Eng. Dept.,Cornélio Procópio,Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026516878","display_name":"Taufik Abr\u00e3o","orcid":"https://orcid.org/0000-0001-8678-2805"},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Taufik Abr\u00e3o","raw_affiliation_strings":["UEL,Electrical Eng. Dept.,Londrina,Brazil","Electrical Eng. Dept., UEL, Londrina, Brazil"],"affiliations":[{"raw_affiliation_string":"UEL,Electrical Eng. Dept.,Londrina,Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Electrical Eng. Dept., UEL, Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043489844"],"corresponding_institution_ids":["https://openalex.org/I127110123"],"apc_list":null,"apc_paid":null,"fwci":0.2771,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.55222296,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12079","display_name":"IoT Networks and Protocols","score":0.9997000098228455,"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":0.9997000098228455,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9980999827384949,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9972000122070312,"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":0.8219239115715027},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6337034106254578},{"id":"https://openalex.org/keywords/random-access","display_name":"Random access","score":0.6228227615356445},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5606734156608582},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.5432310104370117},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.5270664691925049},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5191587805747986},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.5035454630851746},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.49887919425964355},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.47450515627861023},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.4661741256713867},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4328004717826843},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.43162304162979126},{"id":"https://openalex.org/keywords/access-control","display_name":"Access control","score":0.42965418100357056},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3378031849861145},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.10390856862068176}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8219239115715027},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6337034106254578},{"id":"https://openalex.org/C101722063","wikidata":"https://www.wikidata.org/wiki/Q218825","display_name":"Random access","level":2,"score":0.6228227615356445},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5606734156608582},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.5432310104370117},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.5270664691925049},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5191587805747986},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.5035454630851746},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.49887919425964355},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.47450515627861023},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.4661741256713867},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4328004717826843},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.43162304162979126},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.42965418100357056},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3378031849861145},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.10390856862068176},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot54382.2022.10152141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot54382.2022.10152141","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7816024922","display_name":null,"funder_award_id":"405301/2021-9,141485/2020-5,310681/2019-7","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"}],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2889436583","https://openalex.org/W2963035503","https://openalex.org/W2965241565","https://openalex.org/W3006737624","https://openalex.org/W3015272472","https://openalex.org/W3035303502","https://openalex.org/W3044951217","https://openalex.org/W3117349558","https://openalex.org/W3132533358","https://openalex.org/W3134502172","https://openalex.org/W4292230724"],"related_works":["https://openalex.org/W4301398392","https://openalex.org/W2997818875","https://openalex.org/W4379534844","https://openalex.org/W266939152","https://openalex.org/W3103293871","https://openalex.org/W2587627203","https://openalex.org/W3178296362","https://openalex.org/W2924962435","https://openalex.org/W4205236051","https://openalex.org/W2393595964"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,47,62,67,75,86,107,111,117,159],"novel":[3],"random":[4],"access":[5,77],"(RA)":[6],"protocol":[7,105],"that":[8],"accounts":[9],"for":[10,143,151],"the":[11,30,40,121,126,132,136],"network":[12,57,63],"traffic":[13,26,31,49,64,144],"in":[14,97,116,134,139,165],"mixed":[15],"URLLC-mMTC":[16],"scenarios.":[17],"By":[18],"considering":[19],"an":[20,94],"IoT":[21],"environment":[22],"under":[23],"high":[24],"mMTC":[25,41],"demand,":[27],"we":[28],"model":[29],"of":[32,114,141],"each":[33],"service":[34],"using":[35],"realistic":[36],"statistical":[37],"models,":[38],"with":[39,102,158],"and":[42,148,153],"URLLC":[43],"use":[44],"modes":[45],"presenting":[46],"long-term":[48],"regularity.":[50],"A":[51],"long-short":[52],"term":[53],"memory":[54],"(LSTM)":[55],"neural":[56],"(NN)":[58],"is":[59,92],"used":[60],"as":[61],"predictor,":[65],"enabling":[66],"traffic-aware":[68],"resource":[69,146],"slicing":[70],"(RS)":[71],"scheme,":[72,89],"aided":[73],"by":[74,125],"contention":[76],"control":[78],"barring":[79],"(ACB)-based":[80],"procedure.":[81,128],"The":[82,104,156],"proposed":[83],"method":[84],"combines":[85],"grant-based":[87],"RA":[88],"where":[90],"it":[91],"introduced":[93],"intermediate":[95],"step":[96],"grant-free":[98,160],"RA,":[99],"to":[100,120],"deal":[101],"collisions.":[103],"presents":[106],"small":[108],"overhead,":[109],"supporting":[110],"higher":[112],"number":[113],"packets":[115],"frame":[118],"thanks":[119],"congestion":[122],"alleviation":[123],"enabled":[124],"ACB":[127],"Numerical":[129],"results":[130],"show":[131],"effectiveness":[133],"combining":[135],"three":[137],"procedures":[138],"terms":[140],"accuracy":[142],"prediction,":[145],"utilization":[147],"channel":[149],"loading":[150],"RS,":[152],"increased":[154],"throughput.":[155],"comparison":[157],"benchmark":[161],"reveals":[162],"substantial":[163],"improvement":[164],"system":[166],"performance.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2023-06-24T00:00:00"}