{"id":"https://openalex.org/W4387870127","doi":"https://doi.org/10.1109/icc45041.2023.10278565","title":"Heuristic-Deep Q-Network-Based Network Slicing in LoRaWAN","display_name":"Heuristic-Deep Q-Network-Based Network Slicing in LoRaWAN","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870127","doi":"https://doi.org/10.1109/icc45041.2023.10278565"},"language":"en","primary_location":{"id":"doi:10.1109/icc45041.2023.10278565","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10278565","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-04368564/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081712715","display_name":"Fatima Zahra Mardi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Fatima Zahra Mardi","raw_affiliation_strings":["Moulay Ismail University,Meknes,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moulay Ismail University,Meknes,Morocco","institution_ids":["https://openalex.org/I4210153608"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002075376","display_name":"Miloud Bagaa","orcid":"https://orcid.org/0000-0001-5280-3276"},"institutions":[{"id":"https://openalex.org/I63341726","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Trois-Rivi\u00e8res","ror":"https://ror.org/02xrw9r68","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I63341726"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Miloud Bagaa","raw_affiliation_strings":["Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Trois-Rivi&#x00E9;res,Department of Electrical and Computer Engineering,Trois-Rivi&#x00E9;res,QC,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Trois-Rivi&#x00E9;res,Department of Electrical and Computer Engineering,Trois-Rivi&#x00E9;res,QC,Canada","institution_ids":["https://openalex.org/I63341726"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020555624","display_name":"Yassine Hadjadj\u2010Aoul","orcid":"https://orcid.org/0000-0003-4864-4609"},"institutions":[{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yassine Hadjadj-Aoul","raw_affiliation_strings":["University of Rennes,Inria,IRISA,France","ERMINE - mEasuRing and ManagIng Network operation and Economic (Campus de beaulieu 35042 Rennes cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rennes,Inria,IRISA,France","institution_ids":["https://openalex.org/I2802519937"]},{"raw_affiliation_string":"ERMINE - mEasuRing and ManagIng Network operation and Economic (Campus de beaulieu 35042 Rennes cedex - France)","institution_ids":["https://openalex.org/I56067802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021799532","display_name":"Nabil Benamar","orcid":"https://orcid.org/0000-0002-1804-6977"},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]},{"id":"https://openalex.org/I47844","display_name":"Al Akhawayn University","ror":"https://ror.org/03erkev52","country_code":"MA","type":"education","lineage":["https://openalex.org/I47844"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Nabil Benamar","raw_affiliation_strings":["Moulay Ismail University,Meknes,Morocco","AUI - Al Akhawayn University in Ifrane (Morocco)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moulay Ismail University,Meknes,Morocco","institution_ids":["https://openalex.org/I4210153608"]},{"raw_affiliation_string":"AUI - Al Akhawayn University in Ifrane (Morocco)","institution_ids":["https://openalex.org/I47844"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4731","last_page":"4736"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12079","display_name":"IoT Networks and Protocols","score":1.0,"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":1.0,"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":0.9843999743461609,"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/T11932","display_name":"Wireless Body Area Networks","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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":0.8457008600234985},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6521937847137451},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6038777828216553},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5368265509605408},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5117151737213135},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.4964061379432678},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4694152772426605},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4361695647239685},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4106752872467041},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10601809620857239}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8457008600234985},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6521937847137451},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6038777828216553},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5368265509605408},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5117151737213135},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.4964061379432678},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4694152772426605},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4361695647239685},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4106752872467041},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10601809620857239},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icc45041.2023.10278565","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10278565","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04368564v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04368564","pdf_url":"https://inria.hal.science/hal-04368564/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications, May 2023, Rome, Italy. pp.4731-4736, &#x27E8;10.1109/ICC45041.2023.10278565&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04368564v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04368564","pdf_url":"https://inria.hal.science/hal-04368564/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications, May 2023, Rome, Italy. pp.4731-4736, &#x27E8;10.1109/ICC45041.2023.10278565&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6127716499","display_name":"INTelligent Edge using Learning Loops & Information GEneration for NeTwork State Inference-based Automation","funder_award_id":"ANR-20-CE25-0011","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387870127.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2525332113","https://openalex.org/W2614897509","https://openalex.org/W2771152181","https://openalex.org/W2901111720","https://openalex.org/W2930167775","https://openalex.org/W2954302021","https://openalex.org/W2963035503","https://openalex.org/W2963175268","https://openalex.org/W2977664641","https://openalex.org/W3094736543","https://openalex.org/W4285813829","https://openalex.org/W6727628803"],"related_works":["https://openalex.org/W2393746923","https://openalex.org/W2972496411","https://openalex.org/W4239223006","https://openalex.org/W3033662781","https://openalex.org/W2137530048","https://openalex.org/W2360869927","https://openalex.org/W2050876785","https://openalex.org/W2074642116","https://openalex.org/W3164401656","https://openalex.org/W2392031372"],"abstract_inverted_index":{"Due":[0],"to":[1,40,85,103,116],"the":[2,5,19,31,35,41,44,57,64,75,89,100,104,118,124,129,139,143],"increase":[3],"in":[4,13,33,53,113],"number":[6],"of":[7,9,21,43,107,123,131],"Internet":[8],"Things":[10],"(IoT)":[11],"devices":[12],"recent":[14],"years,":[15],"managing":[16],"and":[17,145],"supporting":[18],"diversity":[20],"services":[22,132],"is":[23,51,92,133],"becoming":[24],"more":[25],"difficult.":[26],"Network":[27],"Slicing":[28],"will":[29],"be":[30],"solution,":[32],"which":[34],"network":[36,49,65,125],"slices":[37],"are":[38],"tailored":[39],"requirements":[42],"services.":[45,86,149],"In":[46,87],"this":[47],"paper,":[48],"slicing":[50],"investigated":[52],"LoRaWAN":[54],"networks":[55],"using":[56],"Heuristic-Deep":[58],"Q-Network":[59,77],"(H-DQN)":[60],"solution":[61],"that":[62,98,128,138],"manages":[63],"resource":[66,83],"allocation.":[67],"We":[68],"propose":[69],"an":[70],"intra-service":[71,90],"allocation":[72,91],"based":[73,93],"on":[74,94],"deep":[76],"(DQN)":[78],"algorithm":[79,97],"by":[80],"allocating":[81],"virtual":[82],"blocks":[84],"addition,":[88],"a":[95,114],"heuristic":[96],"assigns":[99],"transmission":[101],"probability":[102],"LoRa":[105],"nodes":[106],"each":[108,111],"service":[109],"for":[110],"block":[112],"way":[115],"maximizes":[117],"Packet":[119],"Delivery":[120],"Rate":[121],"(PDR)":[122],"while":[126],"ensuring":[127],"priority":[130],"maintained.":[134],"Simulation":[135],"results":[136],"show":[137],"proposed":[140],"approach":[141],"improves":[142],"PDR,":[144],"ensures":[146],"prioritization":[147],"among":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
