{"id":"https://openalex.org/W3158417900","doi":"https://doi.org/10.1109/icaiic51459.2021.9415188","title":"An Optimal QoS Multicast Routing Protocol in IoT Enabling Cognitive Radio MANETs: A Deep Q-Learning Approach","display_name":"An Optimal QoS Multicast Routing Protocol in IoT Enabling Cognitive Radio MANETs: A Deep Q-Learning Approach","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W3158417900","doi":"https://doi.org/10.1109/icaiic51459.2021.9415188","mag":"3158417900"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic51459.2021.9415188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic51459.2021.9415188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5041294062","display_name":"Thong\u2010Nhat Tran","orcid":"https://orcid.org/0000-0002-6474-9681"},"institutions":[{"id":"https://openalex.org/I94588446","display_name":"Hongik University","ror":"https://ror.org/00egdv862","country_code":"KR","type":"education","lineage":["https://openalex.org/I94588446"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Thong Nhat Tran","raw_affiliation_strings":["Hongik University, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hongik University, Republic of Korea","institution_ids":["https://openalex.org/I94588446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021007706","display_name":"Toan-Van Nguyen","orcid":"https://orcid.org/0000-0002-1968-8170"},"institutions":[{"id":"https://openalex.org/I94588446","display_name":"Hongik University","ror":"https://ror.org/00egdv862","country_code":"KR","type":"education","lineage":["https://openalex.org/I94588446"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Toan-Van Nguyen","raw_affiliation_strings":["Hongik University, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hongik University, Republic of Korea","institution_ids":["https://openalex.org/I94588446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034309196","display_name":"Kyusung Shim","orcid":"https://orcid.org/0000-0003-4851-0811"},"institutions":[{"id":"https://openalex.org/I94588446","display_name":"Hongik University","ror":"https://ror.org/00egdv862","country_code":"KR","type":"education","lineage":["https://openalex.org/I94588446"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyusung Shim","raw_affiliation_strings":["Hongik University, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hongik University, Republic of Korea","institution_ids":["https://openalex.org/I94588446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037079266","display_name":"Beongku An","orcid":"https://orcid.org/0000-0002-0587-3754"},"institutions":[{"id":"https://openalex.org/I94588446","display_name":"Hongik University","ror":"https://ror.org/00egdv862","country_code":"KR","type":"education","lineage":["https://openalex.org/I94588446"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Beongku An","raw_affiliation_strings":["Hongik University, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hongik University, Republic of Korea","institution_ids":["https://openalex.org/I94588446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I94588446"],"apc_list":null,"apc_paid":null,"fwci":1.0852,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71678463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"279","last_page":"283"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9998999834060669,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9998999834060669,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9997000098228455,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9990000128746033,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.8127415180206299},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8111264109611511},{"id":"https://openalex.org/keywords/distance-vector-multicast-routing-protocol","display_name":"Distance Vector Multicast Routing Protocol","score":0.7731195688247681},{"id":"https://openalex.org/keywords/protocol-independent-multicast","display_name":"Protocol Independent Multicast","score":0.7555700540542603},{"id":"https://openalex.org/keywords/multicast","display_name":"Multicast","score":0.6912175416946411},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5779595375061035},{"id":"https://openalex.org/keywords/xcast","display_name":"Xcast","score":0.5086337327957153},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.494856059551239},{"id":"https://openalex.org/keywords/pragmatic-general-multicast","display_name":"Pragmatic General Multicast","score":0.42583978176116943},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.21250146627426147}],"concepts":[{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.8127415180206299},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8111264109611511},{"id":"https://openalex.org/C42272142","wikidata":"https://www.wikidata.org/wiki/Q1229379","display_name":"Distance Vector Multicast Routing Protocol","level":4,"score":0.7731195688247681},{"id":"https://openalex.org/C44892269","wikidata":"https://www.wikidata.org/wiki/Q782752","display_name":"Protocol Independent Multicast","level":3,"score":0.7555700540542603},{"id":"https://openalex.org/C32295351","wikidata":"https://www.wikidata.org/wiki/Q899288","display_name":"Multicast","level":2,"score":0.6912175416946411},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5779595375061035},{"id":"https://openalex.org/C192059732","wikidata":"https://www.wikidata.org/wiki/Q3823050","display_name":"Xcast","level":3,"score":0.5086337327957153},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.494856059551239},{"id":"https://openalex.org/C112037812","wikidata":"https://www.wikidata.org/wiki/Q2107523","display_name":"Pragmatic General Multicast","level":4,"score":0.42583978176116943},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.21250146627426147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic51459.2021.9415188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic51459.2021.9415188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2018599250","https://openalex.org/W2045774966","https://openalex.org/W2053694592","https://openalex.org/W2123455500","https://openalex.org/W2626974746","https://openalex.org/W2907688515","https://openalex.org/W2986338189","https://openalex.org/W3047072514","https://openalex.org/W3101119440","https://openalex.org/W3134218746","https://openalex.org/W3134583413","https://openalex.org/W6790669254","https://openalex.org/W6791248875"],"related_works":["https://openalex.org/W2371847117","https://openalex.org/W80466176","https://openalex.org/W4321384965","https://openalex.org/W2080190883","https://openalex.org/W2608999883","https://openalex.org/W2393131931","https://openalex.org/W2036328685","https://openalex.org/W4231248812","https://openalex.org/W2161099791","https://openalex.org/W4239966178"],"abstract_inverted_index":{"In":[0],"this":[1,30,60],"paper,":[2],"we":[3,32,74],"propose":[4,75],"an":[5,119],"optimal":[6,66],"quality-of-service":[7],"(QoS)":[8],"multicast":[9,78,96,100,121],"routing":[10,79,114,122],"protocol":[11,80,109,123],"(QMR)":[12],"in":[13,124],"Internet-of-Things":[14],"(IoT)":[15],"enabling":[16],"cognitive":[17],"radio":[18],"mobile":[19],"ad":[20],"hoc":[21],"networks":[22],"(ICR-MANETs)":[23],"based":[24],"on":[25,70],"deep":[26,55],"Q-learning":[27,56],"approach.":[28],"To":[29],"end,":[31],"formulate":[33],"a":[34,53,76],"joint":[35],"end-to-end":[36],"queuing":[37],"delay":[38],"and":[39],"link's":[40],"stability":[41],"optimization":[42,46],"problem.":[43],"The":[44],"formulated":[45],"is":[47],"typically":[48],"NP-complete.":[49],"We":[50],"then":[51],"leverage":[52],"novel":[54],"method":[57],"to":[58,81,93,98],"solve":[59],"challenging":[61],"problem,":[62],"which":[63,116],"arrives":[64],"at":[65],"convergence":[67],"Q`-values.":[68],"Based":[69],"the":[71,83,95,99,106,111],"obtained":[72],"Q`-values,":[73],"QoS":[77],"select":[82],"best":[84],"set":[85],"of":[86],"neighbors":[87],"associated":[88],"with":[89],"minimum":[90],"Q":[91],"\"-values":[92],"establish":[94],"tree":[97],"members.":[101],"Simulation":[102],"results":[103],"show":[104],"that":[105],"proposed":[107],"QMR":[108],"outperforms":[110],"current":[112],"state-of-the-art":[113],"protocols,":[115],"emerges":[117],"as":[118],"efficient":[120],"ICR-MANETs.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
