{"id":"https://openalex.org/W4288061894","doi":"https://doi.org/10.1109/tnsm.2022.3192397","title":"Fuzzy Q-Learning-Based Opportunistic Communication for MEC-Enhanced Vehicular Crowdsensing","display_name":"Fuzzy Q-Learning-Based Opportunistic Communication for MEC-Enhanced Vehicular Crowdsensing","publication_year":2022,"publication_date":"2022-07-26","ids":{"openalex":"https://openalex.org/W4288061894","doi":"https://doi.org/10.1109/tnsm.2022.3192397"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2022.3192397","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3192397","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2405.01057","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Trung Thanh Nguyen","orcid":"https://orcid.org/0000-0002-4847-0269"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["JP","VN"],"is_corresponding":false,"raw_author_name":"Trung Thanh Nguyen","raw_affiliation_strings":["Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-4847-0269","affiliations":[{"raw_affiliation_string":"Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I73613424"]},{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081826794","display_name":"Truong Thao Nguyen","orcid":"https://orcid.org/0000-0003-3641-374X"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["JP","VN"],"is_corresponding":false,"raw_author_name":"Truong Thao Nguyen","raw_affiliation_strings":["Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-3641-374X","affiliations":[{"raw_affiliation_string":"Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I73613424"]},{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077593563","display_name":"Thanh-Hung Nguyen","orcid":"https://orcid.org/0000-0001-6290-2841"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["JP","VN"],"is_corresponding":false,"raw_author_name":"Thanh-Hung Nguyen","raw_affiliation_strings":["Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology and Human Factors, Digital Architecture Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I73613424"]},{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058485829","display_name":"Phi Le Nguyen","orcid":"https://orcid.org/0000-0001-6547-7641"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phi Le Nguyen","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-6547-7641","affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4764,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.81698746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"19","issue":"4","first_page":"5021","last_page":"5033"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9987999796867371,"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":0.9987999796867371,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9969000220298767,"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":0.8486620187759399},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.6023505926132202},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5630952715873718},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.562300443649292},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5600550174713135},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5463039875030518},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.5074800848960876},{"id":"https://openalex.org/keywords/packet-loss","display_name":"Packet loss","score":0.42472606897354126},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.42353346943855286},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33531367778778076},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2560417056083679},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12296640872955322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8486620187759399},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.6023505926132202},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5630952715873718},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.562300443649292},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5600550174713135},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5463039875030518},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.5074800848960876},{"id":"https://openalex.org/C54108766","wikidata":"https://www.wikidata.org/wiki/Q391064","display_name":"Packet loss","level":3,"score":0.42472606897354126},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.42353346943855286},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33531367778778076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2560417056083679},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12296640872955322},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnsm.2022.3192397","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3192397","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2405.01057","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.01057","pdf_url":"https://arxiv.org/pdf/2405.01057","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2405.01057","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.01057","pdf_url":"https://arxiv.org/pdf/2405.01057","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G265050318","display_name":null,"funder_award_id":"T2021-PC-019","funder_id":"https://openalex.org/F4320319125","funder_display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i"}],"funders":[{"id":"https://openalex.org/F4320319125","display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i","ror":"https://ror.org/04nyv3z04"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2030316176","https://openalex.org/W2122042924","https://openalex.org/W2133825002","https://openalex.org/W2489627439","https://openalex.org/W2511425482","https://openalex.org/W2807931621","https://openalex.org/W2809870411","https://openalex.org/W2897520559","https://openalex.org/W2914006436","https://openalex.org/W2918379587","https://openalex.org/W2921872812","https://openalex.org/W2943384223","https://openalex.org/W2943584607","https://openalex.org/W2954039338","https://openalex.org/W2984631333","https://openalex.org/W2994471035","https://openalex.org/W3003986857","https://openalex.org/W3010321624","https://openalex.org/W3048395806","https://openalex.org/W3080592791","https://openalex.org/W3099944482","https://openalex.org/W3132239174","https://openalex.org/W3192971452","https://openalex.org/W3197382768","https://openalex.org/W4206744921","https://openalex.org/W4230846333"],"related_works":["https://openalex.org/W2742483371","https://openalex.org/W3096874164","https://openalex.org/W2166117066","https://openalex.org/W3087814763","https://openalex.org/W2357975469","https://openalex.org/W2136202932","https://openalex.org/W4376605461","https://openalex.org/W4400868993","https://openalex.org/W2361647908","https://openalex.org/W2952356279"],"abstract_inverted_index":{"This":[0],"study":[1],"focuses":[2],"on":[3,10,13],"MEC-enhanced,":[4],"vehicle-based":[5],"crowdsensing":[6,31],"systems":[7],"that":[8,58,76,118],"rely":[9],"devices":[11,23,41,94],"installed":[12],"automobiles.":[14],"We":[15,53,71],"investigate":[16],"an":[17,73],"opportunistic":[18],"communication":[19,36,100,130],"paradigm":[20],"in":[21,95,112],"which":[22],"can":[24],"transmit":[25],"measured":[26],"data":[27],"directly":[28],"to":[29,39,61,88,97,107],"a":[30,34,55,78],"server":[32],"over":[33],"4G":[35,66,129],"channel":[37],"or":[38,42],"nearby":[40],"so-called":[43],"Road":[44],"Side":[45],"Units":[46],"positioned":[47],"along":[48],"the":[49,63,69,90,99,109,128,134,140],"road":[50],"via":[51],"Wi-Fi.":[52],"tackle":[54],"new":[56],"problem":[57],"is":[59,105],"how":[60],"reduce":[62],"cost":[64,131],"of":[65,127,136],"while":[67,132],"preserving":[68],"latency.":[70],"propose":[72],"offloading":[74,120],"strategy":[75],"combines":[77],"reinforcement":[79],"learning":[80,96],"technique":[81],"known":[82],"as":[83],"Q-learning":[84,92],"with":[85],"Fuzzy":[86,103],"logic":[87,104],"accomplish":[89],"purpose.":[91],"assists":[93],"decide":[98],"channel.":[101],"Meanwhile,":[102],"used":[106],"optimize":[108],"reward":[110],"function":[111],"Q-learning.":[113],"The":[114],"experiment":[115],"results":[116],"show":[117],"our":[119],"method":[121],"significantly":[122],"cuts":[123],"down":[124],"around":[125],"30-40%":[126],"keeping":[133],"latency":[135],"99%":[137],"packets":[138],"below":[139],"required":[141],"threshold.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}