{"id":"https://openalex.org/W4388286342","doi":"https://doi.org/10.1109/jiot.2023.3329529","title":"Opponent-Awareness-Based Anti-Intelligent Jamming Channel Access Scheme: A Deep Reinforcement Learning Perspective","display_name":"Opponent-Awareness-Based Anti-Intelligent Jamming Channel Access Scheme: A Deep Reinforcement Learning Perspective","publication_year":2023,"publication_date":"2023-11-03","ids":{"openalex":"https://openalex.org/W4388286342","doi":"https://doi.org/10.1109/jiot.2023.3329529"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3329529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3329529","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-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/A5080273765","display_name":"Hongcheng Yuan","orcid":"https://orcid.org/0000-0001-8015-7400"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongcheng Yuan","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457175","display_name":"Jin Chen","orcid":"https://orcid.org/0000-0002-7446-8090"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Chen","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320302","display_name":"Wen Li","orcid":"https://orcid.org/0000-0002-6695-4988"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Li","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101865558","display_name":"Guoxin Li","orcid":"https://orcid.org/0000-0002-1988-3427"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoxin Li","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075507934","display_name":"Hao Han","orcid":"https://orcid.org/0000-0002-0936-4340"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Han","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103075803","display_name":"Taoyi Chen","orcid":"https://orcid.org/0009-0009-3335-575X"},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Taoyi Chen","raw_affiliation_strings":["54th Research Institute, China Electronics Technology Group Corporation, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"54th Research Institute, China Electronics Technology Group Corporation, Shijiazhuang, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101998831","display_name":"Fanglin Gu","orcid":"https://orcid.org/0000-0001-9194-280X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanglin Gu","raw_affiliation_strings":["Communication Engineering Department, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Communication Engineering Department, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019608888","display_name":"Yuhua Xu","orcid":"https://orcid.org/0000-0002-4930-940X"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhua Xu","raw_affiliation_strings":["College of Communications Engineering, Army Engineering University of PLA, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Communications Engineering, Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5080273765"],"corresponding_institution_ids":["https://openalex.org/I4210163363"],"apc_list":null,"apc_paid":null,"fwci":0.6517,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.6903687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"11","issue":"7","first_page":"11202","last_page":"11216"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.998199999332428,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.998199999332428,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9966999888420105,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8040845990180969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7706522941589355},{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.7427704334259033},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6278215050697327},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.6024643182754517},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.476056307554245},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.4389176666736603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42038440704345703},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4176279604434967},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.41327571868896484},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38046085834503174}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8040845990180969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7706522941589355},{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.7427704334259033},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6278215050697327},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.6024643182754517},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.476056307554245},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.4389176666736603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42038440704345703},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4176279604434967},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.41327571868896484},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38046085834503174},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3329529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3329529","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.800000011920929,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G5792346134","display_name":null,"funder_award_id":"U22B2002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8755341914","display_name":null,"funder_award_id":"62071488","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8888024870","display_name":null,"funder_award_id":"62101595","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1994164663","https://openalex.org/W2011383489","https://openalex.org/W2047399268","https://openalex.org/W2088562872","https://openalex.org/W2090963365","https://openalex.org/W2333032143","https://openalex.org/W2342840547","https://openalex.org/W2528797658","https://openalex.org/W2536026798","https://openalex.org/W2543927648","https://openalex.org/W2611484353","https://openalex.org/W2740377041","https://openalex.org/W2765492968","https://openalex.org/W2782363571","https://openalex.org/W2783430957","https://openalex.org/W2884858462","https://openalex.org/W2888024549","https://openalex.org/W2896601134","https://openalex.org/W2930271577","https://openalex.org/W2963887494","https://openalex.org/W2969129261","https://openalex.org/W2980965333","https://openalex.org/W2996343955","https://openalex.org/W3022566517","https://openalex.org/W3023291217","https://openalex.org/W3024026075","https://openalex.org/W3183891754","https://openalex.org/W3190460553","https://openalex.org/W4213413464","https://openalex.org/W4285135767","https://openalex.org/W4294811419","https://openalex.org/W4295150809","https://openalex.org/W4312717081","https://openalex.org/W6606988675","https://openalex.org/W6640174482","https://openalex.org/W6704559304","https://openalex.org/W6721101288","https://openalex.org/W6736057607","https://openalex.org/W6742529797","https://openalex.org/W6744562401","https://openalex.org/W6745777752","https://openalex.org/W6747791040","https://openalex.org/W6748203849","https://openalex.org/W6748576644","https://openalex.org/W6762427411","https://openalex.org/W6776438516"],"related_works":["https://openalex.org/W4200319726","https://openalex.org/W1984793747","https://openalex.org/W4312547492","https://openalex.org/W3197729047","https://openalex.org/W1624160917","https://openalex.org/W4388150944","https://openalex.org/W1987034598","https://openalex.org/W2370486284","https://openalex.org/W2143847498","https://openalex.org/W2354671671"],"abstract_inverted_index":{"As":[0],"a":[1,27,44,68],"fundamental":[2],"requirement":[3],"for":[4],"IoT":[5],"communication":[6,14],"systems":[7],"the":[8,53,75,79,82,90,96,100,104,110,125,130,133],"importance":[9],"of":[10,62,89,99,139],"highly":[11],"reliable":[12],"anti-jamming":[13,35,135],"methods":[15],"in":[16,137],"safety":[17],"use":[18],"cases":[19],"is":[20,41,65,92],"growing.":[21],"In":[22],"this":[23],"article,":[24],"we":[25,108],"propose":[26],"novel":[28],"anti-intelligent":[29],"jamming":[30],"scheme":[31],"called":[32],"opponent":[33,83],"awareness-based":[34,84],"algorithm":[36],"(OA3).":[37],"The":[38,59],"user-jammer-environment":[39],"interaction":[40],"formulated":[42],"as":[43,67],"two-player":[45],"simultaneous":[46],"action":[47],"stochastic":[48],"game":[49],"where":[50],"participators":[51],"have":[52],"ability":[54],"to":[55,102,120],"update":[56],"their":[57],"strategies.":[58],"decision-making":[60],"process":[61,71],"each":[63],"agent":[64],"modeled":[66],"Markov":[69],"decision":[70],"(MDP).":[72],"Begin":[73],"with":[74],"intuition":[76],"\u201clearn":[77],"how":[78],"jammer":[80,101],"learns,\u201d":[81],"iterative":[85],"learning":[86,97,115],"objective":[87],"(OAL)":[88],"user":[91],"presented":[93],"by":[94],"considering":[95],"awareness":[98],"defeat":[103],"intelligent":[105],"jamming.":[106],"Finally,":[107],"introduce":[109],"framework,":[111],"including":[112],"offline":[113],"policy":[114,118],"and":[116,123],"online":[117],"exploiting":[119],"implement":[121],"OAL":[122],"accelerate":[124],"learning.":[126],"Simulations":[127],"show":[128],"that":[129],"OA3":[131],"outperforms":[132],"benchmark":[134],"strategy":[136],"terms":[138],"packet":[140],"success":[141],"rate.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
