{"id":"https://openalex.org/W4411358660","doi":"https://doi.org/10.1109/taes.2025.3580388","title":"Transferable Deep Reinforcement Learning Method for Cognitive FASAR Anti-Jamming Strategy Generation","display_name":"Transferable Deep Reinforcement Learning Method for Cognitive FASAR Anti-Jamming Strategy Generation","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4411358660","doi":"https://doi.org/10.1109/taes.2025.3580388"},"language":"en","primary_location":{"id":"doi:10.1109/taes.2025.3580388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taes.2025.3580388","pdf_url":null,"source":{"id":"https://openalex.org/S193624734","display_name":"IEEE Transactions on Aerospace and Electronic Systems","issn_l":"0018-9251","issn":["0018-9251","1557-9603","2371-9877"],"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 Aerospace and Electronic Systems","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":null,"display_name":"Chi Zhang","orcid":"https://orcid.org/0009-0008-7972-3784"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chi Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032659310","display_name":"Hongyang An","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyang An","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735598","display_name":"Zhongyu Li","orcid":"https://orcid.org/0000-0002-0409-8207"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyu Li","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026617383","display_name":"Mingyue Lou","orcid":"https://orcid.org/0000-0003-4240-2385"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyue Lou","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030746978","display_name":"Junjie Wu","orcid":"https://orcid.org/0000-0002-4922-2398"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Wu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100782023","display_name":"Wei Pu","orcid":"https://orcid.org/0000-0003-3632-3082"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Pu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100880584","display_name":"Haiguang Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiguang Yang","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100660972","display_name":"Jianyu Yang","orcid":"https://orcid.org/0000-0002-4726-8384"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianyu Yang","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06566596,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":"5","first_page":"13690","last_page":"13705"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7226999998092651,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7226999998092651,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.6462000012397766,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/jamming","display_name":"Jamming","score":0.7258502244949341},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6984109878540039},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6240418553352356},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5362619161605835},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.4546029269695282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4036423861980438},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24776962399482727},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15450230240821838},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10606840252876282}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.7258502244949341},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6984109878540039},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6240418553352356},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5362619161605835},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.4546029269695282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4036423861980438},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24776962399482727},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15450230240821838},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10606840252876282},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/taes.2025.3580388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taes.2025.3580388","pdf_url":null,"source":{"id":"https://openalex.org/S193624734","display_name":"IEEE Transactions on Aerospace and Electronic Systems","issn_l":"0018-9251","issn":["0018-9251","1557-9603","2371-9877"],"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 Aerospace and Electronic Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G167838930","display_name":null,"funder_award_id":"62471098","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6287789831","display_name":null,"funder_award_id":"20230020080003","funder_id":"https://openalex.org/F4320322857","funder_display_name":"Aeronautical Science Foundation of China"},{"id":"https://openalex.org/G8229145883","display_name":null,"funder_award_id":"62431008","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"},{"id":"https://openalex.org/F4320322857","display_name":"Aeronautical Science Foundation of China","ror":"https://ror.org/02wq41p38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W106792269","https://openalex.org/W2025025237","https://openalex.org/W2145339207","https://openalex.org/W2202549229","https://openalex.org/W2566654746","https://openalex.org/W2613846605","https://openalex.org/W2746553466","https://openalex.org/W2788862220","https://openalex.org/W2903687574","https://openalex.org/W3164427039","https://openalex.org/W3198163207","https://openalex.org/W3209562871","https://openalex.org/W4211123182","https://openalex.org/W4225587626","https://openalex.org/W4245476743","https://openalex.org/W4285111792","https://openalex.org/W4289792831","https://openalex.org/W4296340042","https://openalex.org/W4312871956","https://openalex.org/W4317434493","https://openalex.org/W4367280091","https://openalex.org/W4375869032","https://openalex.org/W4379382485","https://openalex.org/W4383112908","https://openalex.org/W4384027077","https://openalex.org/W4386453595","https://openalex.org/W4386524164","https://openalex.org/W4386917312","https://openalex.org/W4389104835","https://openalex.org/W4389352669","https://openalex.org/W4390332051","https://openalex.org/W4390776944","https://openalex.org/W4390871567","https://openalex.org/W4391248629","https://openalex.org/W4391584659","https://openalex.org/W4392114242","https://openalex.org/W4392251622","https://openalex.org/W4399602402","https://openalex.org/W4402260035","https://openalex.org/W4403917825"],"related_works":["https://openalex.org/W1984793747","https://openalex.org/W4312547492","https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W3197729047","https://openalex.org/W2920061524","https://openalex.org/W3016692377","https://openalex.org/W1624160917","https://openalex.org/W1977959518","https://openalex.org/W2370486284"],"abstract_inverted_index":{"Synthetic":[0],"aperture":[1],"radar":[2],"(SAR)":[3],"plays":[4],"a":[5,45,91,131],"crucial":[6],"role":[7],"in":[8,22,114,140,149,163],"modern":[9],"military":[10],"reconnaissance.":[11],"However,":[12],"SAR":[13,37,49],"often":[14],"suffers":[15],"from":[16,61],"the":[17,32,71,84,102,116,122,127,138,141,147,150,158,164,167,172,181,186,206,221],"loss":[18],"of":[19,36,76,124,161,174,189,224],"scene":[20],"information":[21],"imaging":[23],"results":[24],"due":[25],"to":[26,69,100,111,136,153,196],"aiming":[27],"frequency":[28,47],"jamming.":[29],"To":[30],"enhance":[31],"active":[33],"anti-jamming":[34,51,77,118,175,190,203,222],"capability":[35,218],"under":[38],"varying":[39],"jamming":[40,81,193],"modes,":[41],"this":[42],"article":[43],"proposes":[44],"cognitive":[46,212],"agile":[48],"(FASAR)":[50],"strategy":[52,78],"generation":[53,75,173,187],"method":[54,65,108,169,183],"based":[55],"on":[56],"action":[57,155],"transfer":[58,125],"and":[59,73,95,219],"learning":[60,68,97,115],"demonstrations.":[62],"The":[63],"proposed":[64,168,182],"leverages":[66],"interactive":[67],"enable":[70],"accurate":[72],"rapid":[74],"across":[79,192],"different":[80],"modes.":[82],"First,":[83],"FASAR":[85,113,139,148,225],"adversarial":[86,143],"scenario":[87],"is":[88,98,109,134],"modeled":[89],"as":[90],"Markov":[92],"decision":[93],"process,":[94],"reinforcement":[96],"used":[99,135],"solve":[101],"problem.":[103],"A":[104],"two-stage":[105],"reward":[106],"shaping":[107],"introduced":[110],"guide":[112,154],"optimal":[117],"strategy.":[119],"Furthermore,":[120],"leveraging":[121],"concept":[123],"learning,":[126],"interaction":[128],"experience":[129],"with":[130],"simulated":[132],"jammer":[133],"pre-train":[137],"target":[142,165],"environment.":[144],"By":[145],"utilizing":[146],"simulation":[151],"environment":[152,216],"selection":[156],"during":[157],"initial":[159,214],"phase":[160],"confrontation":[162,208],"environment,":[166],"further":[170],"accelerates":[171],"strategies.":[176],"Numerical":[177],"experiments":[178],"demonstrate":[179],"that":[180],"significantly":[184],"improves":[185],"speed":[188],"strategies":[191],"modes":[194],"compared":[195],"existing":[197],"methods.":[198],"Moreover,":[199],"it":[200],"maintains":[201],"stable":[202],"performance":[204],"throughout":[205],"entire":[207],"cycle,":[209],"effectively":[210],"enhancing":[211],"FASAR's":[213],"battlefield":[215],"reconnaissance":[217],"improving":[220],"efficiency":[223],"systems.":[226]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
