{"id":"https://openalex.org/W4312871956","doi":"https://doi.org/10.1109/icspcc55723.2022.9984459","title":"Reinforcement Learning Based Radar Anti-Jamming Strategy Design against a Non-Stationary Jammer","display_name":"Reinforcement Learning Based Radar Anti-Jamming Strategy Design against a Non-Stationary Jammer","publication_year":2022,"publication_date":"2022-10-25","ids":{"openalex":"https://openalex.org/W4312871956","doi":"https://doi.org/10.1109/icspcc55723.2022.9984459"},"language":"en","primary_location":{"id":"doi:10.1109/icspcc55723.2022.9984459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcc55723.2022.9984459","pdf_url":null,"source":{"id":"https://openalex.org/S4363608295","display_name":"2022 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","raw_type":"proceedings-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/A5088807726","display_name":"Jie Geng","orcid":"https://orcid.org/0000-0003-2027-6699"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Geng","raw_affiliation_strings":["Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091214066","display_name":"Bo Jiu","orcid":"https://orcid.org/0000-0001-5064-5702"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Jiu","raw_affiliation_strings":["Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074081366","display_name":"Kang Li","orcid":"https://orcid.org/0000-0002-4045-3456"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Li","raw_affiliation_strings":["Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102001682","display_name":"Yu Zhao","orcid":"https://orcid.org/0000-0002-5164-9446"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhao","raw_affiliation_strings":["Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100411968","display_name":"Hongwei Liu","orcid":"https://orcid.org/0000-0003-4046-163X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Liu","raw_affiliation_strings":["Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,National Laboratory of Radar Signal Processing,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":3.9245,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9608209,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10891","display_name":"Radar Systems and Signal Processing","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12158","display_name":"Guidance and Control Systems","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9901999831199646,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.9437329769134521},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8022242784500122},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7314009666442871},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.6975467205047607},{"id":"https://openalex.org/keywords/radar-jamming-and-deception","display_name":"Radar jamming and deception","score":0.6260993480682373},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.5517832040786743},{"id":"https://openalex.org/keywords/electronic-warfare","display_name":"Electronic warfare","score":0.49633675813674927},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.4880298674106598},{"id":"https://openalex.org/keywords/radar-detection","display_name":"Radar detection","score":0.4453688859939575},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4149984121322632},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12202760577201843},{"id":"https://openalex.org/keywords/pulse-doppler-radar","display_name":"Pulse-Doppler radar","score":0.10952109098434448},{"id":"https://openalex.org/keywords/radar-imaging","display_name":"Radar imaging","score":0.08713820576667786}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.9437329769134521},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8022242784500122},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7314009666442871},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.6975467205047607},{"id":"https://openalex.org/C176381164","wikidata":"https://www.wikidata.org/wiki/Q1486507","display_name":"Radar jamming and deception","level":5,"score":0.6260993480682373},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.5517832040786743},{"id":"https://openalex.org/C133082901","wikidata":"https://www.wikidata.org/wiki/Q272826","display_name":"Electronic warfare","level":3,"score":0.49633675813674927},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.4880298674106598},{"id":"https://openalex.org/C2989048297","wikidata":"https://www.wikidata.org/wiki/Q930654","display_name":"Radar detection","level":3,"score":0.4453688859939575},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4149984121322632},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12202760577201843},{"id":"https://openalex.org/C139931591","wikidata":"https://www.wikidata.org/wiki/Q1029151","display_name":"Pulse-Doppler radar","level":4,"score":0.10952109098434448},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.08713820576667786},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/icspcc55723.2022.9984459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcc55723.2022.9984459","pdf_url":null,"source":{"id":"https://openalex.org/S4363608295","display_name":"2022 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W624047035","https://openalex.org/W2013533136","https://openalex.org/W2063146925","https://openalex.org/W2152294662","https://openalex.org/W2550475134","https://openalex.org/W2600289240","https://openalex.org/W2746553466","https://openalex.org/W2808366417","https://openalex.org/W2903687574","https://openalex.org/W2997355066","https://openalex.org/W3023247794","https://openalex.org/W3112418629","https://openalex.org/W3155784353","https://openalex.org/W3156093604"],"related_works":["https://openalex.org/W2355227927","https://openalex.org/W2547584104","https://openalex.org/W2320792160","https://openalex.org/W2358221753","https://openalex.org/W2382050893","https://openalex.org/W2055550092","https://openalex.org/W3081127448","https://openalex.org/W2225690030","https://openalex.org/W2355070935","https://openalex.org/W2363623945"],"abstract_inverted_index":{"In":[0],"modern":[1],"electronic":[2],"warfare,":[3],"the":[4,13,33,71,78,84,87,93,97,113,117,120,125,132,138,142],"jamming":[5,35,65,88,98],"strategy":[6,23,56],"is":[7,15,81,108,145],"more":[8],"complex":[9],"than":[10],"before":[11],"and":[12,30,48,73,106,110,137],"jammer":[14,80],"capable":[16],"of":[17,75,86,96,103,116,141],"changing":[18,134],"its":[19],"strategy.":[20,36,89],"Traditional":[21],"anti-jamming":[22,55,101,139],"learning":[24,28,50],"methods":[25],"apply":[26],"reinforcement":[27],"(RL)":[29],"cannot":[31],"handle":[32],"non-stationary":[34,79,94],"To":[37],"address":[38],"that":[39,45,124],"issue,":[40],"we":[41,62,111],"propose":[42],"a":[43],"method":[44,127,144],"combines":[46],"RL":[47,105],"supervised":[49],"(SL)":[51],"to":[52],"design":[53],"an":[54,100],"for":[57],"frequency-agile":[58],"(FA)":[59],"radar.":[60],"Firstly,":[61],"consider":[63],"three":[64],"strategies,":[66],"which":[67],"include":[68],"changes":[69],"in":[70],"duration":[72],"type":[74],"jamming.":[76],"And":[77],"described":[82],"by":[83,91],"uncertainty":[85],"Secondly,":[90],"analyzing":[92],"characteristics":[95],"strategy,":[99],"algorithm":[102],"joint":[104],"SL":[107],"proposed,":[109],"give":[112],"specific":[114],"process":[115],"algorithm.":[118],"Finally,":[119],"simulation":[121],"experiments":[122],"demonstrate":[123],"proposed":[126,143],"can":[128],"effectively":[129],"deal":[130],"with":[131],"dynamically":[133],"mainlobe":[135],"interference,":[136],"performance":[140],"robust.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
