{"id":"https://openalex.org/W4285610232","doi":"https://doi.org/10.1145/3529446.3529463","title":"Decision Modeling and Simulation of Fighter Air-to-ground Combat Based on Reinforcement Learning","display_name":"Decision Modeling and Simulation of Fighter Air-to-ground Combat Based on Reinforcement Learning","publication_year":2022,"publication_date":"2022-03-25","ids":{"openalex":"https://openalex.org/W4285610232","doi":"https://doi.org/10.1145/3529446.3529463"},"language":"en","primary_location":{"id":"doi:10.1145/3529446.3529463","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529446.3529463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 4th International Conference on Image Processing and Machine Vision (IPMV)","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/A5055235933","display_name":"Yifei Wu","orcid":"https://orcid.org/0000-0003-4641-2644"},"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":"YIFEI WU","raw_affiliation_strings":["College of systems engineering, National University of Defense Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of systems engineering, National University of Defense Technology, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065110659","display_name":"Yonglin Lei","orcid":null},"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":"YONGLIN LEI","raw_affiliation_strings":["College of systems engineering, National University of Defense Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of systems engineering, National University of Defense Technology, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101412670","display_name":"Zhi Zhu","orcid":"https://orcid.org/0000-0003-3758-8568"},"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":"ZHI ZHU","raw_affiliation_strings":["College of systems engineering, National University of Defense Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of systems engineering, National University of Defense Technology, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065430171","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0003-2540-5824"},"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":"YAN WANG","raw_affiliation_strings":["College of systems engineering, National University of Defense Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of systems engineering, National University of Defense Technology, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":2.2032,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87635678,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"102","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12158","display_name":"Guidance and Control Systems","score":0.9997000098228455,"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/T12158","display_name":"Guidance and Control Systems","score":0.9997000098228455,"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/T13371","display_name":"Military Defense Systems Analysis","score":0.9950000047683716,"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/T12125","display_name":"Aerospace and Aviation Technology","score":0.9812999963760376,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8512790203094482},{"id":"https://openalex.org/keywords/air-combat","display_name":"Air combat","score":0.7570408582687378},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6690312623977661},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6023114919662476},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4459347724914551},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.26018255949020386}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8512790203094482},{"id":"https://openalex.org/C2988296547","wikidata":"https://www.wikidata.org/wiki/Q471145","display_name":"Air combat","level":2,"score":0.7570408582687378},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6690312623977661},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6023114919662476},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4459347724914551},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.26018255949020386}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3529446.3529463","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529446.3529463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 4th International Conference on Image Processing and Machine Vision (IPMV)","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":6,"referenced_works":["https://openalex.org/W2084342013","https://openalex.org/W2129798991","https://openalex.org/W3097267688","https://openalex.org/W3133668275","https://openalex.org/W3136354761","https://openalex.org/W3193881593"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4221073308","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"With":[0],"the":[1,12,25,30,38,48,61,79,83,102,113,119,127],"Artificial":[2],"Intelligence":[3],"(AI)":[4],"widely":[5],"used":[6],"in":[7,67],"air":[8],"combat":[9,62,124],"simulation":[10,63,109],"system,":[11],"decision-making":[13,50,97,115,129],"system":[14,32],"of":[15,22,41,51,91],"fighter":[16],"has":[17,122],"reached":[18],"a":[19,56,89],"high":[20],"level":[21],"complexity.":[23],"Traditionally,":[24],"pure":[26],"theoretical":[27],"analysis":[28],"and":[29,64,82],"rule-based":[31],"are":[33],"not":[34],"enough":[35],"to":[36,45],"represent":[37],"cognitive":[39],"behavior":[40],"pilots.":[42],"In":[43],"order":[44],"properly":[46],"specify":[47],"autonomous":[49,96],"fighter,":[52],"hence,":[53],"we":[54,93],"proposed":[55,120],"unified":[57],"framework":[58,71,121],"which":[59],"combines":[60],"machine":[65],"learning":[66,75,81],"this":[68],"paper.":[69],"This":[70],"adopts":[72],"deep":[73],"reinforcement":[74],"modelling":[76],"by":[77],"using":[78],"supervised":[80],"Deep":[84],"Q-Network":[85],"(DQN)":[86],"methods.":[87],"As":[88],"proof":[90],"concept,":[92],"built":[94],"an":[95],"training":[98],"scenario":[99],"based":[100,117,131],"on":[101,118,132],"Weapon":[103],"Effectiveness":[104],"Simulation":[105],"System":[106],"(WESS).":[107],"The":[108],"results":[110],"show":[111],"that":[112],"intelligent":[114],"model":[116,130],"better":[123],"effects":[125],"than":[126],"traditional":[128],"knowledge":[133],"engineering.":[134]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}