{"id":"https://openalex.org/W4406890506","doi":"https://doi.org/10.1109/access.2025.3535555","title":"Optimized Prediction of Weapon Effectiveness in BVR Air Combat Scenarios Using Enhanced Regression Models","display_name":"Optimized Prediction of Weapon Effectiveness in BVR Air Combat Scenarios Using Enhanced Regression Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406890506","doi":"https://doi.org/10.1109/access.2025.3535555"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3535555","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3535555","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3535555","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040976773","display_name":"Andre R. Kuroswiski","orcid":"https://orcid.org/0000-0003-1549-2434"},"institutions":[{"id":"https://openalex.org/I107428990","display_name":"Instituto Tecnol\u00f3gico de Aeron\u00e1utica","ror":"https://ror.org/05vh67662","country_code":"BR","type":"education","lineage":["https://openalex.org/I107428990"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andre R. Kuroswiski","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico de Aeron&#x00E1;utica, S&#x00E3;o Jos&#x00E9; dos Campos, S&#x00E3;o Paulo, Brazil","Instituto Tecnol&#x00F3;gico de Aeron&#x00E1;utica, S&#x00E3;o Jos&#x00E9; dos Campos, SP, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1549-2434","affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico de Aeron&#x00E1;utica, S&#x00E3;o Jos&#x00E9; dos Campos, S&#x00E3;o Paulo, Brazil","institution_ids":["https://openalex.org/I107428990"]},{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico de Aeron&#x00E1;utica, S&#x00E3;o Jos&#x00E9; dos Campos, SP, Brazil","institution_ids":["https://openalex.org/I107428990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108362177","display_name":"Annie S. Wu","orcid":"https://orcid.org/0000-0002-1611-6759"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Annie S. Wu","raw_affiliation_strings":["Department of Computer Science, University of Central Florida, Orlando, FL, USA","University of Central Florida, Orlando, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Central Florida, Orlando, FL, USA","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"University of Central Florida, Orlando, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089875211","display_name":"Angelo P\u00e1ssaro","orcid":"https://orcid.org/0000-0002-2421-0657"},"institutions":[{"id":"https://openalex.org/I80849659","display_name":"Instituto Nacional de Pesquisas Espaciais","ror":"https://ror.org/04xbn6x09","country_code":"BR","type":"facility","lineage":["https://openalex.org/I4210151455","https://openalex.org/I80849659"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Angelo Passaro","raw_affiliation_strings":["Instituto de Estudos Avan&#x00E7;ados, S&#x00E3;o Jos&#x00E9; dos Campos, S&#x00E3;o Paulo, Brazil","Instituto de Estudos Avan&#x00E7;ados, S&#x00E3;o Jos&#x00E9; dos Campos, SP, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-2421-0657","affiliations":[{"raw_affiliation_string":"Instituto de Estudos Avan&#x00E7;ados, S&#x00E3;o Jos&#x00E9; dos Campos, S&#x00E3;o Paulo, Brazil","institution_ids":[]},{"raw_affiliation_string":"Instituto de Estudos Avan&#x00E7;ados, S&#x00E3;o Jos&#x00E9; dos Campos, SP, Brazil","institution_ids":["https://openalex.org/I80849659"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.814,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95707831,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"13","issue":null,"first_page":"21759","last_page":"21772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12158","display_name":"Guidance and Control Systems","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9968000054359436,"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":0.9884999990463257,"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/computer-science","display_name":"Computer science","score":0.5287026166915894},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5201916694641113},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.45816758275032043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.28057095408439636},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.25754401087760925},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10825365781784058}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5287026166915894},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5201916694641113},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.45816758275032043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28057095408439636},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.25754401087760925},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10825365781784058}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3535555","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3535555","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3ae10a22de9c42d89f82ee266301f5c3","is_oa":true,"landing_page_url":"https://doaj.org/article/3ae10a22de9c42d89f82ee266301f5c3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 21759-21772 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3535555","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3535555","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.4699999988079071,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2020488014","https://openalex.org/W2072530495","https://openalex.org/W2216946510","https://openalex.org/W2270330859","https://openalex.org/W2314887980","https://openalex.org/W2317115566","https://openalex.org/W2978945227","https://openalex.org/W3133770812","https://openalex.org/W3157025383","https://openalex.org/W3196568706","https://openalex.org/W3211880762","https://openalex.org/W3213523409","https://openalex.org/W4213343880","https://openalex.org/W4248253393","https://openalex.org/W4298872162","https://openalex.org/W4317792308","https://openalex.org/W4386574907","https://openalex.org/W4389048503","https://openalex.org/W4390343183","https://openalex.org/W4395065469","https://openalex.org/W4395666407","https://openalex.org/W6667265915","https://openalex.org/W6675354045","https://openalex.org/W6751980908","https://openalex.org/W6774695718","https://openalex.org/W6840762346","https://openalex.org/W6858269896"],"related_works":["https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W1969346022","https://openalex.org/W2034959125","https://openalex.org/W2355687852"],"abstract_inverted_index":{"This":[0,160],"study":[1,161],"investigates":[2],"high-performance":[3,29],"models":[4,97],"for":[5,23,33,155],"predicting":[6],"the":[7,41,59,74,124,136,139],"Weapon":[8],"Engagement":[9],"Zone":[10],"(WEZ)":[11],"in":[12,25,58,98,135,174],"beyond-visual-range":[13],"(BVR)":[14],"air":[15,26],"combat":[16],"scenarios.":[17],"Accurate":[18],"WEZ":[19,65],"predictions":[20],"are":[21,31,116],"crucial":[22],"decision-making":[24],"combat,":[27],"and":[28,35,50,101,119,141,172],"solutions":[30],"essential":[32],"developing":[34],"deploying":[36],"autonomous":[37],"systems.":[38],"To":[39],"optimize":[40],"model":[42],"training":[43],"process,":[44],"we":[45],"introduce":[46],"novel":[47],"feature":[48],"engineering":[49],"data":[51],"augmentation":[52],"strategies,":[53],"achieving":[54],"a":[55,108,152,164],"70%":[56],"improvement":[57],"Mean":[60],"Absolute":[61],"Error":[62],"(MAE)":[63],"of":[64,69,76,143],"predictions.":[66],"A":[67],"comparison":[68],"various":[70,156],"regression":[71],"methods":[72],"highlights":[73],"potential":[75],"polynomial-based":[77],"alternatives":[78],"when":[79],"fully":[80],"utilized.":[81],"In":[82],"our":[83],"evaluations,":[84],"Polynomial":[85],"Regression":[86],"(PR)":[87],"with":[88,111],"higher":[89],"interaction":[90],"degrees":[91],"outperforms":[92],"more":[93],"complex":[94],"machine":[95],"learning":[96],"prediction":[99],"accuracy":[100],"computational":[102],"efficiency.":[103],"For":[104],"instance,":[105],"Lasso":[106],"regression,":[107],"PR":[109,145],"method":[110],"regularization,":[112],"achieves":[113],"results":[114,131],"that":[115,148],"33%":[117],"better":[118],"2.1":[120],"times":[121],"faster":[122],"than":[123],"best":[125],"artificial":[126],"neural":[127],"network-based":[128],"solution.":[129],"Our":[130],"challenge":[132],"common":[133],"assumptions":[134],"literature":[137],"about":[138],"complexity":[140],"feasibility":[142],"higher-order":[144],"solutions,":[146],"suggesting":[147],"they":[149],"can":[150],"be":[151],"compelling":[153],"alternative":[154],"challenges":[157],"across":[158],"domains.":[159],"also":[162],"provides":[163],"new":[165],"open":[166],"dataset":[167],"to":[168],"facilitate":[169],"further":[170],"research":[171],"advancements":[173],"this":[175],"field.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
