{"id":"https://openalex.org/W7160905049","doi":"https://doi.org/10.5753/jbcs.2026.5833","title":"Optimization of Formula 1 Racing Strategies: An Approach Based on Exploratory Analysis and Genetic Algorithms","display_name":"Optimization of Formula 1 Racing Strategies: An Approach Based on Exploratory Analysis and Genetic Algorithms","publication_year":2026,"publication_date":"2026-05-07","ids":{"openalex":"https://openalex.org/W7160905049","doi":"https://doi.org/10.5753/jbcs.2026.5833"},"language":null,"primary_location":{"id":"doi:10.5753/jbcs.2026.5833","is_oa":true,"landing_page_url":"https://doi.org/10.5753/jbcs.2026.5833","pdf_url":"https://journals-sol.sbc.org.br/index.php/jbcs/article/download/5833/3991","source":{"id":"https://openalex.org/S69801987","display_name":"Journal of the Brazilian Computer Society","issn_l":"0104-6500","issn":["0104-6500","1678-4804"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Brazilian Computer Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals-sol.sbc.org.br/index.php/jbcs/article/download/5833/3991","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135951426","display_name":"Eduardo de Lira Brennand","orcid":"https://orcid.org/0009-0007-8032-6877"},"institutions":[{"id":"https://openalex.org/I4210130349","display_name":"Centro Universit\u00e1rio Serra dos \u00d3rg\u00e3os","ror":"https://ror.org/03618vx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210130349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eduardo de Lira Brennand","raw_affiliation_strings":["Serra dos \u00d3rg\u00e3os University Center (UNIFESO)"],"raw_orcid":"https://orcid.org/0009-0007-8032-6877","affiliations":[{"raw_affiliation_string":"Serra dos \u00d3rg\u00e3os University Center (UNIFESO)","institution_ids":["https://openalex.org/I4210130349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135979179","display_name":"Eug\u00eanio Silva","orcid":"https://orcid.org/0000-0002-9030-2242"},"institutions":[{"id":"https://openalex.org/I4210130349","display_name":"Centro Universit\u00e1rio Serra dos \u00d3rg\u00e3os","ror":"https://ror.org/03618vx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210130349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eug\u00eanio Silva","raw_affiliation_strings":["Serra dos \u00d3rg\u00e3os University Center (UNIFESO)"],"raw_orcid":"https://orcid.org/0000-0002-9030-2242","affiliations":[{"raw_affiliation_string":"Serra dos \u00d3rg\u00e3os University Center (UNIFESO)","institution_ids":["https://openalex.org/I4210130349"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083359779","display_name":"Gabriel Resende Machado","orcid":null},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gabriel Resende Machado","raw_affiliation_strings":["Pontifical Catholic University of Rio de Janeiro (PUC-Rio)"],"raw_orcid":"https://orcid.org/0000-0002-4692-8504","affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Rio de Janeiro (PUC-Rio)","institution_ids":["https://openalex.org/I2699952"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1390,"currency":"USD","value_usd":1390},"apc_paid":{"value":1390,"currency":"USD","value_usd":1390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50092006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":"1","first_page":"1270","last_page":"1282"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10805","display_name":"Vehicle Dynamics and Control Systems","score":0.3806000053882599,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10805","display_name":"Vehicle Dynamics and Control Systems","score":0.3806000053882599,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.0697999969124794,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11674","display_name":"Sports Analytics and Performance","score":0.05119999870657921,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/exploratory-analysis","display_name":"Exploratory analysis","score":0.7170000076293945},{"id":"https://openalex.org/keywords/race","display_name":"Race (biology)","score":0.6395000219345093},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5196999907493591},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4982999861240387},{"id":"https://openalex.org/keywords/exploratory-research","display_name":"Exploratory research","score":0.38519999384880066}],"concepts":[{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.7170000076293945},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6919000148773193},{"id":"https://openalex.org/C76509639","wikidata":"https://www.wikidata.org/wiki/Q918036","display_name":"Race (biology)","level":2,"score":0.6395000219345093},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5196999907493591},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4982999861240387},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4943000078201294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41260001063346863},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.38519999384880066},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3677000105381012},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3427000045776367},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29739999771118164},{"id":"https://openalex.org/C120894424","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory data analysis","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.26170000433921814},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2558000087738037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5753/jbcs.2026.5833","is_oa":true,"landing_page_url":"https://doi.org/10.5753/jbcs.2026.5833","pdf_url":"https://journals-sol.sbc.org.br/index.php/jbcs/article/download/5833/3991","source":{"id":"https://openalex.org/S69801987","display_name":"Journal of the Brazilian Computer Society","issn_l":"0104-6500","issn":["0104-6500","1678-4804"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Brazilian Computer Society","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.5753/jbcs.2026.5833","is_oa":true,"landing_page_url":"https://doi.org/10.5753/jbcs.2026.5833","pdf_url":"https://journals-sol.sbc.org.br/index.php/jbcs/article/download/5833/3991","source":{"id":"https://openalex.org/S69801987","display_name":"Journal of the Brazilian Computer Society","issn_l":"0104-6500","issn":["0104-6500","1678-4804"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Brazilian Computer Society","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7168998718261719,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7160905049.pdf","grobid_xml":"https://content.openalex.org/works/W7160905049.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W2342249984","https://openalex.org/W3097391730","https://openalex.org/W4282921775","https://openalex.org/W4385212417"],"related_works":[],"abstract_inverted_index":{"Formula":[0],"1":[1],"(F1)":[2],"is":[3],"a":[4,102,120],"motorsport":[5],"that":[6,132,154],"demands":[7],"high":[8],"technical":[9],"and":[10,21,34,51,60,86,112,139,148],"strategic":[11,38,125],"expertise,":[12],"where":[13],"tactical":[14],"decisions":[15,39],"can":[16,133,158],"significantly":[17],"influence":[18],"driver's":[19],"performance":[20,169],"race":[22,44,70,110,135,146],"results.":[23],"This":[24],"work":[25],"addresses":[26],"the":[27,74,87,98,114,155],"challenge":[28],"of":[29,89],"optimizing":[30],"pit":[31,90],"stop":[32],"strategies":[33,111,142],"proposes":[35],"solutions":[36],"for":[37],"aimed":[40],"at":[41],"minimizing":[42],"total":[43],"time,":[45],"such":[46,80],"as":[47,81,119],"tire":[48,82],"compound":[49],"selection":[50],"optimal":[52],"stint":[53],"planning,":[54],"through":[55,73],"Exploratory":[56],"Data":[57],"Analysis":[58],"(EDA)":[59],"Genetic":[61],"Algorithms":[62],"(GAs).":[63],"The":[64,127,151],"study":[65],"relies":[66],"on":[67,92,97,144],"historical":[68],"F1":[69],"data":[71],"obtained":[72],"FastF1":[75],"dataset":[76],"to":[77,107,123,167],"examine":[78],"variables":[79],"degradation,":[83],"lap":[84],"times,":[85],"impact":[88],"stops":[91],"drivers'":[93],"final":[94],"positions.":[95],"Based":[96],"insights":[99,131],"from":[100],"EDA,":[101],"GA":[103],"model":[104,128],"was":[105],"developed":[106],"simulate":[108],"different":[109],"identify":[113],"most":[115],"effective":[116],"ones,":[117],"serving":[118],"complementary":[121],"tool":[122],"enhance":[124],"decision-making.":[126],"offers":[129],"data-driven":[130],"support":[134,159],"strategists":[136],"in":[137,161],"refining":[138],"adapting":[140],"their":[141],"based":[143],"real-time":[145],"conditions":[147],"expert":[149],"judgment.":[150],"results":[152],"indicate":[153],"proposed":[156],"methodology":[157],"teams":[160],"designing":[162],"more":[163],"efficient":[164],"strategies,":[165],"leading":[166],"better":[168],"across":[170],"various":[171],"circuits.":[172]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-05-13T00:00:00"}
