{"id":"https://openalex.org/W4403447117","doi":"https://doi.org/10.1109/tits.2024.3474745","title":"Empirical Evaluation of Machine Learning Models for Fuel Consumption, Driver Identification, and Behavior Prediction","display_name":"Empirical Evaluation of Machine Learning Models for Fuel Consumption, Driver Identification, and Behavior Prediction","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403447117","doi":"https://doi.org/10.1109/tits.2024.3474745"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3474745","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3474745","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jamal Maktoubian","orcid":"https://orcid.org/0009-0002-4160-4540"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jamal Maktoubian","raw_affiliation_strings":["School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia"],"raw_orcid":"https://orcid.org/0009-0002-4160-4540","affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008915336","display_name":"Son N. Tran","orcid":"https://orcid.org/0000-0002-5912-293X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Son N. Tran","raw_affiliation_strings":["School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5912-293X","affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110833955","display_name":"Anna Shillabeer","orcid":"https://orcid.org/0000-0001-8023-5368"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Anna Shillabeer","raw_affiliation_strings":["School of Computing, Mathematics and Engineering, Charles Sturt University, Albury, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Mathematics and Engineering, Charles Sturt University, Albury, NSW, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Bilal Amin","orcid":"https://orcid.org/0000-0001-7953-3958"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Muhammad Bilal Amin","raw_affiliation_strings":["School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7953-3958","affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025425502","display_name":"Lawrence Sambrooks","orcid":"https://orcid.org/0009-0000-3934-5063"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lawrence Sambrooks","raw_affiliation_strings":["School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia"],"raw_orcid":"https://orcid.org/0009-0000-3934-5063","affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, University of Tasmania, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003233304","display_name":"Reza Khoshkangini","orcid":"https://orcid.org/0000-0002-3797-4605"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reza Khoshkangini","raw_affiliation_strings":["Department of Computer Science and Media Technology, Faculty of Technology and Society, Malmö Universitet, Malmö, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Media Technology, Faculty of Technology and Society, Malmö Universitet, Malmö, Sweden","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129801699"],"apc_list":null,"apc_paid":null,"fwci":0.7748,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.70788204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"25","issue":"12","first_page":"19156","last_page":"19175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12095","display_name":"Vehicle emissions and performance","score":0.9936000108718872,"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/T12095","display_name":"Vehicle emissions and performance","score":0.9936000108718872,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9639999866485596,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/identification","display_name":"Identification (biology)","score":0.6132510304450989},{"id":"https://openalex.org/keywords/fuel-efficiency","display_name":"Fuel efficiency","score":0.5463805198669434},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5263194441795349},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5058600306510925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4628848731517792},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26384273171424866},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.16309911012649536}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6132510304450989},{"id":"https://openalex.org/C45882903","wikidata":"https://www.wikidata.org/wiki/Q5042317","display_name":"Fuel efficiency","level":2,"score":0.5463805198669434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5263194441795349},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5058600306510925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4628848731517792},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26384273171424866},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.16309911012649536},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tits.2024.3474745","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3474745","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/28191650","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/28191650","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7599999904632568,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W151603506","https://openalex.org/W1966808004","https://openalex.org/W1969758815","https://openalex.org/W1980250221","https://openalex.org/W1994378967","https://openalex.org/W2007441083","https://openalex.org/W2014784329","https://openalex.org/W2024687314","https://openalex.org/W2030418992","https://openalex.org/W2058564173","https://openalex.org/W2064675550","https://openalex.org/W2083863819","https://openalex.org/W2111989369","https://openalex.org/W2132430805","https://openalex.org/W2135046866","https://openalex.org/W2138689074","https://openalex.org/W2139212933","https://openalex.org/W2185366893","https://openalex.org/W2286343943","https://openalex.org/W2343175937","https://openalex.org/W2415264695","https://openalex.org/W2566615221","https://openalex.org/W2586847113","https://openalex.org/W2605751614","https://openalex.org/W2606851531","https://openalex.org/W2618530766","https://openalex.org/W2623373865","https://openalex.org/W2746721413","https://openalex.org/W2761464706","https://openalex.org/W2775283290","https://openalex.org/W2792440251","https://openalex.org/W2903779325","https://openalex.org/W2904814783","https://openalex.org/W2916772464","https://openalex.org/W2937484199","https://openalex.org/W2948156936","https://openalex.org/W2949212025","https://openalex.org/W2952218014","https://openalex.org/W2954958489","https://openalex.org/W2976367245","https://openalex.org/W2979689715","https://openalex.org/W2998807451","https://openalex.org/W3000280594","https://openalex.org/W3010083284","https://openalex.org/W3021018522","https://openalex.org/W3034143844","https://openalex.org/W3037516875","https://openalex.org/W3039418901","https://openalex.org/W3087161808","https://openalex.org/W3092928354","https://openalex.org/W3094568574","https://openalex.org/W3105031020","https://openalex.org/W3108700567","https://openalex.org/W3158157485","https://openalex.org/W3213021660","https://openalex.org/W3214466607","https://openalex.org/W4206097038","https://openalex.org/W4206336768","https://openalex.org/W4252337780","https://openalex.org/W4312619798","https://openalex.org/W4317473332","https://openalex.org/W4385245566","https://openalex.org/W4387242261","https://openalex.org/W4388773836","https://openalex.org/W4391057153","https://openalex.org/W4392044348","https://openalex.org/W4392357774","https://openalex.org/W4400762160","https://openalex.org/W6601933634","https://openalex.org/W6745935785","https://openalex.org/W6765720423","https://openalex.org/W6769723062","https://openalex.org/W6794386418"],"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/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Drivers":[0],"can":[1],"be":[2],"identified":[3],"through":[4],"patterns":[5],"in":[6,178,232],"their":[7],"routine":[8],"driving":[9,46,103,111,223],"behaviours,":[10],"as":[11,227],"observed":[12],"by":[13,78],"analysing":[14],"the":[15,70,79,83,88,100,205,228],"timing":[16],"and":[17,27,44,65,87,110,125,142,157,166,170,188,191,194],"sequence":[18],"of":[19,51,57,72,96,102,137,164,181,213,222],"various":[20,118],"manoeuvres.":[21],"In":[22],"contemporary":[23],"mobility":[24],"contexts,":[25,86],"comprehending":[26],"accurately":[28],"predicting":[29,218],"drivers\u2019":[30,67,147],"behaviours":[31],"are":[32],"crucial":[33],"for":[34,199,217],"informing":[35],"efficient":[36],"transportation":[37],"planning,":[38],"enhancing":[39],"traffic":[40],"safety,":[41],"reducing":[42],"emissions,":[43],"improving":[45],"efficiency.":[47],"An":[48],"increasing":[49],"number":[50],"researchers":[52],"have":[53,185],"explored":[54],"a":[55,94,123,161],"variety":[56],"machine":[58],"learning":[59],"(ML)":[60],"models":[61,169,216],"to":[62,116,121],"identify,":[63],"classify,":[64],"predict":[66],"behaviours.":[68],"However,":[69],"reliability":[71],"these":[73],"results":[74,184],"is":[75,93,204],"often":[76],"undermined":[77],"complexities":[80],"associated":[81],"with":[82],"data":[84],"characteristics,":[85],"authors\u2019":[89],"expertise.":[90],"Additionally,":[91],"there":[92],"lack":[95],"comprehensive":[97],"investigation":[98,231],"into":[99,133],"effect":[101],"behaviour":[104,148],"on":[105],"vehicles\u2019":[106],"performance,":[107,156],"driver":[108,140,143],"identity,":[109],"activities.":[112],"This":[113,202],"research":[114],"aims":[115],"compare":[117],"ML":[119,168,215],"methods":[120],"establish":[122],"conclusive":[124],"generalisable":[126],"empirical":[127],"benchmark.":[128],"The":[129,151,183],"experiments":[130,152],"were":[131,197],"divided":[132],"three":[134,219],"phases:":[135],"estimation":[136],"fuel":[138],"consumption,":[139],"identification,":[141],"actions\u2019":[144],"prediction":[145,154],"from":[146,173],"during":[149],"motion.":[150],"evaluate":[153],"accuracy,":[155],"computational":[158],"cost":[159],"using":[160],"different":[162,214],"range":[163],"temporal":[165],"nontemporal":[167],"eight":[171],"datasets":[172],"diverse":[174],"sources,":[175],"which":[176],"resulted":[177],"9":[179],"tables":[180],"outputs.":[182],"been":[186],"gauged":[187],"scored":[189],"precisely,":[190],"then":[192],"high-rated":[193],"ineffective":[195],"algorithms":[196],"pinpointed":[198],"each":[200],"task.":[201],"study":[203],"most":[206,229],"in-depth":[207],"investigation,":[208],"providing":[209],"an":[210],"exhaustive":[211],"comparison":[212],"main":[220],"criteria":[221],"behaviour,":[224],"marking":[225],"it":[226],"detailed":[230],"this":[233],"field.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}