{"id":"https://openalex.org/W4409316253","doi":"https://doi.org/10.3390/computation13040092","title":"Predicting Urban Traffic Congestion with VANET Data","display_name":"Predicting Urban Traffic Congestion with VANET Data","publication_year":2025,"publication_date":"2025-04-07","ids":{"openalex":"https://openalex.org/W4409316253","doi":"https://doi.org/10.3390/computation13040092"},"language":"en","primary_location":{"id":"doi:10.3390/computation13040092","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040092","pdf_url":"https://www.mdpi.com/2079-3197/13/4/92/pdf?version=1743991939","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-3197/13/4/92/pdf?version=1743991939","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019712705","display_name":"Wilson Chango","orcid":"https://orcid.org/0000-0003-3231-0153"},"institutions":[{"id":"https://openalex.org/I39398033","display_name":"Pontificia Universidad Cat\u00f3lica del Ecuador","ror":"https://ror.org/02qztda51","country_code":"EC","type":"education","lineage":["https://openalex.org/I39398033"]}],"countries":["EC"],"is_corresponding":true,"raw_author_name":"Wilson Chango","raw_affiliation_strings":["Department of Systems and Computation, Pontifical Catholic University of Ecuador, Esmeraldas Campus PUCESE, Esmeraldas 080101, Ecuador"],"raw_orcid":"https://orcid.org/0000-0003-3231-0153","affiliations":[{"raw_affiliation_string":"Department of Systems and Computation, Pontifical Catholic University of Ecuador, Esmeraldas Campus PUCESE, Esmeraldas 080101, Ecuador","institution_ids":["https://openalex.org/I39398033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088620314","display_name":"Pamela Alexandra Bu\u00f1ay Guis\u00f1an","orcid":"https://orcid.org/0000-0002-4320-6899"},"institutions":[{"id":"https://openalex.org/I4210153780","display_name":"Universidad Nacional de Chimborazo","ror":"https://ror.org/059wmd288","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210153780"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Pamela Bu\u00f1ay","raw_affiliation_strings":["Faculty of Engineering, University of Chimborazo UNACH, Riobamba 060101, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-4320-6899","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Chimborazo UNACH, Riobamba 060101, Ecuador","institution_ids":["https://openalex.org/I4210153780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116105599","display_name":"Juan Erazo","orcid":"https://orcid.org/0000-0003-0152-5645"},"institutions":[{"id":"https://openalex.org/I4210137344","display_name":"Escuela Superior Polit\u00e9cnica del Chimborazo","ror":"https://ror.org/02zyw2q61","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210137344"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Juan Erazo","raw_affiliation_strings":["Faculty of Mechanical Engineering, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador"],"raw_orcid":"https://orcid.org/0000-0003-0152-5645","affiliations":[{"raw_affiliation_string":"Faculty of Mechanical Engineering, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador","institution_ids":["https://openalex.org/I4210137344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081794897","display_name":"Pedro Aguilar","orcid":"https://orcid.org/0009-0005-1664-2280"},"institutions":[{"id":"https://openalex.org/I4210137344","display_name":"Escuela Superior Polit\u00e9cnica del Chimborazo","ror":"https://ror.org/02zyw2q61","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210137344"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Pedro Aguilar","raw_affiliation_strings":["Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador"],"raw_orcid":"https://orcid.org/0009-0005-1664-2280","affiliations":[{"raw_affiliation_string":"Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador","institution_ids":["https://openalex.org/I4210137344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021022230","display_name":"Jaime Sayago\u2010Heredia","orcid":"https://orcid.org/0000-0003-3657-5407"},"institutions":[{"id":"https://openalex.org/I39398033","display_name":"Pontificia Universidad Cat\u00f3lica del Ecuador","ror":"https://ror.org/02qztda51","country_code":"EC","type":"education","lineage":["https://openalex.org/I39398033"]}],"countries":["EC"],"is_corresponding":true,"raw_author_name":"Jaime Sayago","raw_affiliation_strings":["Department of Systems and Computation, Pontifical Catholic University of Ecuador, Esmeraldas Campus PUCESE, Esmeraldas 080101, Ecuador"],"raw_orcid":"https://orcid.org/0000-0003-3657-5407","affiliations":[{"raw_affiliation_string":"Department of Systems and Computation, Pontifical Catholic University of Ecuador, Esmeraldas Campus PUCESE, Esmeraldas 080101, Ecuador","institution_ids":["https://openalex.org/I39398033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029626269","display_name":"\u00c1ngel Patricio Flores Orozco","orcid":"https://orcid.org/0000-0003-1484-2949"},"institutions":[{"id":"https://openalex.org/I4210137344","display_name":"Escuela Superior Polit\u00e9cnica del Chimborazo","ror":"https://ror.org/02zyw2q61","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210137344"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Angel Flores","raw_affiliation_strings":["Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador"],"raw_orcid":"https://orcid.org/0000-0003-1484-2949","affiliations":[{"raw_affiliation_string":"Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador","institution_ids":["https://openalex.org/I4210137344"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059287870","display_name":"Geovanny Euclides Silva Pe\u00f1afiel","orcid":"https://orcid.org/0000-0002-1069-4574"},"institutions":[{"id":"https://openalex.org/I4210137344","display_name":"Escuela Superior Polit\u00e9cnica del Chimborazo","ror":"https://ror.org/02zyw2q61","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210137344"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Geovanny Silva","raw_affiliation_strings":["Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-1069-4574","affiliations":[{"raw_affiliation_string":"Faculty of Informatics and Electronics, Escuela Superior Polit\u00e9cnica de Chimborazo ESPOCH, Riobamba 060155, Ecuador","institution_ids":["https://openalex.org/I4210137344"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5019712705","https://openalex.org/A5021022230"],"corresponding_institution_ids":["https://openalex.org/I39398033"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":6.2916,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.96282743,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"4","first_page":"92","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vehicular-ad-hoc-network","display_name":"Vehicular ad hoc network","score":0.6050237417221069},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.575201690196991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43829160928726196},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.42806389927864075},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.133026123046875},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09886962175369263},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.0715327262878418}],"concepts":[{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.6050237417221069},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.575201690196991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43829160928726196},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.42806389927864075},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.133026123046875},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09886962175369263},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.0715327262878418},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation13040092","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040092","pdf_url":"https://www.mdpi.com/2079-3197/13/4/92/pdf?version=1743991939","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:852bc5bef29d45ef8b459b535fd13b39","is_oa":true,"landing_page_url":"https://doaj.org/article/852bc5bef29d45ef8b459b535fd13b39","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computation, Vol 13, Iss 4, p 92 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation13040092","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040092","pdf_url":"https://www.mdpi.com/2079-3197/13/4/92/pdf?version=1743991939","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327255","display_name":"Pontificia Universidad Cat\u00f3lica del Ecuador","ror":"https://ror.org/02qztda51"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409316253.pdf","grobid_xml":"https://content.openalex.org/works/W4409316253.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W3087970581","https://openalex.org/W3112192520","https://openalex.org/W3115511661","https://openalex.org/W3121099426","https://openalex.org/W3123893780","https://openalex.org/W3138924974","https://openalex.org/W3151640016","https://openalex.org/W3171656447","https://openalex.org/W4200116323","https://openalex.org/W4210448965","https://openalex.org/W4213451341","https://openalex.org/W4229449358","https://openalex.org/W4304098281","https://openalex.org/W4306746368","https://openalex.org/W4309734258","https://openalex.org/W4312571726","https://openalex.org/W4313555233","https://openalex.org/W4319599735","https://openalex.org/W4367280678","https://openalex.org/W4372203319","https://openalex.org/W4381661790","https://openalex.org/W4385201870","https://openalex.org/W4385235333","https://openalex.org/W4389569412","https://openalex.org/W4390678260","https://openalex.org/W4391345694","https://openalex.org/W4391494932","https://openalex.org/W4392014897","https://openalex.org/W4392240693","https://openalex.org/W4392639193","https://openalex.org/W4392703801","https://openalex.org/W4393346965","https://openalex.org/W4395661523","https://openalex.org/W4397033901","https://openalex.org/W4399083017","https://openalex.org/W4399654197","https://openalex.org/W4399745333","https://openalex.org/W4400350448","https://openalex.org/W4400770731","https://openalex.org/W4401034122","https://openalex.org/W4401891568","https://openalex.org/W4402315232","https://openalex.org/W4404446154","https://openalex.org/W4405643621","https://openalex.org/W4406525791","https://openalex.org/W6852222114","https://openalex.org/W6870795173","https://openalex.org/W6873716638"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2386603188","https://openalex.org/W582212118","https://openalex.org/W648823617","https://openalex.org/W574461432","https://openalex.org/W614405626","https://openalex.org/W817358723"],"abstract_inverted_index":{"The":[0,143,183,266],"purpose":[1],"of":[2,10,21,45,62,93,116,198,208,217,221,225,229,233,237,242,268,291],"this":[3,68,147,246,269,310],"study":[4,148,247],"lies":[5],"in":[6,54,98,146,195,295,309],"developing":[7],"a":[8,70,77,215,223,227,272],"comparison":[9],"neural":[11,47,175,292],"network-based":[12],"models":[13],"for":[14,88,125,256,306],"vehicular":[15,63,159,258],"congestion":[16,199],"prediction,":[17],"with":[18,31,210],"the":[19,27,43,83,89,94,99,102,112,117,120,133,137,141,188,192,196,202,250,289],"aim":[20],"improving":[22],"urban":[23,283,297],"mobility":[24,284],"and":[25,36,52,59,91,114,119,161,168,172,180,239,299],"mitigating":[26],"negative":[28],"effects":[29],"associated":[30],"traffic,":[32,154],"such":[33,155,213,263],"as":[34,156,214,264],"accidents":[35],"congestion.":[37,64],"This":[38],"research":[39,308],"focuses":[40],"on":[41,82],"evaluating":[42],"effectiveness":[44],"different":[46],"network":[48,176,293],"architectures,":[49,177],"specifically":[50],"Transformer":[51,181,193],"LSTM,":[53],"order":[55],"to":[56,110,131,139,153,170],"achieve":[57],"accurate":[58],"reliable":[60],"predictions":[61],"To":[65],"carry":[66],"out":[67],"research,":[69],"rigorous":[71],"methodology":[72,107,128],"was":[73,108,129],"employed":[74],"that":[75,187,249,276],"included":[76,149],"systematic":[78],"literature":[79],"review":[80],"based":[81],"PRISMA":[84],"methodology,":[85],"which":[86],"allowed":[87],"identification":[90],"synthesis":[92],"most":[95],"relevant":[96],"advances":[97],"field.":[100,311],"Likewise,":[101],"Design":[103],"Science":[104],"Research":[105],"(DSR)":[106],"applied":[109],"guide":[111],"development":[113],"validation":[115],"models,":[118],"CRISP-DM":[121],"(Cross-Industry":[122],"Standard":[123],"Process":[124],"Data":[126],"Mining)":[127],"used":[130,145],"structure":[132],"process,":[134],"from":[135],"understanding":[136],"problem":[138],"implementing":[140],"solutions.":[142],"dataset":[144],"key":[150],"variables":[151,165],"related":[152],"vehicle":[157],"speed,":[158],"flow,":[160],"weather":[162],"conditions.":[163],"These":[164,286],"were":[166],"processed":[167],"normalized":[169],"train":[171],"evaluate":[173],"various":[174],"highlighting":[178],"LSTM":[179,203],"networks.":[182],"results":[184],"obtained":[185],"demonstrated":[186],"LSTM-based":[189,251],"model":[190,194,204,252,270],"outperformed":[191],"task":[197],"prediction.":[200],"Specifically,":[201],"achieved":[205],"an":[206,219,231,235,240],"accuracy":[207,220],"0.9463,":[209],"additional":[211],"metrics":[212],"loss":[216],"0.21,":[218],"0.93,":[222],"precision":[224],"0.29,":[226],"recall":[228],"0.71,":[230],"F1-score":[232],"0.42,":[234],"MSE":[236],"0.07,":[238],"RMSE":[241],"0.26.":[243],"In":[244],"conclusion,":[245],"demonstrates":[248],"is":[253],"highly":[254],"effective":[255],"predicting":[257],"congestion,":[259],"surpassing":[260],"other":[261],"architectures":[262,294],"Transformer.":[265],"integration":[267],"into":[271],"simulation":[273],"environment":[274],"showed":[275],"real-time":[277],"traffic":[278,301],"information":[279],"can":[280],"significantly":[281],"improve":[282],"management.":[285],"findings":[287],"support":[288],"utility":[290],"sustainable":[296],"planning":[298],"intelligent":[300],"management,":[302],"opening":[303],"new":[304],"perspectives":[305],"future":[307]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
