{"id":"https://openalex.org/W4409683580","doi":"https://doi.org/10.1109/icredg66184.2025.10966078","title":"Predicting Optimal Placement of Electric Vehicle Charge Stations Using Machine Learning: A Case Study in Glasgow, UK","display_name":"Predicting Optimal Placement of Electric Vehicle Charge Stations Using Machine Learning: A Case Study in Glasgow, UK","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4409683580","doi":"https://doi.org/10.1109/icredg66184.2025.10966078"},"language":"en","primary_location":{"id":"doi:10.1109/icredg66184.2025.10966078","doi":"https://doi.org/10.1109/icredg66184.2025.10966078","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icredg66184.2025.10966078","pdf_url":null,"source":{"id":"https://openalex.org/S7407088840","display_name":"Iranian Conference on Renewable Energy & Distributed Generation (ICREDG)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th Iranian Conference on Renewable Energies and Distributed Generation (ICREDG)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5042736016","display_name":"Arash Mousaei","orcid":"https://orcid.org/0000-0003-4983-2476","observed_orcids":["https://orcid.org/0000-0003-4983-2476"]},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Arash Mousaei","raw_affiliation_strings":["University of Tabriz,dept. Computer and Electrical Engineering,Tabriz,Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tabriz,dept. Computer and Electrical Engineering,Tabriz,Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072899450","display_name":"Yahya Naderi","orcid":"https://orcid.org/0000-0003-1817-8117","observed_orcids":["https://orcid.org/0000-0003-1817-8117"]},"institutions":[{"id":"https://openalex.org/I315174041","display_name":"Ricardo AEA (United Kingdom)","ror":"https://ror.org/03nbbc502","country_code":"GB","type":"company","lineage":["https://openalex.org/I299730958","https://openalex.org/I315174041"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yahya Naderi","raw_affiliation_strings":["Ricardo AEA,Sustainable Energy Systems Department,Glasgow,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ricardo AEA,Sustainable Energy Systems Department,Glasgow,U.K","institution_ids":["https://openalex.org/I315174041"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.8049,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.99214133,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9994999766349792,"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/T10298","display_name":"Urban Transport and Accessibility","score":9.999999747378752e-05,"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"}},{"id":"https://openalex.org/T12546","display_name":"Smart Parking Systems Research","score":9.999999747378752e-05,"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/electric-vehicle-charging-stations","display_name":"electric vehicle charging stations","score":0.9890000224113464},{"id":"https://openalex.org/keywords/charging-station-placement","display_name":"charging station location","score":0.7160000205039978},{"id":"https://openalex.org/keywords/facility-location-optimization","display_name":"facility location optimization","score":0.6769999861717224},{"id":"https://openalex.org/keywords/linear-regression","display_name":"linear regression","score":0.7580000162124634},{"id":"https://openalex.org/keywords/urban-planning","display_name":"urban planning","score":0.5849999785423279},{"id":"https://openalex.org/keywords/sustainable-transport","display_name":"sustainable transport","score":0.9610000252723694},{"id":"https://openalex.org/keywords/population-density","display_name":"population density","score":0.6209999918937683},{"id":"https://openalex.org/keywords/air-quality-index","display_name":"air quality index","score":0.6859999895095825},{"id":"https://openalex.org/keywords/land-value","display_name":"land value","score":0.8980000019073486},{"id":"https://openalex.org/keywords/glasgow","display_name":"Glasgow","score":0.5830000042915344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5364634990692139},{"id":"https://openalex.org/C188082385","wikidata":"https://www.wikidata.org/wiki/Q73792","display_name":"Charge (physics)","level":2,"score":0.49820828437805176},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.33992627263069153},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2990491986274719},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1391880214214325},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icredg66184.2025.10966078","doi":"https://doi.org/10.1109/icredg66184.2025.10966078","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icredg66184.2025.10966078","pdf_url":null,"source":{"id":"https://openalex.org/S7407088840","display_name":"Iranian Conference on Renewable Energy & Distributed Generation (ICREDG)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th Iranian Conference on Renewable Energies and Distributed Generation (ICREDG)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":1.0},{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.9333000183105469},{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5690000057220459}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W4381857235","https://openalex.org/W4387662929","https://openalex.org/W4387879161","https://openalex.org/W4389231306","https://openalex.org/W4390496533","https://openalex.org/W4391837919","https://openalex.org/W4392246265","https://openalex.org/W4392774086","https://openalex.org/W4392902298","https://openalex.org/W4393224052","https://openalex.org/W4393947202","https://openalex.org/W4396832505","https://openalex.org/W4399245265","https://openalex.org/W4399489345","https://openalex.org/W4399613829","https://openalex.org/W4399807369","https://openalex.org/W4400910133","https://openalex.org/W4401138696","https://openalex.org/W4405910854"],"related_works":["https://openalex.org/W7001836748","https://openalex.org/W4405910854","https://openalex.org/W4413256721","https://openalex.org/W4313525045","https://openalex.org/W4404162522","https://openalex.org/W4393318481","https://openalex.org/W4411233688","https://openalex.org/W4409990436","https://openalex.org/W4392739496","https://openalex.org/W7161818145"],"abstract_inverted_index":{"Given":[0],"the":[1,12,45,107,132,135,141,152,180],"reduced":[2],"costs":[3],"of":[4,81,92,94,98,134,170],"establishing":[5],"Electric":[6],"Vehicle":[7],"(EV)":[8],"charging":[9,50,84,146],"stations":[10,51],"and":[11,24,73,114,124,164,173],"need":[13],"to":[14,26,43,70,106,120,179],"improve":[15],"their":[16],"accessibility,":[17],"it":[18],"is":[19],"essential":[20],"for":[21,30,48,61,145,186,194],"EV":[22,49,195],"developers":[23],"governments":[25],"identify":[27],"optimized":[28],"locations":[29,144],"new":[31],"stations.":[32,147],"This":[33,176],"study":[34,130],"presents":[35],"a":[36,78,191],"predictive":[37],"modeling":[38],"approach":[39],"using":[40],"Machine":[41],"Learning":[42],"determine":[44],"optimal":[46],"sites":[47],"in":[52,139,183],"Glasgow.":[53],"While":[54],"various":[55],"machine":[56],"learning":[57],"methods":[58],"are":[59],"available":[60],"this":[62],"purpose,":[63],"we":[64,118],"focus":[65],"on":[66],"Linear":[67,136],"Regression":[68,137],"due":[69],"its":[71],"simplicity":[72],"high":[74],"accuracy.":[75],"By":[76],"analyzing":[77],"comprehensive":[79],"dataset":[80],"207":[82],"AC":[83],"stations-including":[85],"factors":[86],"latitude,":[87],"longitude,":[88],"population":[89],"density,":[90],"number":[91,97],"kinds":[93],"plugs,":[95,99],"total":[96],"price":[100],"per":[101],"kWh,":[102],"traffic":[103],"conditions,":[104],"distance":[105],"nearest":[108],"station,":[109],"Air":[110],"Quality":[111],"Index":[112],"(AQI),":[113],"land":[115],"value":[116],"-":[117],"aim":[119],"provide":[121],"urban":[122,184],"planners":[123],"policymakers":[125],"with":[126,158],"actionable":[127],"insights.":[128],"The":[129,148],"evaluates":[131],"performance":[133],"model":[138,154],"predicting":[140],"most":[142],"suitable":[143],"results":[149],"indicate":[150],"that":[151],"proposed":[153],"achieved":[155],"impressive":[156],"accuracy,":[157],"R2,":[159],"Mean":[160,165],"Absolute":[161],"Error":[162,167],"(MAE),":[163],"Squared":[166],"(MSE)":[168],"values":[169],"0.89,":[171],"0.05,":[172],"0.08,":[174],"respectively.":[175],"research":[177],"contributes":[178],"ongoing":[181],"efforts":[182],"planning":[185],"sustainable":[187],"mobility":[188],"by":[189],"offering":[190],"data-driven":[192],"methodology":[193],"infrastructure":[196],"development.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-04-23T00:00:00"}
