{"id":"https://openalex.org/W4404760709","doi":"https://doi.org/10.3390/sym16121582","title":"Research on Sustainable Design of Smart Charging Pile Based on Machine Learning","display_name":"Research on Sustainable Design of Smart Charging Pile Based on Machine Learning","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4404760709","doi":"https://doi.org/10.3390/sym16121582"},"language":"en","primary_location":{"id":"doi:10.3390/sym16121582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym16121582","pdf_url":null,"source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/sym16121582","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044598789","display_name":"Zongming Liu","orcid":"https://orcid.org/0000-0001-5060-4812"},"institutions":[{"id":"https://openalex.org/I51622183","display_name":"Shaanxi University of Science and Technology","ror":"https://ror.org/034t3zs45","country_code":"CN","type":"education","lineage":["https://openalex.org/I51622183"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongming Liu","raw_affiliation_strings":["School of Design and Art, Shaanxi University of Science and Technology, Xi\u2019an 710016, China","School of Design and Art, Shaanxi University of Science and Technology, Xi'an 710016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Shaanxi University of Science and Technology, Xi\u2019an 710016, China","institution_ids":["https://openalex.org/I51622183"]},{"raw_affiliation_string":"School of Design and Art, Shaanxi University of Science and Technology, Xi'an 710016, China","institution_ids":["https://openalex.org/I51622183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103004965","display_name":"Xinan Liang","orcid":"https://orcid.org/0009-0008-7806-0712"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinan Liang","raw_affiliation_strings":["School of Packaging Design and Art, Hunan University of Technology, Zhuzhou 412007, China"],"raw_orcid":"https://orcid.org/0009-0008-7806-0712","affiliations":[{"raw_affiliation_string":"School of Packaging Design and Art, Hunan University of Technology, Zhuzhou 412007, China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100721239","display_name":"Linwei Li","orcid":"https://orcid.org/0000-0002-8406-8322"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linwei Li","raw_affiliation_strings":["School of Civil Engineering, Hunan University, Changsha 410082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Hunan University, Changsha 410082, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100406134","display_name":"Xinyu Li","orcid":"https://orcid.org/0009-0001-6178-3390"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Li","raw_affiliation_strings":["School of Packaging Design and Art, Hunan University of Technology, Zhuzhou 412007, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Packaging Design and Art, Hunan University of Technology, Zhuzhou 412007, China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031807495","display_name":"Wenwen Ou","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenwen Ou","raw_affiliation_strings":["Xiangya School of Medicine, Central South University, Changsha 410083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiangya School of Medicine, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103004965"],"corresponding_institution_ids":["https://openalex.org/I49934816"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":4.083,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93685406,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"16","issue":"12","first_page":"1582","last_page":"1582"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12945","display_name":"Quality Function Deployment in Product Design","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12945","display_name":"Quality Function Deployment in Product Design","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.6935603022575378},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6576341986656189},{"id":"https://openalex.org/keywords/house-of-quality","display_name":"House of Quality","score":0.6023064851760864},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.4992067813873291},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.45868706703186035},{"id":"https://openalex.org/keywords/quality-function-deployment","display_name":"Quality function deployment","score":0.4560967683792114},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4545549154281616},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4304197132587433},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.34208714962005615},{"id":"https://openalex.org/keywords/new-product-development","display_name":"New product development","score":0.264223575592041},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22552087903022766},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2056184709072113},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.12354302406311035},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11175253987312317}],"concepts":[{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.6935603022575378},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6576341986656189},{"id":"https://openalex.org/C76471051","wikidata":"https://www.wikidata.org/wiki/Q763591","display_name":"House of Quality","level":5,"score":0.6023064851760864},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.4992067813873291},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.45868706703186035},{"id":"https://openalex.org/C86992474","wikidata":"https://www.wikidata.org/wiki/Q763591","display_name":"Quality function deployment","level":3,"score":0.4560967683792114},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4545549154281616},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4304197132587433},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.34208714962005615},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.264223575592041},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22552087903022766},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2056184709072113},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.12354302406311035},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11175253987312317},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C140781008","wikidata":"https://www.wikidata.org/wiki/Q1221081","display_name":"Service quality","level":3,"score":0.0},{"id":"https://openalex.org/C101276457","wikidata":"https://www.wikidata.org/wiki/Q5196474","display_name":"Customer retention","level":4,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/sym16121582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym16121582","pdf_url":null,"source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fc5ff5b2fe6a4153bb4359ecf6bd5aef","is_oa":false,"landing_page_url":"https://doaj.org/article/fc5ff5b2fe6a4153bb4359ecf6bd5aef","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry, Vol 16, Iss 12, p 1582 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/sym16121582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym16121582","pdf_url":null,"source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.4000000059604645,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1968284207","https://openalex.org/W2319193620","https://openalex.org/W2486298711","https://openalex.org/W2573137292","https://openalex.org/W2750679689","https://openalex.org/W2809704540","https://openalex.org/W2889822662","https://openalex.org/W2911964244","https://openalex.org/W2946536572","https://openalex.org/W3005259035","https://openalex.org/W3036729079","https://openalex.org/W3036790210","https://openalex.org/W3037324710","https://openalex.org/W3167268207","https://openalex.org/W3167515569","https://openalex.org/W4226205182","https://openalex.org/W4252908937","https://openalex.org/W4289917591","https://openalex.org/W4293027896","https://openalex.org/W4297347453","https://openalex.org/W4311729680","https://openalex.org/W4323644155","https://openalex.org/W4384133719","https://openalex.org/W4384300769","https://openalex.org/W4385805559","https://openalex.org/W4389704590","https://openalex.org/W4391248695","https://openalex.org/W4391717970","https://openalex.org/W4392114318","https://openalex.org/W4392763944","https://openalex.org/W4396743114","https://openalex.org/W4397030565","https://openalex.org/W4398147713","https://openalex.org/W4399266344","https://openalex.org/W4399385797","https://openalex.org/W4400055255","https://openalex.org/W4400105798","https://openalex.org/W4400229148","https://openalex.org/W4400366510","https://openalex.org/W4400721754","https://openalex.org/W4401049894","https://openalex.org/W4401726117","https://openalex.org/W4401813386","https://openalex.org/W4402947007","https://openalex.org/W4402967616","https://openalex.org/W6682642761","https://openalex.org/W6722472944","https://openalex.org/W6868799501","https://openalex.org/W6871588403","https://openalex.org/W7071133598"],"related_works":["https://openalex.org/W176997299","https://openalex.org/W1487443159","https://openalex.org/W2083668094","https://openalex.org/W1541385977","https://openalex.org/W4390679206","https://openalex.org/W4313202137","https://openalex.org/W2167080021","https://openalex.org/W4389443643","https://openalex.org/W3169238940","https://openalex.org/W2160867633"],"abstract_inverted_index":{"With":[0],"the":[1,5,9,12,30,65,76,88,96,138,159,172,182,191,208,213,221,231,236,246,251,270,286,296,307,310,320,333,344],"rapid":[2],"growth":[3],"of":[4,11,99,204,212,280,288,309,324,335,347],"electric":[6],"vehicle":[7],"market,":[8],"importance":[10],"user":[13,47,89,118,139,237,299],"experience":[14],"and":[15,36,49,70,94,113,148,156,175,207,239,259,265,282,302,322,328,339],"product":[16,80,121,241,303],"sustainability":[17,37,142,176,192,261,308],"requirements":[18,110,123],"for":[19,68,111,319],"intelligent":[20,271],"charging":[21,55,255,272,326],"stations":[22],"has":[23],"become":[24],"increasingly":[25],"significant.":[26],"However,":[27],"accurately":[28],"capturing":[29],"complex":[31],"associations":[32],"between":[33,254,298],"design":[34,134,173,196,242,257,289,311,323,337,341],"features":[35,135,174,197,258],"elements":[38],"remains":[39],"challenging.":[40],"Therefore,":[41],"this":[42,74],"study":[43,314],"aims":[44],"to":[45,59,79,86,132,170,189],"balance":[46,63],"needs":[48,98,104,119,238,277,300],"environmental":[50],"standards":[51],"in":[52,92,278],"designing":[53],"smart":[54,325],"piles,":[56],"ensuring":[57,268,306],"adherence":[58],"symmetry":[60,340],"principles.":[61],"This":[62,291,313],"addresses":[64],"growing":[66],"demand":[67],"personalization":[69],"ensures":[71],"sustainability.":[72],"In":[73,244],"paper,":[75],"semiotic":[77],"approach":[78,293],"construction":[81],"(SAPAD)":[82],"model":[83,233,248],"is":[84,124,168,179],"introduced":[85],"analyze":[87],"behavioral":[90],"process":[91],"depth":[93,210],"clarify":[95],"core":[97,103,276],"users.":[100],"Subsequently,":[101],"these":[102],"are":[105,144,218],"translated":[106],"into":[107],"specific":[108],"technical":[109,122],"products,":[112,330],"a":[114,165,316],"correlation":[115],"matrix":[116,167],"linking":[117],"with":[120,181,195],"constructed":[125],"using":[126,220],"fuzzy":[127],"quality":[128],"function":[129],"deployment":[130],"(FQFD)":[131],"identify":[133],"that":[136,198,230,269],"fulfill":[137],"requirements.":[140],"The":[141,202,227],"factors":[143,193],"then":[145],"comprehensively":[146],"evaluated":[147],"prioritized":[149],"based":[150],"on":[151],"three":[152],"dimensions:":[153],"economic,":[154],"environmental,":[155],"social,":[157],"i.e.,":[158],"triple":[160],"bottom":[161],"line":[162],"(TBL).":[163],"Furthermore,":[164],"mapping":[166],"developed":[169],"connect":[171],"factors,":[177,262],"which":[178],"combined":[180],"particle":[183,222],"swarm":[184,223],"optimization\u2013random":[185],"forest":[186,215],"(PSO-RF)":[187],"algorithm":[188,217],"predict":[190],"associated":[194],"meet":[199],"users\u2019":[200,275],"needs.":[201],"number":[203],"branches":[205],"m":[206],"maximum":[209],"d":[211],"random":[214],"(RF)":[216],"optimized":[219],"optimization":[224],"(PSO)":[225],"method.":[226],"results":[228],"indicate":[229],"SAPAD-FQFD":[232],"effectively":[234,294],"identifies":[235],"relevant":[240],"features.":[243],"contrast,":[245],"PSO-RF":[247],"adeptly":[249],"manages":[250],"nonlinear":[252],"relationships":[253],"pile":[256,273],"various":[260],"e.g.,":[263],"aesthetics":[264],"material":[266],"selection,":[267],"meets":[274],"terms":[279],"form":[281],"function,":[283],"while":[284],"embodying":[285],"principles":[287,338],"symmetry.":[290],"integrated":[292],"bridges":[295],"gap":[297],"analysis":[301],"functional":[304],"design,":[305],"solution.":[312],"contributes":[315],"sustainable":[317],"framework":[318],"development":[321],"piles":[327],"related":[329],"further":[331],"promoting":[332],"adoption":[334],"green":[336],"concepts":[342],"within":[343],"supporting":[345],"infrastructure":[346],"new":[348],"energy":[349],"vehicles.":[350]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
