{"id":"https://openalex.org/W4412919768","doi":"https://doi.org/10.3233/atde250419","title":"Deep Learning Based Prediction of Automotive Maintenance Projects","display_name":"Deep Learning Based Prediction of Automotive Maintenance Projects","publication_year":2025,"publication_date":"2025-07-17","ids":{"openalex":"https://openalex.org/W4412919768","doi":"https://doi.org/10.3233/atde250419"},"language":"en","primary_location":{"id":"doi:10.3233/atde250419","doi":"https://doi.org/10.3233/atde250419","is_oa":true,"landing_page_url":"https://doi.org/10.3233/atde250419","pdf_url":null,"source":{"id":"https://openalex.org/S4210187496","display_name":"Advances in transdisciplinary engineering","issn_l":"2352-751X","issn":["2352-751X","2352-7528"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Transdisciplinary Engineering","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4412920107","display_name":"Intelligent Transportation Engineering"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.3233/atde250419","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057290287","display_name":"Fanghua Chen","orcid":"https://orcid.org/0009-0006-6441-1986","observed_orcids":["https://orcid.org/0009-0006-6441-1986"]},"institutions":[{"id":"https://openalex.org/I4210127216","display_name":"Ministry of Transport","ror":"https://ror.org/031wq1t38","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216"]},{"id":"https://openalex.org/I4210139553","display_name":"Research Institute of Highway","ror":"https://ror.org/0335kqk33","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanghua Chen","raw_affiliation_strings":["Research Institute of Highway Ministry of Transport, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Highway Ministry of Transport, Beijing, China","institution_ids":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054814122","display_name":"Gang Zhou","orcid":"https://orcid.org/0000-0002-4425-9837","observed_orcids":["https://orcid.org/0000-0002-4425-9837","https://orcid.org/0009-0002-1180-6942"]},"institutions":[{"id":"https://openalex.org/I4210127216","display_name":"Ministry of Transport","ror":"https://ror.org/031wq1t38","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216"]},{"id":"https://openalex.org/I4210139553","display_name":"Research Institute of Highway","ror":"https://ror.org/0335kqk33","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Zhou","raw_affiliation_strings":["Research Institute of Highway Ministry of Transport, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Highway Ministry of Transport, Beijing, China","institution_ids":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010891636","display_name":"Guofang Wu","orcid":"https://orcid.org/0000-0002-7781-4462","observed_orcids":["https://orcid.org/0000-0002-7781-4462"]},"institutions":[{"id":"https://openalex.org/I4210127216","display_name":"Ministry of Transport","ror":"https://ror.org/031wq1t38","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216"]},{"id":"https://openalex.org/I4210139553","display_name":"Research Institute of Highway","ror":"https://ror.org/0335kqk33","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Guofang","raw_affiliation_strings":["Research Institute of Highway Ministry of Transport, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Highway Ministry of Transport, Beijing, China","institution_ids":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liu Fujia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127216","display_name":"Ministry of Transport","ror":"https://ror.org/031wq1t38","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216"]},{"id":"https://openalex.org/I4210139553","display_name":"Research Institute of Highway","ror":"https://ror.org/0335kqk33","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Fujia","raw_affiliation_strings":["Research Institute of Highway Ministry of Transport, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Highway Ministry of Transport, Beijing, China","institution_ids":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062750468","display_name":"Chaozhou Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127216","display_name":"Ministry of Transport","ror":"https://ror.org/031wq1t38","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216"]},{"id":"https://openalex.org/I4210139553","display_name":"Research Institute of Highway","ror":"https://ror.org/0335kqk33","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Chaozhou","raw_affiliation_strings":["Research Institute of Highway Ministry of Transport, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Highway Ministry of Transport, Beijing, China","institution_ids":["https://openalex.org/I4210127216","https://openalex.org/I4210139553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101961350","display_name":"Jinrui Zhang","orcid":"https://orcid.org/0000-0001-9035-3050","observed_orcids":["https://orcid.org/0000-0001-9035-3050","https://orcid.org/0009-0008-1169-506X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jinrui Zhang","raw_affiliation_strings":["Henan Transportation Development Center, Zhengzhou Henan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Henan Transportation Development Center, Zhengzhou Henan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.5775,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94302554,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":92,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.3788999915122986,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.3788999915122986,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.25589999556541443,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T13858","display_name":"Technical Engine Diagnostics and Monitoring","score":0.19949999451637268,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/vehicle-maintenance","display_name":"vehicle maintenance","score":0.9020000100135803},{"id":"https://openalex.org/keywords/long-short-term-memory-networks","display_name":"long short-term memory networks","score":0.7480000257492065},{"id":"https://openalex.org/keywords/attention-mechanism","display_name":"attention mechanism","score":0.9800000190734863},{"id":"https://openalex.org/keywords/hybrid-deep-learning","display_name":"hybrid deep learning model","score":0.8500000238418579},{"id":"https://openalex.org/keywords/maintenance-records","display_name":"maintenance records","score":0.6959999799728394},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.6549999713897705},{"id":"https://openalex.org/keywords/dropout-regularization","display_name":"dropout regularization","score":0.44200000166893005}],"concepts":[{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.6543412208557129},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4370945692062378},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3366087079048157},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3315882086753845},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.13678079843521118}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/atde250419","doi":"https://doi.org/10.3233/atde250419","is_oa":true,"landing_page_url":"https://doi.org/10.3233/atde250419","pdf_url":null,"source":{"id":"https://openalex.org/S4210187496","display_name":"Advances in transdisciplinary engineering","issn_l":"2352-751X","issn":["2352-751X","2352-7528"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Transdisciplinary Engineering","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/atde250419","doi":"https://doi.org/10.3233/atde250419","is_oa":true,"landing_page_url":"https://doi.org/10.3233/atde250419","pdf_url":null,"source":{"id":"https://openalex.org/S4210187496","display_name":"Advances in transdisciplinary engineering","issn_l":"2352-751X","issn":["2352-751X","2352-7528"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Transdisciplinary Engineering","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4414529810","https://openalex.org/W4401331228","https://openalex.org/W4379980447","https://openalex.org/W4409526479","https://openalex.org/W4403400874","https://openalex.org/W4411632171","https://openalex.org/W4401831652","https://openalex.org/W4409833681","https://openalex.org/W4416939042","https://openalex.org/W4405907061"],"abstract_inverted_index":{"With":[0],"the":[1,41,47,61,113,118,127,137],"rapid":[2,44],"increase":[3],"in":[4,49,60],"global":[5],"automobile":[6,8,20,94],"ownership,":[7],"maintenance":[9,21,63,95,103,143],"has":[10],"become":[11],"increasingly":[12],"important":[13],"as":[14],"a":[15,77],"critical":[16],"service":[17],"industry.":[18],"Effective":[19],"services":[22],"are":[23,33],"not":[24],"only":[25],"related":[26],"to":[27,92,125],"people\u2019s":[28],"quality":[29],"of":[30,43],"life":[31],"but":[32],"also":[34],"essential":[35],"for":[36,68],"ensuring":[37],"road":[38],"safety.":[39],"In":[40,72],"context":[42],"technological":[45],"development,":[46],"advancements":[48],"deep":[50],"learning":[51,79],"have":[52],"shown":[53],"revolutionary":[54],"results":[55,134],"across":[56],"many":[57],"fields,":[58],"particularly":[59],"automotive":[62,142],"industry,":[64],"garnering":[65],"significant":[66],"attention":[67,114],"its":[69],"potential":[70],"applications.":[71],"this":[73],"paper,":[74],"we":[75],"propose":[76],"hybrid":[78],"model":[80,98],"that":[81,136],"combines":[82],"Long":[83],"Short-Term":[84],"Memory":[85],"Network":[86],"(LSTM)":[87],"with":[88],"an":[89],"Attention":[90],"Mechanism":[91],"predict":[93],"projects.":[96],"The":[97],"captures":[99],"long-term":[100],"dependencies":[101],"within":[102],"records":[104],"via":[105],"LSTM":[106],"and":[107,121,131,145],"emphasizes":[108],"crucial":[109],"historical":[110],"information":[111],"through":[112],"mechanism.":[115],"It":[116],"incorporates":[117],"Dropout":[119],"technique":[120],"customized":[122],"activation":[123],"functions":[124],"enhance":[126],"model\u2019s":[128],"generalization":[129],"ability":[130],"robustness.":[132],"Experimental":[133],"demonstrate":[135],"proposed":[138],"method":[139],"effectively":[140],"predicts":[141],"projects":[144],"outperforms":[146],"traditional":[147],"models.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-10T00:00:00"}
