{"id":"https://openalex.org/W4394723352","doi":"https://doi.org/10.3389/fmech.2024.1361688","title":"Innovative framework for effective service parts management in the automotive industry","display_name":"Innovative framework for effective service parts management in the automotive industry","publication_year":2024,"publication_date":"2024-04-11","ids":{"openalex":"https://openalex.org/W4394723352","doi":"https://doi.org/10.3389/fmech.2024.1361688"},"language":"en","primary_location":{"id":"doi:10.3389/fmech.2024.1361688","doi":"https://doi.org/10.3389/fmech.2024.1361688","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fmech.2024.1361688","pdf_url":"https://www.frontiersin.org/articles/10.3389/fmech.2024.1361688/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S2596399182","display_name":"Frontiers in Mechanical Engineering","issn_l":"2297-3079","issn":["2297-3079"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Mechanical Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fmech.2024.1361688/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113692971","display_name":"B. Sendhil Nathan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387155923","display_name":"Indian Institute of Information Technology Design and Manufacturing, Kurnool","ror":"https://ror.org/01kw6bd80","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387155923"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. Sendhil Nathan","raw_affiliation_strings":["Ford Motor Private Limited, Chennai, India","Research Scholar, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","Ford Motor Private Limited, India","Research Scholar, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ford Motor Private Limited, Chennai, India","institution_ids":[]},{"raw_affiliation_string":"Research Scholar, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","institution_ids":["https://openalex.org/I4387155923"]},{"raw_affiliation_string":"Ford Motor Private Limited, India","institution_ids":[]},{"raw_affiliation_string":"Research Scholar, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111171595","display_name":"Bobbili Veera Siva Reddy","orcid":"https://orcid.org/0009-0006-9169-6630","observed_orcids":["https://orcid.org/0009-0006-9169-6630"]},"institutions":[{"id":"https://openalex.org/I4387155923","display_name":"Indian Institute of Information Technology Design and Manufacturing, Kurnool","ror":"https://ror.org/01kw6bd80","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387155923"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"B. Veera Siva Reddy","raw_affiliation_strings":["Research Scholar, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","Research Scholar, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Scholar, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","institution_ids":["https://openalex.org/I4387155923"]},{"raw_affiliation_string":"Research Scholar, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"C. Chandrasekhara Sastry","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387155923","display_name":"Indian Institute of Information Technology Design and Manufacturing, Kurnool","ror":"https://ror.org/01kw6bd80","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387155923"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"C. Chandrasekhara Sastry","raw_affiliation_strings":["Assistant Professor, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","Assistant Professor, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","institution_ids":["https://openalex.org/I4387155923"]},{"raw_affiliation_string":"Assistant Professor, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020329202","display_name":"Jallu Krishnaiah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387155923","display_name":"Indian Institute of Information Technology Design and Manufacturing, Kurnool","ror":"https://ror.org/01kw6bd80","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387155923"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"J. Krishnaiah","raw_affiliation_strings":["Associate Professor, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","Associate Professor, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Department of Mechanical Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","institution_ids":["https://openalex.org/I4387155923"]},{"raw_affiliation_string":"Associate Professor, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5095372386","display_name":"K. V. Eswaramoorthy","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387155923","display_name":"Indian Institute of Information Technology Design and Manufacturing, Kurnool","ror":"https://ror.org/01kw6bd80","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387155923"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. V. Eswaramoorthy","raw_affiliation_strings":["Assistant Professor, Department of Electronics and Communication Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","Assistant Professor, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Department of Electronics and Communication Engineering, Indian Institute of Information Technology Design and Manufacturing Kurnool (IIITDMK), Kurnool, India","institution_ids":["https://openalex.org/I4387155923"]},{"raw_affiliation_string":"Assistant Professor, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5111171595"],"corresponding_institution_ids":["https://openalex.org/I4387155923"],"apc_list":{"value":1285,"currency":"USD","value_usd":1285},"apc_paid":{"value":1285,"currency":"USD","value_usd":1285},"fwci":2.4407,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8868527,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"10","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.6381999850273132,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.6381999850273132,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.35420000553131104,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13706","display_name":"Management and Optimization Techniques","score":0.0020000000949949026,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"demand forecasting","score":0.7860000133514404},{"id":"https://openalex.org/keywords/automotive-industry","display_name":"automotive industry","score":0.6970000267028809},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.800000011920929},{"id":"https://openalex.org/keywords/decision-rules","display_name":"decision rules","score":0.7540000081062317},{"id":"https://openalex.org/keywords/time-series-forecasting","display_name":"time series forecasting","score":0.625},{"id":"https://openalex.org/keywords/cost-optimization","display_name":"cost optimization","score":0.7039999961853027},{"id":"https://openalex.org/keywords/service-disruption","display_name":"service disruption","score":0.6439999938011169}],"concepts":[{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.7820723652839661},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.5522015690803528},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5119222402572632},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.48136359453201294},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4331423044204712},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3905695974826813},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.09874659776687622},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3389/fmech.2024.1361688","doi":"https://doi.org/10.3389/fmech.2024.1361688","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fmech.2024.1361688","pdf_url":"https://www.frontiersin.org/articles/10.3389/fmech.2024.1361688/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S2596399182","display_name":"Frontiers in Mechanical Engineering","issn_l":"2297-3079","issn":["2297-3079"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Mechanical Engineering","raw_type":"journal-article"},{"id":"doi:10.20944/preprints202312.1051.v1","doi":"https://doi.org/10.20944/preprints202312.1051.v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.20944/preprints202312.1051.v1","pdf_url":"https://www.preprints.org/frontend/manuscript/53bb0dbc3cda55a97dc01f1f9ed8e0b5/download_pub","source":{"id":"https://openalex.org/S6309402219","display_name":"Preprints.org","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:doaj.org/article:8af49711f4e446a58c486f6b5acaea3a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/8af49711f4e446a58c486f6b5acaea3a","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Mechanical Engineering, Vol 10 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fmech.2024.1361688","doi":"https://doi.org/10.3389/fmech.2024.1361688","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fmech.2024.1361688","pdf_url":"https://www.frontiersin.org/articles/10.3389/fmech.2024.1361688/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S2596399182","display_name":"Frontiers in Mechanical Engineering","issn_l":"2297-3079","issn":["2297-3079"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Mechanical Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394723352.pdf","grobid_xml":"https://content.openalex.org/works/W4394723352.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2920221770","https://openalex.org/W2923129012","https://openalex.org/W2974675154","https://openalex.org/W3046603683","https://openalex.org/W3046857475","https://openalex.org/W3092830837","https://openalex.org/W3119281052","https://openalex.org/W3119720317","https://openalex.org/W3127777396","https://openalex.org/W3130416228","https://openalex.org/W3136309392","https://openalex.org/W3158403247","https://openalex.org/W3159651487","https://openalex.org/W3163409695","https://openalex.org/W3188145429","https://openalex.org/W3207768375","https://openalex.org/W3211535561","https://openalex.org/W4240677020","https://openalex.org/W4283400161","https://openalex.org/W4295555273","https://openalex.org/W4297464434","https://openalex.org/W4308156223","https://openalex.org/W4312116721","https://openalex.org/W4312503732","https://openalex.org/W4313325653","https://openalex.org/W4327929185","https://openalex.org/W4386154622","https://openalex.org/W7168249198"],"related_works":["https://openalex.org/W4412593189","https://openalex.org/W4409458981","https://openalex.org/W7105174192","https://openalex.org/W4412613160","https://openalex.org/W7119149853","https://openalex.org/W1483143221","https://openalex.org/W7111374170","https://openalex.org/W2388893756","https://openalex.org/W7095512601","https://openalex.org/W7133349989"],"abstract_inverted_index":{"Effective":[0],"service":[1,44,85,90,112,157,169,177,189],"parts":[2,45,86,91,158,178],"management":[3,46,179],"and":[4,47,67,98,180,187,198,204],"demand":[5,48,94,159,181],"forecasting":[6,49,73,140,156],"are":[7],"crucial":[8],"for":[9,83,155,176,196],"optimizing":[10],"operations":[11,186],"in":[12,50,160,206],"the":[13,25,29,51,79,108,129,136,143,151,167,207],"automotive":[14,31,53,168,209],"industry.":[15,54],"However,":[16],"existing":[17],"literature":[18],"lacks":[19],"a":[20,40,57,173],"comprehensive":[21],"framework":[22,175],"tailored":[23],"to":[24,43,77,103,110,166,184,201],"specific":[26],"context":[27],"of":[28,60,89,135,138,145],"Thai":[30,52,208],"sector.":[32,210],"This":[33,117,163],"study":[34],"addresses":[35],"this":[36,161],"gap":[37],"by":[38,128,171],"proposing":[39],"strategic":[41,125],"approach":[42,82],"Drawing":[55],"on":[56,93],"diverse":[58],"set":[59],"methodologies,":[61],"including":[62],"classical":[63],"time":[64],"series":[65],"models":[66,74,141],"advanced":[68],"machine":[69],"learning":[70],"techniques,":[71],"various":[72],"were":[75,101],"assessed":[76],"identify":[78],"most":[80,152],"effective":[81],"predicting":[84],"demand.":[87],"Categorization":[88],"based":[92],"criteria":[95],"was":[96],"conducted,":[97],"decision":[99,131],"rules":[100],"developed":[102,130],"guide":[104],"stocking":[105,126],"strategies,":[106],"balancing":[107],"need":[109],"minimize":[111],"disruptions":[113],"with":[114],"cost":[115,121],"optimization.":[116],"analysis":[118],"reveals":[119],"substantial":[120],"savings":[122],"potential":[123],"through":[124],"guided":[127],"rules.":[132],"Furthermore,":[133],"evaluation":[134],"performance":[137],"different":[139],"recommends":[142],"adoption":[144],"Support":[146],"Vector":[147],"Regressor":[148],"(SVR)":[149],"as":[150],"accurate":[153],"model":[154],"context.":[162],"research":[164],"contributes":[165],"industry":[170],"providing":[172],"nuanced":[174],"forecasting,":[182],"leading":[183],"cost-effective":[185],"enhanced":[188],"quality.":[190],"The":[191],"findings":[192],"offer":[193],"valuable":[194],"insights":[195],"practitioners":[197],"policymakers":[199],"seeking":[200],"improve":[202],"efficiency":[203],"sustainability":[205]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2024-04-12T00:00:00"}