{"id":"https://openalex.org/W4405997828","doi":"https://doi.org/10.1007/978-3-031-74491-4_40","title":"Enhancing Automotive Spare Parts Demand Forecasting: A Synergistic Approach Using K-Means Clustering and LSTM-Attention Models","display_name":"Enhancing Automotive Spare Parts Demand Forecasting: A Synergistic Approach Using K-Means Clustering and LSTM-Attention Models","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405997828","doi":"https://doi.org/10.1007/978-3-031-74491-4_40"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-74491-4_40","doi":"https://doi.org/10.1007/978-3-031-74491-4_40","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-74491-4_40","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"parent_works":[{"id":"https://openalex.org/W2276223556","display_name":"Big Data and Internet of Things: Proceeding of The Seventh International Conference on Big Data and Internet of Things BDIoT'24, Volume 2","relationship":"volume"}],"lineage":["https://openalex.org/W4405997828","https://openalex.org/W2276223556"],"child_works_count":0,"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/A5092194915","display_name":"Asmae Amellal","orcid":"https://orcid.org/0000-0002-8251-7024","observed_orcids":["https://orcid.org/0000-0002-8251-7024"]},"institutions":[{"id":"https://openalex.org/I240042149","display_name":"Abdelmalek Essa\u00e2di University","ror":"https://ror.org/03c4shz64","country_code":"MA","type":"education","lineage":["https://openalex.org/I240042149"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Asmae Amellal","raw_affiliation_strings":["ENSA T\u00e9touan, Abdelmalek Essaadi University, T\u00e9touan, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-8251-7024","affiliations":[{"raw_affiliation_string":"ENSA T\u00e9touan, Abdelmalek Essaadi University, T\u00e9touan, Morocco","institution_ids":["https://openalex.org/I240042149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015185880","display_name":"Issam Amellal","orcid":"https://orcid.org/0000-0003-0350-8507","observed_orcids":["https://orcid.org/0000-0003-0350-8507"]},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Issam Amellal","raw_affiliation_strings":["ENSA Berrechid, Hassan 1st University, Settat, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-0350-8507","affiliations":[{"raw_affiliation_string":"ENSA Berrechid, Hassan 1st University, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044248042","display_name":"Mohammed Rida Ech-Charrat","orcid":"https://orcid.org/0000-0003-3273-5709","observed_orcids":["https://orcid.org/0000-0003-3273-5709"]},"institutions":[{"id":"https://openalex.org/I240042149","display_name":"Abdelmalek Essa\u00e2di University","ror":"https://ror.org/03c4shz64","country_code":"MA","type":"education","lineage":["https://openalex.org/I240042149"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohammed Rida Ech-charrat","raw_affiliation_strings":["ENSA T\u00e9touan, Abdelmalek Essaadi University, T\u00e9touan, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-3273-5709","affiliations":[{"raw_affiliation_string":"ENSA T\u00e9touan, Abdelmalek Essaadi University, T\u00e9touan, Morocco","institution_ids":["https://openalex.org/I240042149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5092194915"],"corresponding_institution_ids":["https://openalex.org/I240042149"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"529","last_page":"542"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9940999746322632,"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":0.9940999746322632,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.002199999988079071,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/automotive-spare-parts","display_name":"automotive spare parts","score":0.8949999809265137},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"demand forecasting","score":0.9990000128746033},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.9929999709129333},{"id":"https://openalex.org/keywords/attention-based-lstm","display_name":"attention-based LSTM","score":0.7279999852180481},{"id":"https://openalex.org/keywords/hybrid-forecasting-model","display_name":"hybrid forecasting model","score":0.6610000133514404},{"id":"https://openalex.org/keywords/data-segmentation","display_name":"data segmentation","score":0.703000009059906},{"id":"https://openalex.org/keywords/inventory-optimization","display_name":"inventory optimization","score":0.8339999914169312},{"id":"https://openalex.org/keywords/stockouts","display_name":"stockouts","score":0.7630000114440918},{"id":"https://openalex.org/keywords/recurrent-neural-networks","display_name":"recurrent neural networks","score":0.7720000147819519}],"concepts":[{"id":"https://openalex.org/C194648553","wikidata":"https://www.wikidata.org/wiki/Q1364774","display_name":"Spare part","level":2,"score":0.9488800764083862},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.7893937230110168},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6863710880279541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4875464141368866},{"id":"https://openalex.org/C2983523559","wikidata":"https://www.wikidata.org/wiki/Q410657","display_name":"On demand","level":2,"score":0.4164830446243286},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2848368287086487},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.2832527160644531},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24658721685409546},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.06512096524238586},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.039765119552612305}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-74491-4_40","doi":"https://doi.org/10.1007/978-3-031-74491-4_40","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-74491-4_40","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5378999710083008,"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":22,"referenced_works":["https://openalex.org/W1557155701","https://openalex.org/W1769276176","https://openalex.org/W2064675550","https://openalex.org/W2087330649","https://openalex.org/W2150593711","https://openalex.org/W2770117170","https://openalex.org/W2811365054","https://openalex.org/W2897787857","https://openalex.org/W2900263285","https://openalex.org/W2914393378","https://openalex.org/W2915043045","https://openalex.org/W2963311488","https://openalex.org/W2979650406","https://openalex.org/W3024158773","https://openalex.org/W3129424940","https://openalex.org/W3158083032","https://openalex.org/W4281566396","https://openalex.org/W4361288860","https://openalex.org/W4381094845","https://openalex.org/W4384406036","https://openalex.org/W4389841229","https://openalex.org/W4391548940"],"related_works":["https://openalex.org/W4410903082","https://openalex.org/W4412613160","https://openalex.org/W7147453426","https://openalex.org/W4385881296","https://openalex.org/W7119149853","https://openalex.org/W7111374170","https://openalex.org/W4413915096","https://openalex.org/W4214697051","https://openalex.org/W4406171850","https://openalex.org/W3159651487"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2025-01-03T00:00:00"}
