{"id":"https://openalex.org/W7118022884","doi":"https://doi.org/10.1109/enc68268.2025.11311923","title":"A Mamdani Fuzzy Logic Approach for Demand-Based Inventory Purchase Planning","display_name":"A Mamdani Fuzzy Logic Approach for Demand-Based Inventory Purchase Planning","publication_year":2025,"publication_date":"2025-11-10","ids":{"openalex":"https://openalex.org/W7118022884","doi":"https://doi.org/10.1109/enc68268.2025.11311923"},"language":null,"primary_location":{"id":"doi:10.1109/enc68268.2025.11311923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/enc68268.2025.11311923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Mexican International Conference on Computer Science (ENC)","raw_type":"proceedings-article"},"type":"article","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/A5121786294","display_name":"Zayra E. Santos-Flores","orcid":null},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Zayra E. Santos-Flores","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025703961","display_name":"Luz Mar\u00eda Ramos-Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-8658-2472"},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Luz M. Ramos-Gonz\u00e1lez","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033093187","display_name":"Javier Calder\u00f3n-S\u00e1nchez","orcid":null},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Javier Calderon-S\u00e1nchez","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería Mecánica y Eléctrica,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121312030","display_name":"Jos\u00e9 R. Garc\u00eda-Mart\u00ednez","orcid":null},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 R. Garc\u00eda-Mart\u00ednez","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092853305","display_name":"Omar A. Barra-V\u00e1zquez","orcid":"https://orcid.org/0000-0001-8984-440X"},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Omar A. Barra-V\u00e1zquez","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121783970","display_name":"Irving Mora-Gonz\u00e1lez","orcid":null},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Irving Mora-Gonz\u00e1lez","raw_affiliation_strings":["Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México"],"affiliations":[{"raw_affiliation_string":"Universidad Veracruzana,Facultad de Ingeniería en Electrónica y Comunicaciones,Poza Rica,Ver.,México","institution_ids":["https://openalex.org/I147280213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5121786294"],"corresponding_institution_ids":["https://openalex.org/I147280213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75495289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.3409999907016754,"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":0.3409999907016754,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.147599995136261,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.07930000126361847,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.6427000164985657},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5716000199317932},{"id":"https://openalex.org/keywords/fuzzy-set-operations","display_name":"Fuzzy set operations","score":0.4438000023365021},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4399999976158142},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.43950000405311584},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.4052000045776367},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.4043999910354614},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.3970000147819519}],"concepts":[{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.6427000164985657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.589900016784668},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5716000199317932},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4959000051021576},{"id":"https://openalex.org/C148671577","wikidata":"https://www.wikidata.org/wiki/Q5511133","display_name":"Fuzzy set operations","level":4,"score":0.4438000023365021},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4399999976158142},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.43950000405311584},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.4052000045776367},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.4043999910354614},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4025000035762787},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3970000147819519},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.39649999141693115},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.3880999982357025},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36719998717308044},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3497999906539917},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.34290000796318054},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.33869999647140503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33250001072883606},{"id":"https://openalex.org/C2986395286","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy inference","level":5,"score":0.3278999924659729},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.31610000133514404},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3151000142097473},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C2780962473","wikidata":"https://www.wikidata.org/wiki/Q769571","display_name":"Manufacturing resource planning","level":3,"score":0.28839999437332153},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.2840000092983246},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.27889999747276306},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.26260000467300415}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/enc68268.2025.11311923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/enc68268.2025.11311923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Mexican International Conference on Computer Science (ENC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2077803937","https://openalex.org/W2757288370","https://openalex.org/W4235591324","https://openalex.org/W4391453438"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,48,120],"fuzzy":[4,39],"inference":[5,43],"system":[6],"designed":[7],"to":[8,31,81],"optimize":[9],"purchase":[10,76,104],"decisions":[11],"by":[12],"integrating":[13],"three":[14],"key":[15],"variables:":[16],"Income,":[17],"Consumption,":[18],"and":[19,56,95,102,113,128],"Sales.":[20],"The":[21,42,83],"proposed":[22],"model":[23],"uses":[24],"triangular":[25],"membership":[26],"functions":[27],"with":[28],"narrow":[29],"bases":[30],"approximate":[32],"singleton":[33],"behavior,":[34],"enhancing":[35],"the":[36,67,99,103,109],"precision":[37],"of":[38],"set":[40],"representation.":[41],"process":[44],"is":[45,64],"based":[46],"on":[47],"rule":[49],"base":[50],"derived":[51],"from":[52,59,79],"historical":[53],"data":[54],"analysis":[55],"expert":[57],"knowledge":[58],"materials":[60],"planning":[61],"personnel.":[62],"Defuzzification":[63],"performed":[65],"using":[66],"weighted":[68],"average":[69],"method,":[70],"yielding":[71],"crisp":[72],"percentage":[73],"values":[74],"for":[75,116,124],"orders":[77],"ranging":[78],"0%":[80],"100%.":[82],"system's":[84],"performance":[85],"was":[86],"evaluated":[87],"through":[88],"surface":[89],"plot":[90],"analysis,":[91],"which":[92],"revealed":[93],"nonlinear":[94],"interdependent":[96],"relationships":[97],"between":[98],"input":[100],"variables":[101],"output.":[105],"Results":[106],"demonstrate":[107],"that":[108],"approach":[110],"provides":[111],"accurate":[112],"adaptive":[114],"recommendations":[115],"inventory":[117],"control,":[118],"offering":[119],"valuable":[121],"decision-support":[122],"tool":[123],"optimizing":[125],"resource":[126],"allocation":[127],"maintaining":[129],"stock":[130],"levels":[131],"in":[132],"dynamic":[133],"operational":[134],"environments.":[135]},"counts_by_year":[],"updated_date":"2026-02-23T20:09:44.859080","created_date":"2026-01-02T00:00:00"}