{"id":"https://openalex.org/W4391567070","doi":"https://doi.org/10.1080/00207543.2024.2313100","title":"A hybrid ANN-MILP model for agile recovery production planning for PPE products under sharp demands","display_name":"A hybrid ANN-MILP model for agile recovery production planning for PPE products under sharp demands","publication_year":2024,"publication_date":"2024-02-06","ids":{"openalex":"https://openalex.org/W4391567070","doi":"https://doi.org/10.1080/00207543.2024.2313100"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2024.2313100","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2313100","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2024.2313100","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2024.2313100","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082101979","display_name":"Reza Babazadeh","orcid":"https://orcid.org/0000-0001-8070-6473"},"institutions":[{"id":"https://openalex.org/I38476204","display_name":"Urmia University","ror":"https://ror.org/032fk0x53","country_code":"IR","type":"education","lineage":["https://openalex.org/I38476204"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Reza Babazadeh","raw_affiliation_strings":["Faculty of Engineering, Urmia University, Urmia, Iran"],"raw_orcid":"https://orcid.org/0000-0001-8070-6473","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Urmia University, Urmia, Iran","institution_ids":["https://openalex.org/I38476204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001366552","display_name":"Hanieh Taraghi Nazloo","orcid":null},"institutions":[{"id":"https://openalex.org/I38476204","display_name":"Urmia University","ror":"https://ror.org/032fk0x53","country_code":"IR","type":"education","lineage":["https://openalex.org/I38476204"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Hanieh Taraghi Nazloo","raw_affiliation_strings":["Faculty of Engineering, Urmia University, Urmia, Iran"],"raw_orcid":"https://orcid.org/0009-0002-2721-2516","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Urmia University, Urmia, Iran","institution_ids":["https://openalex.org/I38476204"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070423035","display_name":"Mehdi A. Kamran","orcid":"https://orcid.org/0000-0002-1706-5172"},"institutions":[{"id":"https://openalex.org/I39706905","display_name":"German University of Technology","ror":"https://ror.org/055hq4920","country_code":"OM","type":"education","lineage":["https://openalex.org/I39706905"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Mehdi A. Kamran","raw_affiliation_strings":["Department of Logistics, Tourism, and Services Management, German University of Technology in Oman, Muscat, Oman","Faculty of Business and Economics, Department of Logistics, Tourism and Service Management, German University of Technology, Muscat, Oman"],"raw_orcid":"https://orcid.org/0000-0002-1706-5172","affiliations":[{"raw_affiliation_string":"Department of Logistics, Tourism, and Services Management, German University of Technology in Oman, Muscat, Oman","institution_ids":["https://openalex.org/I39706905"]},{"raw_affiliation_string":"Faculty of Business and Economics, Department of Logistics, Tourism and Service Management, German University of Technology, Muscat, Oman","institution_ids":["https://openalex.org/I39706905"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082101979"],"corresponding_institution_ids":["https://openalex.org/I38476204"],"apc_list":null,"apc_paid":null,"fwci":5.2784,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94913782,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"63","issue":"2","first_page":"758","last_page":"778"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.998199999332428,"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/T10539","display_name":"Sustainable Supply Chain Management","score":0.9817000031471252,"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/T10164","display_name":"Quality and Supply Management","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/agile-software-development","display_name":"Agile software development","score":0.7215144634246826},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5911581516265869},{"id":"https://openalex.org/keywords/production-planning","display_name":"Production planning","score":0.46667349338531494},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4515478014945984},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.3975658416748047},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3635736405849457},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3282301425933838},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.09379085898399353},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.07390522956848145}],"concepts":[{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.7215144634246826},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5911581516265869},{"id":"https://openalex.org/C2777909354","wikidata":"https://www.wikidata.org/wiki/Q1386523","display_name":"Production planning","level":3,"score":0.46667349338531494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4515478014945984},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3975658416748047},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3635736405849457},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3282301425933838},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.09379085898399353},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.07390522956848145},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/00207543.2024.2313100","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2313100","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2024.2313100","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:63:y:2025:i:2:p:758-778","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2024.2313100","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/00207543.2024.2313100","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2313100","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2024.2313100","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391567070.pdf","grobid_xml":"https://content.openalex.org/works/W4391567070.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1967139445","https://openalex.org/W1979817014","https://openalex.org/W1984035721","https://openalex.org/W2010176285","https://openalex.org/W2031232958","https://openalex.org/W2032482397","https://openalex.org/W2605141651","https://openalex.org/W2753411542","https://openalex.org/W2887571956","https://openalex.org/W2889578227","https://openalex.org/W2896809419","https://openalex.org/W2907461564","https://openalex.org/W2940438747","https://openalex.org/W2953546037","https://openalex.org/W2956054819","https://openalex.org/W2957827566","https://openalex.org/W2985265169","https://openalex.org/W2998484730","https://openalex.org/W3000910650","https://openalex.org/W3012434981","https://openalex.org/W3013474995","https://openalex.org/W3014284362","https://openalex.org/W3017219718","https://openalex.org/W3033639166","https://openalex.org/W3033767325","https://openalex.org/W3035784001","https://openalex.org/W3036495543","https://openalex.org/W3036558031","https://openalex.org/W3036824495","https://openalex.org/W3046156393","https://openalex.org/W3046264753","https://openalex.org/W3091805688","https://openalex.org/W3105109140","https://openalex.org/W3122474876","https://openalex.org/W3134061947","https://openalex.org/W3161587683","https://openalex.org/W3171544036","https://openalex.org/W3195704610","https://openalex.org/W3196483589","https://openalex.org/W3196939567","https://openalex.org/W3201331455","https://openalex.org/W3211538354","https://openalex.org/W3213611728","https://openalex.org/W4200153586","https://openalex.org/W4205089332","https://openalex.org/W4210312886","https://openalex.org/W4213104022","https://openalex.org/W4213283809","https://openalex.org/W4220796984","https://openalex.org/W4280616430","https://openalex.org/W4283214100","https://openalex.org/W4293816950","https://openalex.org/W4304150524","https://openalex.org/W4307904981","https://openalex.org/W4309624325","https://openalex.org/W4322742976","https://openalex.org/W4385918299","https://openalex.org/W4390056682","https://openalex.org/W6779573362"],"related_works":["https://openalex.org/W2656997359","https://openalex.org/W2022021367","https://openalex.org/W1973385172","https://openalex.org/W2900261087","https://openalex.org/W2049087584","https://openalex.org/W2332032866","https://openalex.org/W2965691246","https://openalex.org/W2952089901","https://openalex.org/W2132706553","https://openalex.org/W2587644668"],"abstract_inverted_index":{"Today,":[0],"supply":[1],"chains":[2],"(SCs)":[3],"have":[4],"been":[5],"struggling":[6],"with":[7,61,85],"a":[8,45,80,112],"new":[9,113],"type":[10,22,63],"of":[11,23,64,70,76,151,174,178,184],"disruption":[12,24,65],"known":[13],"as":[14,17,28,109],"outbreaks":[15],"such":[16,27],"epidemics":[18],"or":[19],"pandemics.":[20],"This":[21,41],"has":[25],"features":[26],"long-term":[29],"and":[30,33,54,96,126,129,142,176,190],"uncertain":[31],"lifespan":[32],"leads":[34],"to":[35,58,91,140,160],"severe":[36],"fluctuations":[37],"in":[38,66,111,136,182,193],"product":[39],"demand.":[40],"paper":[42],"elaborates":[43],"on":[44,49],"hybrid":[46,78,146],"approach":[47],"based":[48],"artificial":[50],"neural":[51],"networks":[52],"(ANN)":[53],"mathematical":[55],"programming":[56],"techniques":[57],"efficiently":[59,92],"deal":[60],"this":[62],"the":[67,73,77,94,101,104,144,152,161,169,194],"production":[68,117],"planning":[69,118],"SCs.":[71,195],"In":[72,100],"first":[74],"phase":[75],"approach,":[79],"multi-layer":[81],"perceptron":[82],"ANN":[83,153],"model":[84,122],"an":[86],"optimised":[87],"structure":[88],"is":[89,138,155,180],"developed":[90],"predict":[93],"demand":[95,179],"its":[97],"peak":[98],"points.":[99],"second":[102],"phase,":[103],"predicted":[105,162],"demands":[106],"are":[107,166],"considered":[108],"input":[110],"multiobjective":[114],"agile":[115],"recovery":[116],"model.":[119,171],"The":[120,148,172],"proposed":[121,145,170],"minimises":[123],"total":[124,185],"costs":[125,192],"delivery":[127,187],"times":[128],"maximises":[130],"responsiveness.":[131],"A":[132],"real":[133],"case":[134],"study":[135],"Iran":[137],"conducted":[139],"verify":[141],"validate":[143],"approach.":[147],"prediction":[149],"error":[150],"method":[154],"about":[156],"1":[157],"percent.":[158],"According":[159],"demand,":[163],"optimal":[164],"decisions":[165],"determined":[167],"by":[168],"impact":[173],"under-estimation":[175],"over-estimation":[177],"evaluated":[181],"terms":[183],"costs,":[186],"time,":[188],"responsiveness":[189],"shortage":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-16T07:32:37.131356","created_date":"2025-10-10T00:00:00"}
