{"id":"https://openalex.org/W4391776329","doi":"https://doi.org/10.1080/00207543.2024.2306904","title":"A hybrid LSTM method for forecasting demands of medical items in humanitarian operations","display_name":"A hybrid LSTM method for forecasting demands of medical items in humanitarian operations","publication_year":2024,"publication_date":"2024-02-13","ids":{"openalex":"https://openalex.org/W4391776329","doi":"https://doi.org/10.1080/00207543.2024.2306904"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2024.2306904","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2306904","pdf_url":null,"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":null,"license_id":null,"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":"green","oa_url":"https://orca.cardiff.ac.uk/id/eprint/165196/1/manuscript.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104168875","display_name":"Marwa Hasni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106624","display_name":"\u00c9cole Nationale d'Ing\u00e9nieurs de Gab\u00e8s","ror":"https://ror.org/01fy5k372","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210106624"]},{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Marwa Hasni","raw_affiliation_strings":["Optimisation et Analyse des Syst\u00e8mes Industriels et de Service, Ecole Nationale d\u2019Ing\u00e9nieurs de Tunis, Tunis, Tunisie"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Optimisation et Analyse des Syst\u00e8mes Industriels et de Service, Ecole Nationale d\u2019Ing\u00e9nieurs de Tunis, Tunis, Tunisie","institution_ids":["https://openalex.org/I4210106624","https://openalex.org/I4210131288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035951440","display_name":"M. Zied Baba\u00ef","orcid":"https://orcid.org/0009-0002-4385-6426"},"institutions":[{"id":"https://openalex.org/I51205905","display_name":"Kedge Business School","ror":"https://ror.org/00wk3s644","country_code":"FR","type":"education","lineage":["https://openalex.org/I51205905"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"M. Zied Babai","raw_affiliation_strings":["Center of Excellence in Supply Chain \u2013 CESIT, Kedge Business School, Talence, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Excellence in Supply Chain \u2013 CESIT, Kedge Business School, Talence, France","institution_ids":["https://openalex.org/I51205905"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081055246","display_name":"Bahman Rostami-Tabar","orcid":"https://orcid.org/0000-0002-3730-0045"},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bahman Rostami-Tabar","raw_affiliation_strings":["Cardiff Business School, Cardiff University, Wales, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiff Business School, Cardiff University, Wales, United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5104168875"],"corresponding_institution_ids":["https://openalex.org/I4210106624","https://openalex.org/I4210131288"],"apc_list":null,"apc_paid":null,"fwci":3.0093,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90799248,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"62","issue":"17","first_page":"6046","last_page":"6063"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9955000281333923,"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":0.9955000281333923,"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/T12394","display_name":"Insurance and Financial Risk Management","score":0.9510999917984009,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.5565104484558105},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46757084131240845},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44850388169288635},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3378620445728302}],"concepts":[{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.5565104484558105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46757084131240845},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44850388169288635},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3378620445728302}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/00207543.2024.2306904","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2306904","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:https://orca.cardiff.ac.uk:165196","is_oa":true,"landing_page_url":null,"pdf_url":"https://orca.cardiff.ac.uk/id/eprint/165196/1/manuscript.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"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":"PeerReviewed"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:62:y:2024:i:17:p:6046-6063","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2024.2306904","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":"pmh:oai:https://orca.cardiff.ac.uk:165196","is_oa":true,"landing_page_url":null,"pdf_url":"https://orca.cardiff.ac.uk/id/eprint/165196/1/manuscript.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"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":"PeerReviewed"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391776329.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1484796914","https://openalex.org/W1972835575","https://openalex.org/W1989787309","https://openalex.org/W1990743558","https://openalex.org/W2011227258","https://openalex.org/W2016210396","https://openalex.org/W2020330575","https://openalex.org/W2030155757","https://openalex.org/W2033926229","https://openalex.org/W2037594068","https://openalex.org/W2095081606","https://openalex.org/W2099639456","https://openalex.org/W2099971677","https://openalex.org/W2112066132","https://openalex.org/W2114733835","https://openalex.org/W2343314902","https://openalex.org/W2548345880","https://openalex.org/W2791421713","https://openalex.org/W2793600172","https://openalex.org/W2794194204","https://openalex.org/W2807796723","https://openalex.org/W2894999754","https://openalex.org/W2939763583","https://openalex.org/W2962752580","https://openalex.org/W2964121744","https://openalex.org/W2977155375","https://openalex.org/W3021709321","https://openalex.org/W3041929805","https://openalex.org/W3087057971","https://openalex.org/W3089952176","https://openalex.org/W3102317539","https://openalex.org/W3123760370","https://openalex.org/W3130453397","https://openalex.org/W3134570487","https://openalex.org/W3165655953","https://openalex.org/W3169131828","https://openalex.org/W3181277810","https://openalex.org/W3197545278","https://openalex.org/W4220792972","https://openalex.org/W4302024032","https://openalex.org/W4308145481","https://openalex.org/W4311737048","https://openalex.org/W4322732089","https://openalex.org/W4366347010","https://openalex.org/W4385298959"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"The":[0,151,163],"inventory":[1,64,156],"management":[2],"of":[3,18,51,76,135,146,158,170,184],"medical":[4,53,140,185],"items":[5,54,90,141,186,194],"in":[6,143,181,187],"humanitarian":[7,29,149,188],"operations":[8],"is":[9,31,55],"a":[10,59,99,147],"challenging":[11],"task":[12],"due":[13],"to":[14,28,39,47,57,62,87,121,138],"the":[15,49,74,107,114,155,159,167,171,182],"intermittent":[16,93,196],"nature":[17],"their":[19],"demand":[20,45,80,94,197],"and":[21,78,113,125,154],"long":[22,108],"replenishment":[23],"lead-times.":[24],"An":[25],"effective":[26],"response":[27],"emergencies":[30],"often":[32],"associated":[33],"with":[34,89,92,123,195],"excess":[35],"inventories,":[36],"which":[37],"leads":[38],"high":[40,68,168],"costs.":[41],"Henceforth,":[42],"using":[43],"accurate":[44],"forecasts":[46],"control":[48],"inventories":[50],"these":[52],"shown":[56],"be":[58],"significant":[60],"lever":[61],"reduce":[63],"costs":[65],"while":[66],"keeping":[67],"service":[69],"levels.":[70],"This":[71],"paper":[72],"investigates":[73],"effectiveness":[75],"parametric":[77],"non-parametric":[79],"forecasting":[81],"methods":[82,160],"that":[83,105],"are":[84,161,177],"commonly":[85],"considered":[86],"deal":[88,122],"characterised":[91],"patterns.":[95,198],"Moreover,":[96],"we":[97],"propose":[98],"new":[100],"hybrid":[101],"deep":[102,172],"learning":[103,173],"method":[104],"combines":[106],"short-term":[109],"memory":[110],"neural":[111],"network":[112],"support":[115],"vector":[116],"regression.":[117],"Such":[118],"combination":[119],"enables":[120],"complex":[124],"non-linear":[126],"data.":[127],"We":[128],"conduct":[129],"an":[130],"empirical":[131,164],"investigation":[132],"by":[133],"means":[134],"data":[136],"related":[137],"523":[139],"managed":[142],"two":[144],"warehouses":[145],"major":[148],"organisation.":[150],"forecast":[152],"accuracy":[153],"efficiency":[157],"analysed.":[162],"results":[165],"show":[166],"performance":[169],"methods.":[174],"These":[175],"insights":[176],"valuable":[178],"not":[179],"only":[180],"context":[183],"operations,":[189],"but":[190],"also":[191],"for":[192],"any":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}
