{"id":"https://openalex.org/W3008620829","doi":"https://doi.org/10.1109/wsc40007.2019.9004897","title":"An Inventory-Routing Problem with Stochastic Demand and Stock-Out: A Solution and Risk Analysis Using Simheuristics","display_name":"An Inventory-Routing Problem with Stochastic Demand and Stock-Out: A Solution and Risk Analysis Using Simheuristics","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3008620829","doi":"https://doi.org/10.1109/wsc40007.2019.9004897","mag":"3008620829"},"language":"en","primary_location":{"id":"doi:10.1109/wsc40007.2019.9004897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc40007.2019.9004897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://academica-e.unavarra.es/bitstreams/324693a2-0f9e-4da7-b18a-1c0dd9edac6a/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006506600","display_name":"Bhakti Stephan Onggo","orcid":"https://orcid.org/0000-0001-5899-304X"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Bhakti Stephan Onggo","raw_affiliation_strings":["CORMSIS \u2013 Southampton Business School, University of Southampton, Southampton, UK"],"affiliations":[{"raw_affiliation_string":"CORMSIS \u2013 Southampton Business School, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080136207","display_name":"\u00c1ngel A. Juan","orcid":"https://orcid.org/0000-0003-1392-1776"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Angel A. Juan","raw_affiliation_strings":["Euncet Business School, Universitat Oberta de Catalunya, Castelldefels, SPAIN"],"affiliations":[{"raw_affiliation_string":"Euncet Business School, Universitat Oberta de Catalunya, Castelldefels, SPAIN","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078895046","display_name":"Javier Panadero","orcid":"https://orcid.org/0000-0002-3793-3328"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Panadero","raw_affiliation_strings":["Euncet Business School, Universitat Oberta de Catalunya, Castelldefels, SPAIN"],"affiliations":[{"raw_affiliation_string":"Euncet Business School, Universitat Oberta de Catalunya, Castelldefels, SPAIN","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046703184","display_name":"Canan G. Corlu","orcid":null},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Canan G. Corlu","raw_affiliation_strings":["Metropolitan College, Boston University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan College, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102719066","display_name":"Alba Agust\u00edn","orcid":"https://orcid.org/0000-0001-9173-1906"},"institutions":[{"id":"https://openalex.org/I175051016","display_name":"Universidad Publica de Navarra","ror":"https://ror.org/02z0cah89","country_code":"ES","type":"education","lineage":["https://openalex.org/I175051016"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alba Agustin","raw_affiliation_strings":["Dept. of Statistics, Informatics, and Mathematics, Public University of Navarre, Pamplona, SPAIN"],"affiliations":[{"raw_affiliation_string":"Dept. of Statistics, Informatics, and Mathematics, Public University of Navarre, Pamplona, SPAIN","institution_ids":["https://openalex.org/I175051016"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5006506600"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":null,"apc_paid":null,"fwci":0.4415,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.74004874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1977","last_page":"1988"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9945999979972839,"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/supply-chain","display_name":"Supply chain","score":0.749807596206665},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6748420000076294},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6293384432792664},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.560552179813385},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5058510303497314},{"id":"https://openalex.org/keywords/lead-time","display_name":"Lead time","score":0.4701305329799652},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.44796398282051086},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.42298638820648193},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1402648687362671},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.10873499512672424},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.10414484143257141}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.749807596206665},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748420000076294},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6293384432792664},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.560552179813385},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5058510303497314},{"id":"https://openalex.org/C2781468064","wikidata":"https://www.wikidata.org/wiki/Q1267117","display_name":"Lead time","level":2,"score":0.4701305329799652},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.44796398282051086},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.42298638820648193},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1402648687362671},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.10873499512672424},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.10414484143257141},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/wsc40007.2019.9004897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc40007.2019.9004897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:academica-e.unavarra.es:2454/37767","is_oa":true,"landing_page_url":"https://hdl.handle.net/2454/37767","pdf_url":"https://academica-e.unavarra.es/bitstreams/324693a2-0f9e-4da7-b18a-1c0dd9edac6a/download","source":{"id":"https://openalex.org/S4306402560","display_name":"Academica-e (Universidad P\u00fablica de Navarra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I175051016","host_organization_name":"Universidad Publica de Navarra","host_organization_lineage":["https://openalex.org/I175051016"],"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":"info:eu-repo/semantics/acceptedVersion"},{"id":"pmh:oai:eprints.soton.ac.uk:441914","is_oa":false,"landing_page_url":"https://eprints.soton.ac.uk/441914/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Section"}],"best_oa_location":{"id":"pmh:oai:academica-e.unavarra.es:2454/37767","is_oa":true,"landing_page_url":"https://hdl.handle.net/2454/37767","pdf_url":"https://academica-e.unavarra.es/bitstreams/324693a2-0f9e-4da7-b18a-1c0dd9edac6a/download","source":{"id":"https://openalex.org/S4306402560","display_name":"Academica-e (Universidad P\u00fablica de Navarra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I175051016","host_organization_name":"Universidad Publica de Navarra","host_organization_lineage":["https://openalex.org/I175051016"],"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":"info:eu-repo/semantics/acceptedVersion"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3533790690","display_name":null,"funder_award_id":"KA103","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5064038895","display_name":null,"funder_award_id":"KA103","funder_id":"https://openalex.org/F4320335551","funder_display_name":"Erasmus+"},{"id":"https://openalex.org/G6371124011","display_name":null,"funder_award_id":"731884","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6656213147","display_name":null,"funder_award_id":"2018-1-ES01-KA103-049767","funder_id":"https://openalex.org/F4320335551","funder_display_name":"Erasmus+"},{"id":"https://openalex.org/G8413918306","display_name":null,"funder_award_id":"2018-1-ES01-KA103-04976","funder_id":"https://openalex.org/F4320335551","funder_display_name":"Erasmus+"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335551","display_name":"Erasmus+","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3008620829.pdf","grobid_xml":"https://content.openalex.org/works/W3008620829.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W161389394","https://openalex.org/W1951800127","https://openalex.org/W1972114682","https://openalex.org/W1977380994","https://openalex.org/W1987990289","https://openalex.org/W2013140409","https://openalex.org/W2018542257","https://openalex.org/W2018930959","https://openalex.org/W2039117695","https://openalex.org/W2040708669","https://openalex.org/W2055942436","https://openalex.org/W2063102577","https://openalex.org/W2076863534","https://openalex.org/W2080446434","https://openalex.org/W2083743924","https://openalex.org/W2088363319","https://openalex.org/W2112574446","https://openalex.org/W2117833774","https://openalex.org/W2127654349","https://openalex.org/W2148975235","https://openalex.org/W2150838944","https://openalex.org/W2170412087","https://openalex.org/W2274664589","https://openalex.org/W2290769714","https://openalex.org/W2338230824","https://openalex.org/W2345833472","https://openalex.org/W2387094245","https://openalex.org/W2398537846","https://openalex.org/W2420892151","https://openalex.org/W2567240797","https://openalex.org/W2626332724","https://openalex.org/W2794696396","https://openalex.org/W2811103988","https://openalex.org/W2896014154","https://openalex.org/W3140629188","https://openalex.org/W4245171371","https://openalex.org/W4252685822"],"related_works":["https://openalex.org/W2148450855","https://openalex.org/W2370086578","https://openalex.org/W2360209965","https://openalex.org/W2099976760","https://openalex.org/W2363747663","https://openalex.org/W2983500849","https://openalex.org/W3024999678","https://openalex.org/W388184414","https://openalex.org/W2026811664","https://openalex.org/W2029242317"],"abstract_inverted_index":{"Supply":[0],"chain":[1,13,91],"operations":[2],"have":[3],"become":[4],"more":[5],"complex.":[6],"Hence,":[7],"in":[8,23,58,141],"order":[9],"to":[10,18,43,78,113,147],"optimise":[11],"supply":[12,90],"operations,":[14],"we":[15,118],"often":[16],"need":[17],"simplify":[19],"the":[20,56,70,115,120,139,142],"optimisation":[21],"problem":[22],"such":[24],"a":[25,88,107,134],"way":[26],"that":[27,93,130],"it":[28],"can":[29,94,110,132],"be":[30,73,95,111],"solved":[31],"efficiently":[32],"using":[33],"either":[34],"exact":[35],"methods":[36],"or":[37],"metaheuristics.":[38],"One":[39],"common":[40],"simplification":[41],"is":[42,67],"assume":[44],"all":[45],"model":[46,59,143],"inputs":[47,60],"are":[48],"deterministic.":[49],"However,":[50],"for":[51],"some":[52],"management":[53],"decisions,":[54],"considering":[55,124],"uncertainty":[57,140],"(e.g.,":[61],"demands,":[62],"travel":[63],"times,":[64],"processing":[65],"times)":[66],"essential.":[68],"Otherwise,":[69],"results":[71,128],"may":[72,145],"misleading":[74],"and":[75,137],"might":[76],"lead":[77,146],"an":[79,85,98],"incorrect":[80],"decision.":[81],"This":[82],"paper":[83],"considers":[84],"example":[86],"of":[87,122],"complex":[89],"operation":[92],"viewed":[96],"as":[97],"Inventory-Routing":[99],"Problem":[100],"with":[101],"stochastic":[102],"demands.":[103],"We":[104],"demonstrate":[105],"how":[106],"simheuristic":[108],"framework":[109],"employed":[112],"solve":[114],"problem.":[116],"Further,":[117],"illustrate":[119],"risks":[121],"not":[123],"input":[125,144],"uncertainty.":[126],"The":[127],"show":[129],"simheuristics":[131],"produce":[133],"good":[135],"result,":[136],"ignoring":[138],"sub-optimal":[148],"results.":[149]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
