{"id":"https://openalex.org/W2333201240","doi":"https://doi.org/10.2507/ijsimm10(4)3.188","title":"A simulation metamodelling based neural networks for lot-sizing problem in MTO sector","display_name":"A simulation metamodelling based neural networks for lot-sizing problem in MTO sector","publication_year":2011,"publication_date":"2011-12-06","ids":{"openalex":"https://openalex.org/W2333201240","doi":"https://doi.org/10.2507/ijsimm10(4)3.188","mag":"2333201240"},"language":"en","primary_location":{"id":"doi:10.2507/ijsimm10(4)3.188","doi":"https://doi.org/10.2507/ijsimm10(4)3.188","is_oa":true,"landing_page_url":"https://doi.org/10.2507/ijsimm10(4)3.188","pdf_url":"https://doi.org/10.2507/ijsimm10(4)3.188","source":{"id":"https://openalex.org/S153651119","display_name":"International Journal of Simulation Modelling","issn_l":"1726-4529","issn":["1726-4529","1996-8566"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Simulation Modelling","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.2507/ijsimm10(4)3.188","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047247244","display_name":"Wafik Hachicha","orcid":"https://orcid.org/0000-0002-6561-9141","observed_orcids":["https://orcid.org/0000-0002-6561-9141"]},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"W. Hachicha","raw_affiliation_strings":["Higher Institute of Industrial Management of Sfax, B.P. 1164, 3018, Tunisia","Unit of Mechanics, Modelling and Production (U2MP), Engineering School of Sfax, University of Sfax, B.P. 1173, 3038, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Institute of Industrial Management of Sfax, B.P. 1164, 3018, Tunisia","institution_ids":[]},{"raw_affiliation_string":"Unit of Mechanics, Modelling and Production (U2MP), Engineering School of Sfax, University of Sfax, B.P. 1173, 3038, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5047247244"],"corresponding_institution_ids":["https://openalex.org/I142899784"],"apc_list":null,"apc_paid":null,"fwci":3.4639,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.92771488,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":"4","first_page":"191","last_page":"203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9897000193595886,"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/T11195","display_name":"Simulation Techniques and Applications","score":0.9897000193595886,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.0017999999690800905,"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/T10320","display_name":"Neural Networks and Applications","score":0.0007999999797903001,"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/neural-network","display_name":"artificial neural networks","score":0.9810000061988831},{"id":"https://openalex.org/keywords/lot-sizing","display_name":"lot sizing","score":0.9279999732971191},{"id":"https://openalex.org/keywords/make-to-order-supply-chain","display_name":"make-to-order supply chain","score":0.9300000071525574},{"id":"https://openalex.org/keywords/simulation-optimization","display_name":"simulation-based optimization","score":0.8579999804496765},{"id":"https://openalex.org/keywords/decision-support","display_name":"decision support","score":0.9120000004768372}],"concepts":[{"id":"https://openalex.org/C86610423","wikidata":"https://www.wikidata.org/wiki/Q1925081","display_name":"Metamodeling","level":2,"score":0.8220531344413757},{"id":"https://openalex.org/C2777767291","wikidata":"https://www.wikidata.org/wiki/Q1080291","display_name":"Sizing","level":2,"score":0.7657815217971802},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6282666325569153},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5092562437057495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2574242353439331},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.10414469242095947},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.09030899405479431},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2507/ijsimm10(4)3.188","doi":"https://doi.org/10.2507/ijsimm10(4)3.188","is_oa":true,"landing_page_url":"https://doi.org/10.2507/ijsimm10(4)3.188","pdf_url":"https://doi.org/10.2507/ijsimm10(4)3.188","source":{"id":"https://openalex.org/S153651119","display_name":"International Journal of Simulation Modelling","issn_l":"1726-4529","issn":["1726-4529","1996-8566"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Simulation Modelling","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2507/ijsimm10(4)3.188","doi":"https://doi.org/10.2507/ijsimm10(4)3.188","is_oa":true,"landing_page_url":"https://doi.org/10.2507/ijsimm10(4)3.188","pdf_url":"https://doi.org/10.2507/ijsimm10(4)3.188","source":{"id":"https://openalex.org/S153651119","display_name":"International Journal of Simulation Modelling","issn_l":"1726-4529","issn":["1726-4529","1996-8566"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Simulation Modelling","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2333201240.pdf","grobid_xml":"https://content.openalex.org/works/W2333201240.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1558516341","https://openalex.org/W1562919956","https://openalex.org/W1980076930","https://openalex.org/W1997001466","https://openalex.org/W2015313643","https://openalex.org/W2019787440","https://openalex.org/W2031125529","https://openalex.org/W2035345434","https://openalex.org/W2038857647","https://openalex.org/W2041784261","https://openalex.org/W2043193190","https://openalex.org/W2043814505","https://openalex.org/W2052680997","https://openalex.org/W2053014747","https://openalex.org/W2137983211","https://openalex.org/W2145446598","https://openalex.org/W2291901530","https://openalex.org/W4235402121","https://openalex.org/W4250474405","https://openalex.org/W4381551149"],"related_works":["https://openalex.org/W2169420646","https://openalex.org/W2145774400","https://openalex.org/W2043193190","https://openalex.org/W2152812254","https://openalex.org/W3204278811","https://openalex.org/W1977265711","https://openalex.org/W2082733750","https://openalex.org/W2145446598","https://openalex.org/W2008952403","https://openalex.org/W7163018958"],"abstract_inverted_index":{"Simulation":[0],"is":[1,7,93,109],"essentially":[2],"a":[3,14,89,99],"trial-and-error":[4],"approach,":[5,88],"and":[6,10,71,138],"therefore,":[8],"time-consuming":[9],"does":[11],"not":[12],"provide":[13,34],"method":[15],"for":[16,116],"optimization.Metamodelling":[17],"techniques":[18],"have":[19],"been":[20,32],"recently":[21],"pursued":[22],"in":[23,103],"order":[24,124],"to":[25,33,40,110],"tackle":[26],"these":[27],"drawbacks.The":[28],"main":[29],"objective":[30],"has":[31],"robust,":[35],"fast":[36],"decision":[37],"support":[38],"aids":[39],"enhance":[41],"the":[42,62,72,81,86,112,136,141],"overall":[43],"effectiveness":[44,139],"of":[45,52,61,140],"decision-making":[46],"processes.This":[47],"paper":[48],"proposes":[49],"an":[50],"application":[51],"simulation":[53,74],"metamodelling":[54,75],"through":[55],"artificial":[56],"neural":[57],"networks":[58],"(ANNs).The":[59],"building":[60],"appropriate":[63],"ANN":[64],"model":[65,70],"over":[66],"second-order":[67],"linear":[68],"regression":[69],"reverse":[73],"as":[76],"simulation-optimization":[77],"are":[78],"assisted":[79],"by":[80],"Neuro":[82],"\u00ae":[83],"Software.To":[84],"validate":[85],"proposed":[87,142],"case":[90],"study":[91],"which":[92],"adopted":[94],"from":[95],"literature,":[96],"deals":[97],"with":[98,131],"lot":[100,114],"sizing":[101],"problem":[102],"make-to-order":[104],"supply":[105],"chain.The":[106],"optimal":[107],"solution":[108],"determine":[111],"fixed":[113],"size":[115],"each":[117],"manufacturing":[118],"product":[119],"type":[120],"that":[121],"will":[122],"ensure":[123],"mean":[125],"flow":[126],"time":[127],"target.The":[128],"comparative":[129],"results":[130],"others":[132],"metamodels":[133],"techniques;":[134],"illustrate":[135],"efficiency":[137],"approach.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":2}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2016-06-24T00:00:00"}