{"id":"https://openalex.org/W3118928481","doi":"https://doi.org/10.3390/a14010023","title":"Simheuristics Approaches for Efficient Decision-Making Support in Materials Trading Networks","display_name":"Simheuristics Approaches for Efficient Decision-Making Support in Materials Trading Networks","publication_year":2021,"publication_date":"2021-01-14","ids":{"openalex":"https://openalex.org/W3118928481","doi":"https://doi.org/10.3390/a14010023","mag":"3118928481"},"language":"en","primary_location":{"id":"doi:10.3390/a14010023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14010023","pdf_url":"https://www.mdpi.com/1999-4893/14/1/23/pdf?version=1610611307","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/14/1/23/pdf?version=1610611307","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056931407","display_name":"Markus Rabe","orcid":"https://orcid.org/0000-0002-7190-9321"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Markus Rabe","raw_affiliation_strings":["IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047998245","display_name":"Majsa Ammouriova","orcid":"https://orcid.org/0000-0002-6118-0389"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Majsa Ammouriova","raw_affiliation_strings":["IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012906715","display_name":"Dominik Schmitt","orcid":null},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik Schmitt","raw_affiliation_strings":["IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025811107","display_name":"Felix Dross","orcid":null},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Dross","raw_affiliation_strings":["IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"IT in Production and Logistics, Faculty of Mechanical Engineering, TU Dortmund, 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5056931407"],"corresponding_institution_ids":["https://openalex.org/I200332995"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.593,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72048249,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"14","issue":"1","first_page":"23","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9955999851226807,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9955999851226807,"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/T12782","display_name":"Assembly Line Balancing Optimization","score":0.992900013923645,"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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9911999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8251359462738037},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7644651532173157},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6140505075454712},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6063427329063416},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5710538029670715},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5552668571472168},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5226885080337524},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.49051040410995483},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44827979803085327},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41878002882003784},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.41752636432647705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3770847022533417},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1475319266319275},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13802871108055115}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8251359462738037},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7644651532173157},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6140505075454712},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6063427329063416},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5710538029670715},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5552668571472168},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5226885080337524},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.49051040410995483},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44827979803085327},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41878002882003784},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.41752636432647705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3770847022533417},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1475319266319275},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13802871108055115},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a14010023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14010023","pdf_url":"https://www.mdpi.com/1999-4893/14/1/23/pdf?version=1610611307","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:34da0fe56c9e4316bd6b6c565e875296","is_oa":true,"landing_page_url":"https://doaj.org/article/34da0fe56c9e4316bd6b6c565e875296","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 14, Iss 1, p 23 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/14/1/23/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a14010023","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 14; Issue 1; Pages: 23","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a14010023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14010023","pdf_url":"https://www.mdpi.com/1999-4893/14/1/23/pdf?version=1610611307","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3118928481.pdf","grobid_xml":"https://content.openalex.org/works/W3118928481.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W176366034","https://openalex.org/W203276351","https://openalex.org/W1557310162","https://openalex.org/W1605009153","https://openalex.org/W1613273921","https://openalex.org/W1681299129","https://openalex.org/W1870971125","https://openalex.org/W1949804828","https://openalex.org/W1991194394","https://openalex.org/W2041161588","https://openalex.org/W2046609661","https://openalex.org/W2056833498","https://openalex.org/W2091937574","https://openalex.org/W2100495367","https://openalex.org/W2112796928","https://openalex.org/W2118066573","https://openalex.org/W2128229457","https://openalex.org/W2139053308","https://openalex.org/W2140481308","https://openalex.org/W2145339207","https://openalex.org/W2145602029","https://openalex.org/W2150468603","https://openalex.org/W2155655232","https://openalex.org/W2163605009","https://openalex.org/W2186966042","https://openalex.org/W2312482469","https://openalex.org/W2462800345","https://openalex.org/W2475996136","https://openalex.org/W2512464823","https://openalex.org/W2571336675","https://openalex.org/W2597178872","https://openalex.org/W2626332724","https://openalex.org/W2730577323","https://openalex.org/W2739744122","https://openalex.org/W2745868649","https://openalex.org/W2763920787","https://openalex.org/W2783077649","https://openalex.org/W2809926937","https://openalex.org/W2887730949","https://openalex.org/W2891018386","https://openalex.org/W2898310817","https://openalex.org/W2899238138","https://openalex.org/W2902884103","https://openalex.org/W2911995872","https://openalex.org/W2913419142","https://openalex.org/W2915941354","https://openalex.org/W2919115771","https://openalex.org/W2963413474","https://openalex.org/W2968504882","https://openalex.org/W2971534159","https://openalex.org/W2972792265","https://openalex.org/W3007917656","https://openalex.org/W3044242234","https://openalex.org/W3100789280","https://openalex.org/W3103595226","https://openalex.org/W3103780890","https://openalex.org/W3146236172","https://openalex.org/W4229581914","https://openalex.org/W4231109964","https://openalex.org/W4232541993","https://openalex.org/W4235409718","https://openalex.org/W4237698051","https://openalex.org/W4238015413","https://openalex.org/W4240558030","https://openalex.org/W4242207090","https://openalex.org/W4244385776","https://openalex.org/W4245162779","https://openalex.org/W4246565613","https://openalex.org/W4246821875","https://openalex.org/W4247772412","https://openalex.org/W4248523071","https://openalex.org/W4251741765","https://openalex.org/W4253020087","https://openalex.org/W4293179730","https://openalex.org/W6637967152","https://openalex.org/W6673467235","https://openalex.org/W6677873260","https://openalex.org/W6732665253","https://openalex.org/W6752471443","https://openalex.org/W6775686901"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"The":[0,18,140],"distribution":[1],"process":[2],"in":[3,13,57,82,102],"business-to-business":[4],"materials":[5],"trading":[6],"is":[7,92],"among":[8],"the":[9,26,87,96,100,108,147,168,175,183,195],"most":[10,159],"complex":[11],"and":[12,49,113,132,181],"transparent":[14],"ones":[15],"within":[16],"logistics.":[17],"highly":[19],"volatile":[20],"environment":[21],"requires":[22],"continuous":[23],"adaptations":[24],"by":[25],"responsible":[27],"decision-makers,":[28],"who":[29],"face":[30,72],"a":[31,45,103,121],"substantial":[32],"number":[33,176,196],"of":[34,99,137,177,197],"potential":[35],"improvement":[36],"actions":[37],"with":[38,135],"conflicting":[39],"goals,":[40],"such":[41],"as":[42],"simultaneously":[43],"maintaining":[44],"high":[46],"service":[47],"level":[48],"low":[50],"costs.":[51],"Simulation-optimisation":[52],"approaches":[53],"have":[54,128],"been":[55],"proposed":[56],"this":[58,80],"context,":[59],"for":[60,185],"example":[61],"based":[62],"on":[63,67],"evolutionary":[64],"algorithms.":[65],"But,":[66],"real-world":[68,138],"system":[69,101],"dimensions,":[70],"they":[71],"impractically":[73],"long":[74],"computation":[75,163],"times.":[76],"This":[77],"paper":[78],"addresses":[79],"challenge":[81],"two":[83],"principal":[84],"streams.":[85],"On":[86,107],"one":[88],"hand,":[89,110],"reinforcement":[90,144],"learning":[91,145],"investigated":[93],"to":[94,119,153,202],"reduce":[95],"response":[97,169],"time":[98,149,164],"concrete":[104],"decision":[105,151],"situation.":[106],"other":[109],"domain-specific":[111,172],"information":[112,173],"defining":[114,191],"equivalent":[115,192],"solutions":[116,193],"are":[117],"exploited":[118],"support":[120],"metaheuristic":[122],"algorithm.":[123],"For":[124],"these":[125],"approaches,":[126],"we":[127],"developed":[129],"suitable":[130],"implementations":[131],"evaluated":[133],"them":[134],"subsets":[136],"data.":[139],"results":[141],"demonstrate":[142],"that":[143],"exploits":[146],"idle":[148],"between":[150],"situations":[152],"learn":[154],"which":[155],"decisions":[156],"might":[157],"be":[158],"promising,":[160],"thus":[161],"adding":[162],"but":[165],"significantly":[166],"reducing":[167],"time.":[170],"Using":[171],"reduces":[174],"required":[178,198],"simulation":[179,199],"runs":[180,200],"guides":[182],"search":[184],"promising":[186],"actions.":[187],"In":[188],"our":[189],"experimentation,":[190],"decreased":[194],"up":[201],"15%.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
