{"id":"https://openalex.org/W4214856323","doi":"https://doi.org/10.1145/3503511","title":"A Method Using Generative Adversarial Networks for Robustness Optimization","display_name":"A Method Using Generative Adversarial Networks for Robustness Optimization","publication_year":2022,"publication_date":"2022-03-04","ids":{"openalex":"https://openalex.org/W4214856323","doi":"https://doi.org/10.1145/3503511"},"language":"en","primary_location":{"id":"doi:10.1145/3503511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3503511","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3503511","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3503511","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019425599","display_name":"Niclas Feldkamp","orcid":"https://orcid.org/0000-0002-7456-5077"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Niclas Feldkamp","raw_affiliation_strings":["Information Technology in Production and Logistics, TU Ilmenau, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7456-5077","affiliations":[{"raw_affiliation_string":"Information Technology in Production and Logistics, TU Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067160748","display_name":"S\u00f6ren Bergmann","orcid":"https://orcid.org/0000-0001-6234-3621"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Soeren Bergmann","raw_affiliation_strings":["Information Technology in Production and Logistics, TU Ilmenau, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6234-3621","affiliations":[{"raw_affiliation_string":"Information Technology in Production and Logistics, TU Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031629945","display_name":"Florian Conrad","orcid":null},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Conrad","raw_affiliation_strings":["Information Technology in Production and Logistics, TU Ilmenau, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology in Production and Logistics, TU Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052623455","display_name":"Steffen Stra\u00dfburger","orcid":"https://orcid.org/0000-0002-0702-9127"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Strassburger","raw_affiliation_strings":["Information Technology in Production and Logistics, TU Ilmenau, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0702-9127","affiliations":[{"raw_affiliation_string":"Information Technology in Production and Logistics, TU Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019425599"],"corresponding_institution_ids":["https://openalex.org/I119449181"],"apc_list":null,"apc_paid":null,"fwci":1.356,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8159452,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"32","issue":"2","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9966999888420105,"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":0.9966999888420105,"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/T11674","display_name":"Sports Analytics and Performance","score":0.9660999774932861,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9387000203132629,"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/robustness","display_name":"Robustness (evolution)","score":0.9010829925537109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7588334679603577},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6574739813804626},{"id":"https://openalex.org/keywords/taguchi-methods","display_name":"Taguchi methods","score":0.5713214874267578},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5480074286460876},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5455129146575928},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.534756064414978},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4621736407279968},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1691914200782776}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.9010829925537109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588334679603577},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6574739813804626},{"id":"https://openalex.org/C83469408","wikidata":"https://www.wikidata.org/wiki/Q2036525","display_name":"Taguchi methods","level":2,"score":0.5713214874267578},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5480074286460876},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5455129146575928},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.534756064414978},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4621736407279968},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1691914200782776},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3503511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3503511","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3503511","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3503511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3503511","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3503511","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214856323.pdf","grobid_xml":"https://content.openalex.org/works/W4214856323.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1968851623","https://openalex.org/W1973132297","https://openalex.org/W1976474629","https://openalex.org/W2001331635","https://openalex.org/W2038669746","https://openalex.org/W2052455215","https://openalex.org/W2062087312","https://openalex.org/W2076184585","https://openalex.org/W2094922706","https://openalex.org/W2106808041","https://openalex.org/W2128354503","https://openalex.org/W2148080122","https://openalex.org/W2151554105","https://openalex.org/W2161540537","https://openalex.org/W2171083234","https://openalex.org/W2173520492","https://openalex.org/W2529364048","https://openalex.org/W2618435777","https://openalex.org/W2745431423","https://openalex.org/W2782999180","https://openalex.org/W2789952880","https://openalex.org/W2891503716","https://openalex.org/W2901725894","https://openalex.org/W2904367110","https://openalex.org/W2914393402","https://openalex.org/W2945052639","https://openalex.org/W2962202409","https://openalex.org/W2963226019","https://openalex.org/W3032971194","https://openalex.org/W3098112554","https://openalex.org/W3108410348","https://openalex.org/W3142011116","https://openalex.org/W3145555567","https://openalex.org/W3146448605","https://openalex.org/W3147646918","https://openalex.org/W4229795060","https://openalex.org/W4230221692","https://openalex.org/W4230290403","https://openalex.org/W4234420868","https://openalex.org/W4236546113","https://openalex.org/W4236947463","https://openalex.org/W4247028560","https://openalex.org/W4250459339","https://openalex.org/W4288349952","https://openalex.org/W4289121779","https://openalex.org/W6715501732"],"related_works":["https://openalex.org/W2141801573","https://openalex.org/W2502115930","https://openalex.org/W4246396837","https://openalex.org/W2482350142","https://openalex.org/W3176240006","https://openalex.org/W3126451824","https://openalex.org/W2042858286","https://openalex.org/W1561927205","https://openalex.org/W2186534316","https://openalex.org/W3191453585"],"abstract_inverted_index":{"The":[0],"evaluation":[1],"of":[2,23,62,70],"robustness":[3,53,109],"is":[4,101],"an":[5,49],"important":[6],"goal":[7],"within":[8],"simulation-based":[9],"analysis,":[10],"especially":[11],"in":[12,26,32,89],"production":[13],"and":[14,85,103,114],"logistics":[15],"systems.":[16],"Robustness":[17],"refers":[18],"to":[19,76,105],"setting":[20],"controllable":[21],"factors":[22,35,84,88],"a":[24,28,41,59,67,90,95],"system":[25],"such":[27],"way":[29],"that":[30],"variance":[31],"the":[33,82,86,98],"uncontrollable":[34],"(noise)":[36],"has":[37],"minimal":[38],"effect":[39],"on":[40,55],"given":[42],"output.":[43],"In":[44,94],"this":[45],"paper,":[46],"we":[47],"present":[48],"approach":[50],"for":[51,81,108],"optimizing":[52],"based":[54],"deep":[56,63],"generative":[57],"models,":[58],"special":[60],"method":[61,68,100,113],"learning.":[64],"We":[65],"propose":[66],"consisting":[69],"two":[71],"Generative":[72],"Adversarial":[73],"Networks":[74],"(GANs)":[75],"generate":[77],"optimized":[78],"experiment":[79],"plans":[80],"decision":[83],"noise":[87],"competitive,":[91],"turn-based":[92],"game.":[93],"case":[96],"study,":[97],"proposed":[99],"tested":[102],"compared":[104],"traditional":[106],"methods":[107],"analysis":[110],"including":[111],"Taguchi":[112],"Response":[115],"Surface":[116],"Method.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}