{"id":"https://openalex.org/W7208719670","doi":"https://doi.org/10.1177/00405175261480667","title":"Artificial-intelligence-driven garment simulation: Advances, challenges, and future perspectives","display_name":"Artificial-intelligence-driven garment simulation: Advances, challenges, and future perspectives","publication_year":2026,"publication_date":"2026-09-04","ids":{"openalex":"https://openalex.org/W7208719670","doi":"https://doi.org/10.1177/00405175261480667"},"language":"en","primary_location":{"id":"doi:10.1177/00405175261480667","doi":"https://doi.org/10.1177/00405175261480667","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00405175261480667","pdf_url":null,"source":{"id":"https://openalex.org/S70817854","display_name":"Textile Research Journal","issn_l":"0040-5175","issn":["0040-5175","0096-5928","1746-7748"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Textile Research Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5150009661","display_name":"Keke Yang","orcid":"https://orcid.org/0009-0007-5816-5819","observed_orcids":["https://orcid.org/0009-0007-5816-5819"]},"institutions":[{"id":"https://openalex.org/I27599042","display_name":"Xi'an Polytechnic University","ror":"https://ror.org/03442p831","country_code":"CN","type":"education","lineage":["https://openalex.org/I27599042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keke Yang","raw_affiliation_strings":["School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0009-0007-5816-5819","affiliations":[{"raw_affiliation_string":"School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I27599042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5150019853","display_name":"Mengting Ye","orcid":"https://orcid.org/0009-0009-8548-6612","observed_orcids":["https://orcid.org/0009-0009-8548-6612"]},"institutions":[{"id":"https://openalex.org/I27599042","display_name":"Xi'an Polytechnic University","ror":"https://ror.org/03442p831","country_code":"CN","type":"education","lineage":["https://openalex.org/I27599042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengting Ye","raw_affiliation_strings":["School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0009-0009-8548-6612","affiliations":[{"raw_affiliation_string":"School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I27599042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5143830872","display_name":"Yuxing Zhang","orcid":"https://orcid.org/0009-0008-7770-3253","observed_orcids":["https://orcid.org/0009-0008-7770-3253"]},"institutions":[{"id":"https://openalex.org/I27599042","display_name":"Xi'an Polytechnic University","ror":"https://ror.org/03442p831","country_code":"CN","type":"education","lineage":["https://openalex.org/I27599042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxing Zhang","raw_affiliation_strings":["School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0009-0008-7770-3253","affiliations":[{"raw_affiliation_string":"School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I27599042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000043212","display_name":"Jie Zhou","orcid":"https://orcid.org/0000-0003-1967-0015","observed_orcids":["https://orcid.org/0000-0003-1967-0015"]},"institutions":[{"id":"https://openalex.org/I27599042","display_name":"Xi'an Polytechnic University","ror":"https://ror.org/03442p831","country_code":"CN","type":"education","lineage":["https://openalex.org/I27599042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Zhou","raw_affiliation_strings":["School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0003-1967-0015","affiliations":[{"raw_affiliation_string":"School of Apparel and Art Design, Xi'an Polytechnic University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I27599042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5000043212"],"corresponding_institution_ids":["https://openalex.org/I27599042"],"apc_list":{"value":4150,"currency":"USD","value_usd":4150},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.5830000042915344,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.5830000042915344,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.08720000088214874,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13413","display_name":"Cultural and Historical Studies","score":0.07109999656677246,"subfield":{"id":"https://openalex.org/subfields/1213","display_name":"Visual Arts and Performing Arts"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/clothing-simulation","display_name":"garment simulation","score":0.9909999966621399},{"id":"https://openalex.org/keywords/finite-element-analysis","display_name":"finite element analysis","score":0.6589999794960022},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.8199999928474426},{"id":"https://openalex.org/keywords/physics-informed-neural-networks","display_name":"physics-informed neural networks","score":0.9369999766349792},{"id":"https://openalex.org/keywords/graph-neural-networks","display_name":"graph neural networks","score":0.9829999804496765},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9929999709129333},{"id":"https://openalex.org/keywords/computer-aided-engineering","display_name":"computer-aided engineering","score":0.8320000171661377},{"id":"https://openalex.org/keywords/virtual-fitting","display_name":"virtual fitting","score":0.8960000276565552},{"id":"https://openalex.org/keywords/digital-garment-design","display_name":"digital garment design","score":0.6370000243186951},{"id":"https://openalex.org/keywords/multiscale-coupling","display_name":"multiscale coupling","score":0.8519999980926514}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6243000030517578},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4921000003814697},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4722000062465668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46799999475479126},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.4433000087738037},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.364300012588501},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.35429999232292175},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.35030001401901245},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.33410000801086426},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3296000063419342},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31049999594688416},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.3091000020503998},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.288100004196167},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.272599995136261},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.2558000087738037},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.25540000200271606},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/00405175261480667","doi":"https://doi.org/10.1177/00405175261480667","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00405175261480667","pdf_url":null,"source":{"id":"https://openalex.org/S70817854","display_name":"Textile Research Journal","issn_l":"0040-5175","issn":["0040-5175","0096-5928","1746-7748"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Textile Research Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4943999946117401,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W56110513","https://openalex.org/W134998683","https://openalex.org/W1901129140","https://openalex.org/W2008684895","https://openalex.org/W2021995161","https://openalex.org/W2143816374","https://openalex.org/W2195314964","https://openalex.org/W2797287979","https://openalex.org/W2899283552","https://openalex.org/W2910597635","https://openalex.org/W2920928264","https://openalex.org/W2942685721","https://openalex.org/W2947181976","https://openalex.org/W2962730651","https://openalex.org/W2962940229","https://openalex.org/W2979786244","https://openalex.org/W2985630280","https://openalex.org/W2998761561","https://openalex.org/W3003265726","https://openalex.org/W3014468003","https://openalex.org/W3025645353","https://openalex.org/W3107036647","https://openalex.org/W3129535586","https://openalex.org/W3138963505","https://openalex.org/W3163993681","https://openalex.org/W3177828909","https://openalex.org/W4206484811","https://openalex.org/W4220717841","https://openalex.org/W4225815215","https://openalex.org/W4309723652","https://openalex.org/W4311802566","https://openalex.org/W4365505884","https://openalex.org/W4367842874","https://openalex.org/W4384936436","https://openalex.org/W4385489997","https://openalex.org/W4387907064","https://openalex.org/W4388106579","https://openalex.org/W4389921873","https://openalex.org/W4393065402","https://openalex.org/W4401989827","https://openalex.org/W4403398380","https://openalex.org/W4406800520","https://openalex.org/W4408967484","https://openalex.org/W4409087605","https://openalex.org/W4412673739","https://openalex.org/W4414982424","https://openalex.org/W4415708404","https://openalex.org/W4415931408","https://openalex.org/W7108204984","https://openalex.org/W7133214447","https://openalex.org/W7160844631"],"related_works":["https://openalex.org/W4405830756","https://openalex.org/W7172449290","https://openalex.org/W4387092901","https://openalex.org/W7220782704","https://openalex.org/W2132697108","https://openalex.org/W7167355797","https://openalex.org/W7108070990","https://openalex.org/W2768894717","https://openalex.org/W4410902750","https://openalex.org/W7167598958"],"abstract_inverted_index":{"Finite-element":[0],"simulation":[1,87,96],"of":[2,120],"garment":[3],"represents":[4],"a":[5,84,92,110],"fundamental":[6],"technology":[7],"for":[8,63,116],"digital":[9,118,146],"design":[10],"and":[11,29,46,67,82,106,113,135,138,145],"virtual":[12],"fitting;":[13],"however,":[14],"conventional":[15],"methods":[16],"are":[17],"hindered":[18],"by":[19,78],"challenges":[20,129],"such":[21],"as":[22],"complex":[23],"modeling,":[24],"difficulties":[25],"in":[26,130],"parameter":[27,65],"acquisition,":[28],"low":[30],"computational":[31],"efficiency.":[32],"Artificial":[33],"intelligence":[34],"(AI)":[35],"technologies,":[36],"including":[37,142],"deep":[38],"learning,":[39],"physics-informed":[40],"neural":[41,44],"networks,":[42,45],"graph":[43],"large":[47,79],"language":[48,80],"models,":[49,81],"offer":[50],"novel":[51],"avenues":[52],"to":[53],"address":[54],"these":[55],"limitations.":[56],"This":[57,89],"paper":[58,126],"reviews":[59],"essential":[60],"AI":[61,143],"technologies":[62],"fabric":[64],"identification":[66],"surrogate":[68],"model":[69],"construction,":[70],"discusses":[71],"the":[72,100,117,121,125],"intelligent":[73,86],"computer-aided":[74],"engineering":[75],"mechanism":[76],"driven":[77],"establishes":[83],"closed-loop":[85],"framework.":[88],"framework":[90],"facilitates":[91],"fully":[93],"automated":[94],"finite-element":[95],"workflow,":[97],"significantly":[98],"reducing":[99],"modeling":[101],"threshold":[102],"while":[103],"improving":[104],"efficiency":[105],"accuracy,":[107],"thus":[108],"offering":[109],"new,":[111],"efficient,":[112],"cost-effective":[114],"paradigm":[115],"transformation":[119],"apparel":[122],"industry.":[123],"Finally,":[124],"summarizes":[127],"current":[128],"data":[131],"management,":[132],"physical":[133],"consistency,":[134],"multiscale":[136],"coupling,":[137],"anticipates":[139],"future":[140],"developments,":[141],"agents":[144],"twin":[147],"garment.":[148]},"counts_by_year":[],"updated_date":"2026-09-21T07:43:02.447757","created_date":"2026-09-05T00:00:00"}
