{"id":"https://openalex.org/W4403675218","doi":"https://doi.org/10.1109/case59546.2024.10711357","title":"Utilising Explainable Techniques for Quality Prediction in a Complex Textiles Manufacturing Use Case","display_name":"Utilising Explainable Techniques for Quality Prediction in a Complex Textiles Manufacturing Use Case","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4403675218","doi":"https://doi.org/10.1109/case59546.2024.10711357"},"language":"en","primary_location":{"id":"doi:10.1109/case59546.2024.10711357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case59546.2024.10711357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"},"type":"article","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/A5111324093","display_name":"Briony Forsberg","orcid":null},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Briony Forsberg","raw_affiliation_strings":["The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand"],"affiliations":[{"raw_affiliation_string":"The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054709242","display_name":"Henry Williams","orcid":"https://orcid.org/0000-0003-4510-0219"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Henry Williams","raw_affiliation_strings":["The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand"],"affiliations":[{"raw_affiliation_string":"The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065146109","display_name":"Bruce A. MacDonald","orcid":"https://orcid.org/0000-0001-7602-8497"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Bruce MacDonald","raw_affiliation_strings":["The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand"],"affiliations":[{"raw_affiliation_string":"The University of Auckland,Centre for Automation and Robotic Engineering Science,New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056343282","display_name":"Tracy Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tracy Chen","raw_affiliation_strings":["Bremworth Ltd,Auckland,New Zealand"],"affiliations":[{"raw_affiliation_string":"Bremworth Ltd,Auckland,New Zealand","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110580095","display_name":"Reza Hamzeh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reza Hamzeh","raw_affiliation_strings":["Bremworth Ltd,Auckland,New Zealand"],"affiliations":[{"raw_affiliation_string":"Bremworth Ltd,Auckland,New Zealand","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079852777","display_name":"Kirstine L. Hulse","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kirstine Hulse","raw_affiliation_strings":["Bremworth Ltd,Auckland,New Zealand"],"affiliations":[{"raw_affiliation_string":"Bremworth Ltd,Auckland,New Zealand","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5111324093"],"corresponding_institution_ids":["https://openalex.org/I154130895"],"apc_list":null,"apc_paid":null,"fwci":0.3693,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66137452,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"245","last_page":"251"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.8978000283241272,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.8978000283241272,"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/quality","display_name":"Quality (philosophy)","score":0.6229739785194397},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6040529608726501},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.36422795057296753},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2530911862850189}],"concepts":[{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6229739785194397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6040529608726501},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.36422795057296753},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2530911862850189},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/case59546.2024.10711357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case59546.2024.10711357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1505575365","https://openalex.org/W2116929770","https://openalex.org/W2129018774","https://openalex.org/W2227279122","https://openalex.org/W2297002667","https://openalex.org/W2583522268","https://openalex.org/W2758197747","https://openalex.org/W2770547749","https://openalex.org/W2810140125","https://openalex.org/W2890098390","https://openalex.org/W3034202893","https://openalex.org/W3089334509","https://openalex.org/W3096568464","https://openalex.org/W3125387313","https://openalex.org/W3157509993","https://openalex.org/W3174752098","https://openalex.org/W3208108502","https://openalex.org/W4294559022","https://openalex.org/W4319723217"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0,175],"paper":[1],"develops":[2],"an":[3],"approach":[4],"to":[5,128,132,171],"classify":[6],"instances":[7],"of":[8,33],"product":[9],"failure":[10],"in":[11,23,157,181],"a":[12,29,53,121,141,150],"complex":[13],"textiles":[14],"manufacturing":[15],"dataset":[16,21],"using":[17,75],"explainable":[18],"techniques.":[19],"The":[20,103],"used":[22,127],"this":[24],"study":[25],"was":[26,126],"obtained":[27],"from":[28],"New":[30],"Zealand":[31],"manufacturer":[32],"woollen":[34],"carpets":[35],"and":[36,44,56,62,85,135,165],"rugs.":[37],"In":[38],"investigating":[39],"the":[40,72,78,81,86,91,99,108,115,158,172,177,185,192],"trade-off":[41],"between":[42],"accuracy":[43],"explainability,":[45],"three":[46,65],"different":[47],"tree-based":[48],"classification":[49,139],"algorithms":[50],"were":[51,69,156,162,169],"evaluated:":[52,71],"Decision":[54,100],"Tree":[55,101],"two":[57],"ensemble":[58,92,123],"methods,":[59],"Random":[60,104],"Forest":[61,105],"XGBoost.":[63],"Additionally,":[64],"feature":[66,117],"selection":[67,118],"methods":[68,93],"also":[70],"SelectKBest":[73],"method,":[74],"chi-squared":[76],"as":[77],"scoring":[79],"function,":[80],"Pearson":[82],"Correlation":[83],"Coefficient,":[84],"Boruta":[87,116],"algorithm.":[88],"Not":[89],"surprisingly,":[90],"typically":[94],"produced":[95],"better":[96],"results":[97,110],"than":[98],"model.":[102],"model":[106,143,194],"yielded":[107],"best":[109],"overall":[111],"when":[112],"combined":[113],"with":[114],"technique.":[119],"Finally,":[120],"tree":[122],"explaining":[124],"technique":[125],"extract":[129],"rule":[130,160],"lists":[131,161],"capture":[133],"necessary":[134],"sufficient":[136],"conditions":[137],"for":[138],"by":[140,149],"trained":[142],"that":[144,155,168,179],"could":[145],"be":[146],"easily":[147],"interpreted":[148],"human.":[151],"Notably,":[152],"several":[153],"features":[154,164,167],"extracted":[159],"statistical":[163],"calculated":[166],"added":[170],"original":[173],"dataset.":[174],"demonstrates":[176],"influence":[178],"bringing":[180],"additional":[182],"information":[183],"during":[184],"data":[186],"preprocessing":[187],"stages":[188],"can":[189],"have":[190],"on":[191],"ultimate":[193],"performance.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}