{"id":"https://openalex.org/W1679090545","doi":"https://doi.org/10.1109/indin.2015.7281717","title":"Application of support vector machine and genetic algorithm optimization for quality prediction within complex industrial process","display_name":"Application of support vector machine and genetic algorithm optimization for quality prediction within complex industrial process","publication_year":2015,"publication_date":"2015-07-01","ids":{"openalex":"https://openalex.org/W1679090545","doi":"https://doi.org/10.1109/indin.2015.7281717","mag":"1679090545"},"language":"en","primary_location":{"id":"doi:10.1109/indin.2015.7281717","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin.2015.7281717","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 13th International Conference on Industrial Informatics (INDIN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5052518632","display_name":"Zhijun L\u00fc","orcid":"https://orcid.org/0000-0002-7981-3068"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi-Jun Lu","raw_affiliation_strings":["College Of Mechanical Engineering, Donghua University, Shanghai, China","College of Mechanical Engineering Donghua University  Shanghai China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College Of Mechanical Engineering, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"College of Mechanical Engineering Donghua University  Shanghai China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070493125","display_name":"Qian Xiang","orcid":"https://orcid.org/0000-0001-6810-8446"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Xiang","raw_affiliation_strings":["College Of Mechanical Engineering, Donghua University, Shanghai, China","College of Mechanical Engineering Donghua University  Shanghai China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College Of Mechanical Engineering, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"College of Mechanical Engineering Donghua University  Shanghai China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060081514","display_name":"Yongmei Zhang Aiyan Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong-mei Wu","raw_affiliation_strings":["College Of Mechanical Engineering, Donghua University, Shanghai, China","College of Mechanical Engineering Donghua University  Shanghai China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College Of Mechanical Engineering, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"College of Mechanical Engineering Donghua University  Shanghai China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101504852","display_name":"Jun Gu","orcid":"https://orcid.org/0000-0002-7107-5793"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jun Gu","raw_affiliation_strings":["Shanghai Jingxing Storage Equipment Engineering Co., Ltd, Shanghai, China","Shanghai Jingxing Storage Equipment Engineering Co., Ltd. Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jingxing Storage Equipment Engineering Co., Ltd, Shanghai, China","institution_ids":[]},{"raw_affiliation_string":"Shanghai Jingxing Storage Equipment Engineering Co., Ltd. Shanghai, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"55","issue":null,"first_page":"98","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9983999729156494,"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":0.9983999729156494,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9972000122070312,"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/T12486","display_name":"Food Supply Chain Traceability","score":0.941100001335144,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7928203344345093},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.634282112121582},{"id":"https://openalex.org/keywords/yarn","display_name":"Yarn","score":0.5766655802726746},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.572907567024231},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5557074546813965},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5468173027038574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.508885383605957},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.500666618347168},{"id":"https://openalex.org/keywords/spinning","display_name":"Spinning","score":0.48927971720695496},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.44074591994285583},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4384613633155823},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4333561062812805},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4270641803741455},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3617808222770691},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.27084091305732727}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7928203344345093},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.634282112121582},{"id":"https://openalex.org/C2778787235","wikidata":"https://www.wikidata.org/wiki/Q49007","display_name":"Yarn","level":2,"score":0.5766655802726746},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.572907567024231},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5557074546813965},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5468173027038574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.508885383605957},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.500666618347168},{"id":"https://openalex.org/C154815118","wikidata":"https://www.wikidata.org/wiki/Q453762","display_name":"Spinning","level":2,"score":0.48927971720695496},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.44074591994285583},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4384613633155823},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4333561062812805},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4270641803741455},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3617808222770691},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27084091305732727},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/indin.2015.7281717","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin.2015.7281717","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 13th International Conference on Industrial Informatics (INDIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.47999998927116394,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W573848098","https://openalex.org/W598191652","https://openalex.org/W1973722433","https://openalex.org/W1987437110","https://openalex.org/W1994018316","https://openalex.org/W2002036937","https://openalex.org/W2029709492","https://openalex.org/W2041099987","https://openalex.org/W2051991152","https://openalex.org/W2058669575","https://openalex.org/W2062974793","https://openalex.org/W2083402708","https://openalex.org/W2105208405","https://openalex.org/W2112369027","https://openalex.org/W2118286367","https://openalex.org/W2148603752","https://openalex.org/W2153635508","https://openalex.org/W2157609044","https://openalex.org/W2185378321","https://openalex.org/W2943490696","https://openalex.org/W2996739384","https://openalex.org/W3120421331","https://openalex.org/W4233104424","https://openalex.org/W6616459548","https://openalex.org/W6686579015"],"related_works":["https://openalex.org/W2052517866","https://openalex.org/W2358500504","https://openalex.org/W2363905931","https://openalex.org/W2350560966","https://openalex.org/W2385870399","https://openalex.org/W2386381029","https://openalex.org/W2080754887","https://openalex.org/W2360210914","https://openalex.org/W2025514383","https://openalex.org/W2577148521"],"abstract_inverted_index":{"Yarn":[0],"quality":[1,20,60],"prediction":[2,43,61],"plays":[3],"an":[4],"important":[5],"role":[6],"in":[7,53,69,107],"modern":[8],"textile":[9],"production":[10],"management.":[11],"Due":[12],"to":[13,56,67],"the":[14,23,26,58,92,108,115,119],"nonlinearity":[15],"and":[16,34,80,112,124,129],"non-stationarity":[17],"of":[18,25,76,91,121],"yarn":[19,59],"indicator":[21],"series,":[22],"accuracy":[24],"commonly":[27],"used":[28],"conventional":[29],"methods,":[30],"including":[31],"regression":[32,49],"analyses":[33],"artificial":[35],"neural":[36],"networks":[37],"(ANN),":[38],"has":[39],"been":[40],"limited.":[41],"A":[42],"model":[44],"based":[45],"on":[46],"support":[47],"vector":[48],"(SVR)":[50],"is":[51,72],"proposed":[52],"this":[54],"paper":[55],"solve":[57],"problem.":[62],"Model":[63],"selection":[64],"which":[65],"amounts":[66],"search":[68],"hyper-parameter":[70],"space":[71],"performed":[73],"for":[74,127],"study":[75],"suitable":[77,126],"parameters,":[78],"C":[79],"\u03c3,":[81],"with":[82,99],"real":[83],"code":[84],"Genetic":[85],"Algorithms":[86],"(RGA).":[87],"The":[88,102],"predictive":[89,122],"powers":[90],"RGA-SVM":[93,116],"models":[94,117],"are":[95],"estimated":[96],"by":[97],"comparison":[98],"ANN":[100],"models.":[101],"experimental":[103],"results":[104],"indicate":[105],"that":[106],"small":[109],"data":[110],"sets":[111],"real-life":[113],"production,":[114],"have":[118],"stability":[120],"accuracy,":[123],"more":[125],"noisy":[128],"dynamic":[130],"spinning":[131],"process.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
