{"id":"https://openalex.org/W2944876085","doi":"https://doi.org/10.1155/2019/9852134","title":"Quality Prediction Model Based on Novel Elman Neural Network Ensemble","display_name":"Quality Prediction Model Based on Novel Elman Neural Network Ensemble","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2944876085","doi":"https://doi.org/10.1155/2019/9852134","mag":"2944876085"},"language":"en","primary_location":{"id":"doi:10.1155/2019/9852134","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/9852134","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/9852134.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2019/9852134.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031723050","display_name":"Lan Xu","orcid":"https://orcid.org/0000-0003-3040-8640"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]},{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CA","CN"],"is_corresponding":true,"raw_author_name":"Lan Xu","raw_affiliation_strings":["School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang, 212003","Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary"],"raw_orcid":"https://orcid.org/0000-0003-3040-8640","affiliations":[{"raw_affiliation_string":"School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang, 212003","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451830","display_name":"Yuting Zhang","orcid":"https://orcid.org/0000-0002-5335-7826"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuting Zhang","raw_affiliation_strings":["School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang, 212003"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang, 212003","institution_ids":["https://openalex.org/I4210096899"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5031723050"],"corresponding_institution_ids":["https://openalex.org/I168635309","https://openalex.org/I4210096899"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":1.0163,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82479061,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2019","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9890000224113464,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9890000224113464,"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"}},{"id":"https://openalex.org/T14474","display_name":"Industrial Technology and Control Systems","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9539999961853027,"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":0.7549917101860046},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7340307235717773},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6067489981651306},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.566465437412262},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.551797091960907},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.45891910791397095},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.45708441734313965},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4384264051914215},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36110904812812805},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14537936449050903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7549917101860046},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7340307235717773},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6067489981651306},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.566465437412262},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.551797091960907},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45891910791397095},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.45708441734313965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4384264051914215},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36110904812812805},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14537936449050903},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1155/2019/9852134","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/9852134","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/9852134.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:prism.ucalgary.ca:1880/110435","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2019/9852134","pdf_url":null,"source":{"id":"https://openalex.org/S4306402262","display_name":"Libraries and Cultural Resources (University of Calgary)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168635309","host_organization_name":"University of Calgary","host_organization_lineage":["https://openalex.org/I168635309"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:doi:10.11575/prism/36595","is_oa":true,"landing_page_url":"http://hdl.handle.net/1880/110435","pdf_url":"https://ucalgary.scholaris.ca/bitstreams/187366f5-0dc5-4493-bf0a-04a8612c7472/download","source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"journal article"},{"id":"pmh:oai:RePEc:hin:complx:9852134","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2019/9852134.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:3223a5b16e004e25873796aa07dab0a4","is_oa":false,"landing_page_url":"https://doaj.org/article/3223a5b16e004e25873796aa07dab0a4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2019 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2019/9852134","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/9852134","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/9852134.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3899022029","display_name":null,"funder_award_id":"19YJA880068","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G6855468745","display_name":null,"funder_award_id":"19YJA880068","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6920785921","display_name":null,"funder_award_id":"71403109","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320329865","display_name":"Social Science Foundation of Jiangsu Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2944876085.pdf","grobid_xml":"https://content.openalex.org/works/W2944876085.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1965197372","https://openalex.org/W1973260008","https://openalex.org/W2017851191","https://openalex.org/W2019305980","https://openalex.org/W2026727583","https://openalex.org/W2029748544","https://openalex.org/W2042728365","https://openalex.org/W2043133372","https://openalex.org/W2090546238","https://openalex.org/W2095548803","https://openalex.org/W2102244548","https://openalex.org/W2110485445","https://openalex.org/W2120203669","https://openalex.org/W2133826245","https://openalex.org/W2150046918","https://openalex.org/W2163826708","https://openalex.org/W2291748823","https://openalex.org/W2331244404","https://openalex.org/W2403585062","https://openalex.org/W2482885921","https://openalex.org/W2515794828","https://openalex.org/W2530443992","https://openalex.org/W2559090303","https://openalex.org/W2570822839","https://openalex.org/W2585392941","https://openalex.org/W2591677346","https://openalex.org/W2734898034","https://openalex.org/W2742558179","https://openalex.org/W2746587396","https://openalex.org/W2771220756","https://openalex.org/W2781547768","https://openalex.org/W2794933040","https://openalex.org/W2807957050","https://openalex.org/W2884326829","https://openalex.org/W2885191712","https://openalex.org/W2897299750","https://openalex.org/W2907842073"],"related_works":["https://openalex.org/W4376643315","https://openalex.org/W4324137541","https://openalex.org/W2794896638","https://openalex.org/W2900445707","https://openalex.org/W2891633941","https://openalex.org/W4285741730","https://openalex.org/W1191482210","https://openalex.org/W4285046548","https://openalex.org/W3202800081","https://openalex.org/W4210302090"],"abstract_inverted_index":{"In":[0,105],"this":[1,106],"paper,":[2,107],"we":[3,108],"propose":[4,109],"a":[5,110],"novel":[6,111],"prediction":[7,97,118,141],"algorithm":[8,94],"based":[9],"on":[10],"an":[11,130],"improved":[12,54],"Elman":[13,36,112,122,132],"neural":[14],"network":[15,133],"(NN)":[16],"ensemble":[17,114,134],"for":[18,95,116],"quality":[19,24,96,117],"prediction,":[20],"thus":[21],"achieving":[22],"the":[23,30,35,42,49,57,60,64,69,77,92],"control":[25],"of":[26,59],"designed":[27],"products":[28],"at":[29],"product":[31,120],"design":[32],"stage.":[33],"First,":[34],"NN":[37,82,103,113,123],"parameters":[38],"are":[39,66],"optimized":[40,131],"using":[41],"grasshopper":[43],"optimization":[44],"(GRO)":[45],"method,":[46],"and":[47,84,140],"then":[48],"weighted":[50],"average":[51],"method":[52,79],"is":[53,124],"to":[55,75,128],"combine":[56],"outputs":[58],"individual":[61],"NNs,":[62],"where":[63],"weights":[65],"determined":[67],"by":[68],"training":[70],"errors.":[71],"Simulations":[72],"were":[73],"conducted":[74],"compare":[76],"proposed":[78,93],"with":[80,126,136],"other":[81,102],"methods":[83],"evaluate":[85],"its":[86],"performance.":[87],"The":[88],"results":[89],"demonstrated":[90],"that":[91],"obtained":[98],"better":[99],"accuracy":[100],"than":[101],"methods.":[104],"model":[115,135],"during":[119],"design.":[121],"combined":[125],"GRO":[127],"yield":[129],"high":[137],"generalization":[138],"ability":[139],"accuracy.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}