{"id":"https://openalex.org/W4366493045","doi":"https://doi.org/10.1109/tii.2023.3268745","title":"Novel Deep Layers-Extended Autoencoder With Correlation and Its Industrial Soft Sensing","display_name":"Novel Deep Layers-Extended Autoencoder With Correlation and Its Industrial Soft Sensing","publication_year":2023,"publication_date":"2023-04-20","ids":{"openalex":"https://openalex.org/W4366493045","doi":"https://doi.org/10.1109/tii.2023.3268745"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2023.3268745","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2023.3268745","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-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/A5063492237","display_name":"Ye Tian","orcid":"https://orcid.org/0000-0002-7315-5236"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Tian","raw_affiliation_strings":["College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7315-5236","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","institution_ids":["https://openalex.org/I75390827"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008222179","display_name":"Qun\u2010Xiong Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qun-Xiong Zhu","raw_affiliation_strings":["College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8878-4185","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","institution_ids":["https://openalex.org/I75390827"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045331954","display_name":"Yan\u2010Lin He","orcid":"https://orcid.org/0000-0001-9999-3679"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan-Lin He","raw_affiliation_strings":["College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9999-3679","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology (CIST), Beijing University of Chemical Technology (BUCT), Beijing, China","institution_ids":["https://openalex.org/I75390827"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.7115,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.97392202,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"596","last_page":"604"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9994999766349792,"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/T10320","display_name":"Neural Networks and Applications","score":0.9855999946594238,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9732000231742859,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.9797935485839844},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6966431736946106},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.682039737701416},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6358623504638672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6190267205238342},{"id":"https://openalex.org/keywords/soft-sensor","display_name":"Soft sensor","score":0.6100630760192871},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5369406342506409},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5165438055992126},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.46218785643577576},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.44538772106170654},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35090172290802},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3380666971206665},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1763571798801422},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.15613657236099243}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.9797935485839844},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6966431736946106},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.682039737701416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6358623504638672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6190267205238342},{"id":"https://openalex.org/C115575686","wikidata":"https://www.wikidata.org/wiki/Q18822403","display_name":"Soft sensor","level":3,"score":0.6100630760192871},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5369406342506409},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5165438055992126},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.46218785643577576},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.44538772106170654},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35090172290802},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3380666971206665},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1763571798801422},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.15613657236099243},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2023.3268745","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2023.3268745","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2174988415","display_name":"\u590d\u6742\u8fc7\u7a0b\u7cfb\u7edf\u865a\u62df\u6837\u672c\u751f\u6210\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61973024","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7675525987","display_name":null,"funder_award_id":"JD2225","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8751590961","display_name":null,"funder_award_id":"62073022","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/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W623776627","https://openalex.org/W2076423279","https://openalex.org/W2085862958","https://openalex.org/W2207744263","https://openalex.org/W2485516069","https://openalex.org/W2742763523","https://openalex.org/W2789290525","https://openalex.org/W2954214015","https://openalex.org/W2964356616","https://openalex.org/W2971407654","https://openalex.org/W2988720209","https://openalex.org/W2998094656","https://openalex.org/W2998450902","https://openalex.org/W3004395473","https://openalex.org/W3010765132","https://openalex.org/W3016192422","https://openalex.org/W3021781416","https://openalex.org/W3036543470","https://openalex.org/W3080576157","https://openalex.org/W3081318531","https://openalex.org/W3093630488","https://openalex.org/W3123899295","https://openalex.org/W3183076580","https://openalex.org/W3183303935","https://openalex.org/W3190052090","https://openalex.org/W3192992148","https://openalex.org/W3217308177","https://openalex.org/W3217429229","https://openalex.org/W4206713150","https://openalex.org/W4212901299","https://openalex.org/W4226226325","https://openalex.org/W4300851339"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W2669956259","https://openalex.org/W4249005693","https://openalex.org/W4392946183","https://openalex.org/W3088732000","https://openalex.org/W4312950481","https://openalex.org/W2989872913"],"abstract_inverted_index":{"Due":[0],"to":[1,24,30,115,168],"the":[2,38,55,63,89,97,101,104,116,122,128,131,138,144,170,175],"increasing":[3],"complexity":[4],"of":[5,58,103,107,124,130,148,174],"industrial":[6,164],"processes,":[7],"accurately":[8],"constructing":[9],"soft":[10,27],"sensors":[11,28],"has":[12,21],"become":[13],"a":[14,74,78],"daunting":[15],"challenge.":[16],"Recently,":[17],"stacked":[18],"autoencoder":[19,48,84],"(SAE)":[20],"been":[22],"utilized":[23],"develop":[25],"data-driven":[26],"due":[29],"their":[31],"superior":[32],"capability":[33],"in":[34,43],"feature":[35,44,145],"extraction.":[36],"However,":[37],"conventional":[39],"SAE":[40,76],"lacks":[41],"correlation":[42,64],"extraction":[45,146],"for":[46],"each":[47,149],"(AE)":[49],"as":[50],"it":[51],"is":[52,60,86,94],"independent.":[53],"Additionally,":[54],"training":[56],"process":[57,147],"AE":[59],"unsupervised,":[61],"ignoring":[62],"between":[65],"input":[66],"and":[67,96,100,126,172],"output":[68],"data.":[69],"To":[70],"address":[71],"these":[72],"issues,":[73],"novel":[75],"with":[77],"variant":[79],"structure":[80],"called":[81],"deep":[82],"layers-extended":[83],"(DLEAE)":[85],"proposed.":[87],"In":[88],"DLEAE,":[90],"an":[91],"extended":[92],"layer":[93],"introduced,":[95],"original":[98],"inputs":[99],"information":[102],"hidden":[105],"layers":[106],"previous":[108],"LEAE":[109,118,150],"(Layers-extended":[110],"autoencoder)":[111],"units":[112],"are":[113,141,166],"added":[114],"follow-up":[117],"unit.":[119],"This":[120],"extends":[121],"width":[123],"DLEAE":[125],"strengthens":[127],"utilization":[129],"features":[132],"extracted":[133],"from":[134],"preceding":[135],"layers.":[136],"Furthermore,":[137],"expected":[139],"outputs":[140],"introduced":[142],"into":[143],"unit,":[151],"which":[152],"filters":[153],"out":[154],"output-irrelevant":[155],"information.":[156],"Finally,":[157],"experimental":[158],"verifications":[159],"using":[160],"two":[161],"actual":[162],"complex":[163],"processes":[165],"performed":[167],"validate":[169],"effectiveness":[171],"superiority":[173],"proposed":[176],"DLEAE.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
