{"id":"https://openalex.org/W4392567286","doi":"https://doi.org/10.1109/tim.2024.3373085","title":"Variable Correlation Analysis-Based Convolutional Neural Network for Far Topological Feature Extraction and Industrial Predictive Modeling","display_name":"Variable Correlation Analysis-Based Convolutional Neural Network for Far Topological Feature Extraction and Industrial Predictive Modeling","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392567286","doi":"https://doi.org/10.1109/tim.2024.3373085"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3373085","doi":"https://doi.org/10.1109/tim.2024.3373085","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3373085","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-3","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Instrumentation and Measurement","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/A5019075429","display_name":"Xiaofeng Yuan","orcid":"https://orcid.org/0000-0002-9072-7179","observed_orcids":["https://orcid.org/0000-0002-9072-7179"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Yuan","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-9072-7179","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029672544","display_name":"Yichen Wang","orcid":"https://orcid.org/0009-0000-9267-9425","observed_orcids":["https://orcid.org/0009-0000-9267-9425"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yichen Wang","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0000-9267-9425","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109620739","display_name":"Chen Wang","orcid":"https://orcid.org/0009-0002-3186-7216","observed_orcids":["https://orcid.org/0009-0002-3186-7216"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Wang","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0002-3186-7216","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028001200","display_name":"Lingjian Ye","orcid":"https://orcid.org/0000-0001-8732-593X","observed_orcids":["https://orcid.org/0000-0001-8732-593X"]},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou Normal University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingjian Ye","raw_affiliation_strings":["School of Engineering, Huzhou University, Huzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8732-593X","affiliations":[{"raw_affiliation_string":"School of Engineering, Huzhou University, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101563350","display_name":"Kai Wang","orcid":"https://orcid.org/0000-0003-1396-9825","observed_orcids":["https://orcid.org/0000-0003-1396-9825"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Wang","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-1396-9825","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106406977","display_name":"Yalin Wang","orcid":"https://orcid.org/0000-0003-4095-1532","observed_orcids":["https://orcid.org/0000-0003-4095-1532","https://orcid.org/0009-0006-1855-9306"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yalin Wang","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-4095-1532","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101971817","display_name":"Chunhua Yang","orcid":"https://orcid.org/0000-0001-5725-7374","observed_orcids":["https://orcid.org/0000-0001-5725-7374"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhua Yang","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-5725-7374","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711520","display_name":"Weihua Gui","orcid":"https://orcid.org/0000-0002-5337-6445","observed_orcids":["https://orcid.org/0000-0002-5337-6445","https://orcid.org/0000-0003-0312-436X","https://orcid.org/0000-0002-4374-4291"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihua Gui","raw_affiliation_strings":["School of Automation, Central South University, Hunan, Changsha, China","School of Automation, Central South University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-5337-6445","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Hunan, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068929700","display_name":"Feifan Shen","orcid":"https://orcid.org/0000-0002-7086-6710","observed_orcids":["https://orcid.org/0000-0002-7086-6710"]},"institutions":[{"id":"https://openalex.org/I4405254534","display_name":"NingboTech University","ror":"https://ror.org/01xx18q52","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405254534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feifan Shen","raw_affiliation_strings":["School of Information Science and Engineering, NingboTech University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0002-7086-6710","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, NingboTech University, Ningbo, China","institution_ids":["https://openalex.org/I4405254534"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2495,"currency":"USD","value_usd":2495},"apc_paid":null,"fwci":11.1649,"has_fulltext":false,"cited_by_count":91,"citation_normalized_percentile":{"value":0.99389358,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9984999895095825,"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":0.9984999895095825,"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":0.0003000000142492354,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8650000095367432},{"id":"https://openalex.org/keywords/soft-sensors","display_name":"soft sensors","score":0.9190000295639038},{"id":"https://openalex.org/keywords/pearson-correlation","display_name":"Pearson correlation","score":0.7279999852180481},{"id":"https://openalex.org/keywords/spearman-s-rank-correlation","display_name":"Spearman correlation","score":0.996999979019165},{"id":"https://openalex.org/keywords/quality-variable-prediction","display_name":"quality variable prediction","score":0.7350000143051147},{"id":"https://openalex.org/keywords/debutanizer-column","display_name":"debutanizer column","score":0.9869999885559082}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7241711616516113},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6803568005561829},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.6510325074195862},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.600189745426178},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5514996647834778},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5482535362243652},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5466523766517639},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47884058952331543},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.45473533868789673},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41246336698532104},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35118526220321655},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3151225447654724},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24532470107078552},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/tim.2024.3373085","doi":"https://doi.org/10.1109/tim.2024.3373085","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3373085","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-3","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2351586780","display_name":null,"funder_award_id":"62303494","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5789780205","display_name":null,"funder_award_id":"61988101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7035837848","display_name":null,"funder_award_id":"62173346","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G74403156","display_name":null,"funder_award_id":"92267205","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1981796233","https://openalex.org/W2062368510","https://openalex.org/W2076423279","https://openalex.org/W2082484980","https://openalex.org/W2085862958","https://openalex.org/W2087309216","https://openalex.org/W2105722058","https://openalex.org/W2128728535","https://openalex.org/W2132603731","https://openalex.org/W2158863190","https://openalex.org/W2267188141","https://openalex.org/W2407164716","https://openalex.org/W2504240155","https://openalex.org/W2520634214","https://openalex.org/W2539756354","https://openalex.org/W2742763523","https://openalex.org/W2788805965","https://openalex.org/W2907492528","https://openalex.org/W2919115771","https://openalex.org/W2974238426","https://openalex.org/W2985331920","https://openalex.org/W3016077482","https://openalex.org/W3082433520","https://openalex.org/W3128560880","https://openalex.org/W3152632945","https://openalex.org/W3177704699","https://openalex.org/W4212901299","https://openalex.org/W4308266156","https://openalex.org/W4318040941","https://openalex.org/W4318149011","https://openalex.org/W4379180563","https://openalex.org/W4383200192","https://openalex.org/W4389076372","https://openalex.org/W4392828127"],"related_works":["https://openalex.org/W4324119586","https://openalex.org/W3028207611","https://openalex.org/W3177704699","https://openalex.org/W3082433520","https://openalex.org/W4414416854","https://openalex.org/W4293569817","https://openalex.org/W4408275419","https://openalex.org/W4318040941","https://openalex.org/W4383502898","https://openalex.org/W2946994806"],"abstract_inverted_index":{"In":[0,106],"process":[1,13,29,35,151,165],"industries,":[2],"accurate":[3],"prediction":[4],"of":[5,150,157],"critical":[6],"quality":[7,26],"variables":[8,27,36],"is":[9,69],"particularly":[10],"important":[11],"for":[12,49,74],"control":[14],"and":[15,91,97,126,155,166],"optimization.":[16],"Usually,":[17],"soft":[18,54],"sensors":[19],"have":[20,44],"been":[21],"developed":[22],"to":[23,100,119],"estimate":[24],"the":[25,107,111,133,140,158,163],"via":[28],"variables.":[30,152],"However,":[31],"there":[32],"are":[33,38,129,160],"often":[34],"that":[37,142],"far":[39,75],"apart":[40],"in":[41,53,71,162],"topology":[42,86,89,93],"but":[43],"high":[45],"correlations,":[46],"presenting":[47],"challenges":[48],"such":[50],"feature":[51,77,108,135],"learning":[52],"sensor.":[55],"To":[56],"solve":[57],"these":[58],"difficulties,":[59],"a":[60,114],"variable":[61],"correlation":[62,99],"analysis":[63],"based":[64],"convolutional":[65,125,144],"neural":[66],"network":[67],"(VCA-CNN)":[68],"proposed":[70],"this":[72],"paper":[73],"topological":[76],"extraction,":[78],"which":[79],"generates":[80],"three-channel":[81],"data":[82],"samples":[83],"containing":[84],"natural":[85],"features,":[87,90],"linear":[88],"nonlinear":[92],"features":[94],"through":[95],"Pearson":[96],"Spearman":[98],"adequately":[101],"focus":[102],"on":[103,132],"far-topology":[104],"features.":[105,122],"extraction":[109],"stage,":[110],"VCA-CNN":[112,159],"employs":[113],"special":[115],"row":[116],"convolution":[117],"kernel":[118],"extract":[120,147],"far-topological":[121],"Then,":[123],"normal":[124],"pooling":[127],"operations":[128,145],"alternately":[130],"processed":[131],"output":[134],"maps.":[136],"This":[137],"approach":[138],"overcomes":[139],"limitation":[141],"traditional":[143],"mainly":[146],"local":[148],"correlations":[149],"The":[153],"effectiveness":[154],"superiority":[156],"validated":[161],"hydrocracking":[164],"debutanizer":[167],"column.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":22},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":35}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-03-08T00:00:00"}
