{"id":"https://openalex.org/W2980249749","doi":"https://doi.org/10.1109/jas.2019.1911645","title":"Variational inference based kernel dynamic Bayesian networks for construction of prediction intervals for industrial time series with incomplete input","display_name":"Variational inference based kernel dynamic Bayesian networks for construction of prediction intervals for industrial time series with incomplete input","publication_year":2019,"publication_date":"2019-10-07","ids":{"openalex":"https://openalex.org/W2980249749","doi":"https://doi.org/10.1109/jas.2019.1911645","mag":"2980249749"},"language":"en","primary_location":{"id":"doi:10.1109/jas.2019.1911645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2019.1911645","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"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/CAA Journal of Automatica Sinica","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/A5100336447","display_name":"Long Chen","orcid":"https://orcid.org/0000-0003-4585-5662"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101733229","display_name":"Linqing Wang","orcid":"https://orcid.org/0000-0003-0113-2024"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linqing Wang","raw_affiliation_strings":["Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068402684","display_name":"Zhongyang Han","orcid":"https://orcid.org/0000-0002-3397-4915"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyang Han","raw_affiliation_strings":["Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358009","display_name":"Jun Zhao","orcid":"https://orcid.org/0000-0002-3573-152X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhao","raw_affiliation_strings":["Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100391742","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0001-7608-7438"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, and also with the School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":1.5174,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.83357434,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":"5","first_page":"1437","last_page":"1445"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9965999722480774,"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":0.9965999722480774,"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":0.9896000027656555,"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":0.9726999998092651,"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/inference","display_name":"Inference","score":0.6753419637680054},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5985400080680847},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.5623311996459961},{"id":"https://openalex.org/keywords/linearization","display_name":"Linearization","score":0.5306870937347412},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5276930332183838},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5172877311706543},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5170931816101074},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.47290241718292236},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.47122111916542053},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4383021891117096},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3254433274269104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3151480555534363},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27307963371276855},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24684756994247437},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.09175685048103333}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6753419637680054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5985400080680847},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.5623311996459961},{"id":"https://openalex.org/C11210021","wikidata":"https://www.wikidata.org/wiki/Q1520713","display_name":"Linearization","level":3,"score":0.5306870937347412},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5276930332183838},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5172877311706543},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5170931816101074},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.47290241718292236},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.47122111916542053},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4383021891117096},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3254433274269104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3151480555534363},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27307963371276855},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24684756994247437},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.09175685048103333},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jas.2019.1911645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2019.1911645","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"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/CAA Journal of Automatica Sinica","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1506806321","https://openalex.org/W1560021816","https://openalex.org/W1630331242","https://openalex.org/W1972743459","https://openalex.org/W1993261349","https://openalex.org/W2019453556","https://openalex.org/W2034544282","https://openalex.org/W2086549730","https://openalex.org/W2104462141","https://openalex.org/W2151310832","https://openalex.org/W2163848038","https://openalex.org/W2171666055","https://openalex.org/W2336189529","https://openalex.org/W2342427580","https://openalex.org/W2476751262","https://openalex.org/W2519737699","https://openalex.org/W2564115333","https://openalex.org/W2593708362","https://openalex.org/W2736691150","https://openalex.org/W2744209373","https://openalex.org/W2744288031","https://openalex.org/W2754518627","https://openalex.org/W2790964730","https://openalex.org/W2801050875"],"related_works":["https://openalex.org/W4380150146","https://openalex.org/W3024870410","https://openalex.org/W2410652950","https://openalex.org/W4283773154","https://openalex.org/W3139174110","https://openalex.org/W4289597203","https://openalex.org/W2085630472","https://openalex.org/W1977098485","https://openalex.org/W4285201053","https://openalex.org/W2753779043"],"abstract_inverted_index":{"Prediction":[0],"intervals":[1],"(":[2,35,153],"PIs":[3,45,175],")":[4,37,155],"for":[5,13,44,56,65,68,122,176],"industrial":[6,20],"time":[7,129,187],"series":[8],"can":[9,172],"provide":[10,173],"useful":[11],"guidance":[12],"workers.":[14],"Given":[15],"that":[16,168],"the":[17,24,29,53,66,69,76,90,93,107,112,115,125,133,136,169,177,189],"failure":[18],"of":[19,71,92,135,146,149,161,180],"sensors":[21],"may":[22],"cause":[23],"missing":[25,94,113,162],"point":[26],"in":[27,127],"inputs,":[28],"existing":[30],"kernel":[31],"dynamic":[32],"Bayesian":[33],"networks":[34],"KDBN":[36,67],",":[38],"serving":[39],"as":[40],"an":[41],"effective":[42],"method":[43,64,171],"construction,":[46],"suffer":[47],"from":[48],"high":[49],"computational":[50],"load":[51],"using":[52,97],"stochastic":[54,78,190],"algorithm":[55,82],"inference.":[57],"This":[58],"study":[59],"proposes":[60],"a":[61,98,119,139,143],"variational":[62,102],"inference":[63,91],"purpose":[70],"fast":[72],"inference,":[73,103],"which":[74],"avoids":[75],"time-consuming":[77],"sampling.":[79],"The":[80,86,164],"proposed":[81,137,170],"contains":[83],"two":[84],"stages.":[85],"first":[87],"stage":[88,117],"involves":[89],"inputs":[95,114],"by":[96],"local":[99],"linearization":[100],"based":[101,105,191],"and":[104,142,182],"on":[106],"computed":[108],"posterior":[109],"distributions":[110],"over":[111,124],"second":[116],"sees":[118],"Gaussian":[120],"approximation":[121],"probability":[123],"nodes":[126],"future":[128],"slices.":[130],"To":[131],"verify":[132],"effectiveness":[134],"method,":[138],"synthetic":[140],"dataset":[141,145],"practical":[144],"generation":[147,178],"flow":[148,179],"blast":[150],"furnace":[151],"gas":[152],"BFG":[154,181],"are":[156],"employed":[157],"with":[158],"different":[159],"ratios":[160],"inputs.":[163],"experimental":[165],"results":[166],"indicate":[167],"reliable":[174],"it":[183],"exhibits":[184],"shorter":[185],"computing":[186],"than":[188],"one.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}