{"id":"https://openalex.org/W4400647537","doi":"https://doi.org/10.1109/tim.2024.3428620","title":"Soft Sensor Development Based on Unsupervised Dynamic Weighted Domain Adaptation for Quality Prediction of Batch Processes","display_name":"Soft Sensor Development Based on Unsupervised Dynamic Weighted Domain Adaptation for Quality Prediction of Batch Processes","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400647537","doi":"https://doi.org/10.1109/tim.2024.3428620"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3428620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3428620","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,"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"},"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/A5088041850","display_name":"Huaiping Jin","orcid":"https://orcid.org/0000-0003-2627-431X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huaiping Jin","raw_affiliation_strings":["Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0003-2627-431X","affiliations":[{"raw_affiliation_string":"Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101087447","display_name":"Qin Xiong","orcid":"https://orcid.org/0009-0001-9153-9575"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Xiong","raw_affiliation_strings":["Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0001-9153-9575","affiliations":[{"raw_affiliation_string":"Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100372317","display_name":"Bin Wang","orcid":"https://orcid.org/0000-0001-9093-1535"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wang","raw_affiliation_strings":["Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0001-9093-1535","affiliations":[{"raw_affiliation_string":"Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015115331","display_name":"Bin Qian","orcid":"https://orcid.org/0000-0002-0048-1487"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Qian","raw_affiliation_strings":["Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0002-0048-1487","affiliations":[{"raw_affiliation_string":"Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067127013","display_name":"Biao Yang","orcid":"https://orcid.org/0000-0001-8159-4901"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Yang","raw_affiliation_strings":["Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0001-8159-4901","affiliations":[{"raw_affiliation_string":"Department of Automation, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067937192","display_name":"Shoulong Dong","orcid":"https://orcid.org/0000-0002-4956-4160"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shoulong Dong","raw_affiliation_strings":["School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4956-4160","affiliations":[{"raw_affiliation_string":"School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5088041850"],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":null,"apc_paid":null,"fwci":4.4173,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.9502241,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.948199987411499,"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":0.948199987411499,"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/computer-science","display_name":"Computer science","score":0.6236291527748108},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6010103225708008},{"id":"https://openalex.org/keywords/soft-sensor","display_name":"Soft sensor","score":0.5691488981246948},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5591273903846741},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5001204013824463},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4733964204788208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4703060984611511},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38535571098327637},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34288734197616577},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32508939504623413},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.1969204545021057},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16106325387954712}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6236291527748108},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6010103225708008},{"id":"https://openalex.org/C115575686","wikidata":"https://www.wikidata.org/wiki/Q18822403","display_name":"Soft sensor","level":3,"score":0.5691488981246948},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5591273903846741},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5001204013824463},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4733964204788208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4703060984611511},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38535571098327637},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34288734197616577},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32508939504623413},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.1969204545021057},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16106325387954712},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3428620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3428620","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,"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":[],"awards":[{"id":"https://openalex.org/G3583917755","display_name":null,"funder_award_id":"KKRD202203073","funder_id":"https://openalex.org/F4320336585","funder_display_name":"Foundation Research Project of Jiangsu Province"},{"id":"https://openalex.org/G3712630059","display_name":null,"funder_award_id":"62163019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7472326512","display_name":null,"funder_award_id":"62363019","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/F4320336585","display_name":"Foundation Research Project of Jiangsu Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1990384678","https://openalex.org/W2000651380","https://openalex.org/W2044785515","https://openalex.org/W2077933344","https://openalex.org/W2093851253","https://openalex.org/W2165698076","https://openalex.org/W2347308988","https://openalex.org/W2516713989","https://openalex.org/W2765811365","https://openalex.org/W2887280559","https://openalex.org/W2889945482","https://openalex.org/W2953185752","https://openalex.org/W2962986791","https://openalex.org/W2965420085","https://openalex.org/W2998115938","https://openalex.org/W2998450902","https://openalex.org/W3004957259","https://openalex.org/W3013652569","https://openalex.org/W3015966228","https://openalex.org/W3041600832","https://openalex.org/W3049640903","https://openalex.org/W3082433520","https://openalex.org/W3093622385","https://openalex.org/W3093984614","https://openalex.org/W3134865308","https://openalex.org/W3171398265","https://openalex.org/W3171550586","https://openalex.org/W3177052839","https://openalex.org/W3196282652","https://openalex.org/W3196509389","https://openalex.org/W3196754565","https://openalex.org/W4200223427","https://openalex.org/W4206245005","https://openalex.org/W4224215213","https://openalex.org/W4225270114","https://openalex.org/W4226092012","https://openalex.org/W4281728993","https://openalex.org/W4281790590","https://openalex.org/W4283019575","https://openalex.org/W4285678530","https://openalex.org/W4294915468","https://openalex.org/W4381187816","https://openalex.org/W4382998922","https://openalex.org/W6682132143","https://openalex.org/W6735913928","https://openalex.org/W6741832134"],"related_works":["https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W3203792196","https://openalex.org/W2955455867","https://openalex.org/W4295929828","https://openalex.org/W3156096827"],"abstract_inverted_index":{"Batch":[0],"processes":[1],"often":[2],"encounter":[3],"insufficiency":[4],"of":[5,10,55,61,88,96,100,123,183,202],"modeling":[6],"data":[7,11],"and":[8,16,65,108,128,163,174,200,227],"differences":[9],"distributions":[12,176],"between":[13,177],"different":[14],"tanks":[15],"batches,":[17],"which":[18],"pose":[19],"great":[20],"challenges":[21],"for":[22,35,85,115,232],"accurate":[23,239],"data-driven":[24],"soft":[25,44],"sensor":[26],"modeling.":[27],"Transfer":[28],"learning":[29,43],"has":[30],"become":[31],"a":[32,75,144],"promising":[33],"solution":[34],"addressing":[36],"such":[37,49],"problems;":[38],"however,":[39],"the":[40,53,97,105,109,120,124,129,154,172,184,195,203,221],"existing":[41],"transfer":[42],"sensors":[45],"still":[46],"have":[47],"problems,":[48],"as":[50],"not":[51],"considering":[52,67],"quality":[54,240],"source":[56,125],"domain":[57,79,111,126,140,146,165],"samples,":[58,127],"insufficient":[59],"utilization":[60],"hidden":[62],"feature":[63,106],"information,":[64],"only":[66],"single":[68],"distribution":[69,164,196],"alignment.":[70],"To":[71],"address":[72],"these":[73],"issues,":[74],"dynamic":[76],"weighted":[77,136],"multilayer":[78],"adaptation":[80,147,166],"network":[81,181],"(DWMDAN)":[82],"is":[83,132,149,190],"proposed":[84,204,222],"online":[86],"estimation":[87],"key":[89],"variables":[90],"in":[91],"batch":[92],"processes.":[93],"The":[94,198,216],"training":[95,117],"model":[98,131,156],"consists":[99],"two":[101],"stages:":[102],"Stage":[103,142],"I,":[104],"extractor":[107],"first":[110],"discriminator":[112],"are":[113,168,206],"utilized":[114],"adversarial":[116,162],"to":[118,152,170,192],"compute":[119],"importance":[121],"weights":[122],"whole":[130],"updated":[133],"by":[134,208],"combining":[135],"regression":[137],"with":[138],"global":[139],"adaptation.":[141],"II,":[143],"hybrid":[145],"mechanism":[148],"further":[150],"designed":[151],"fine-tune":[153],"target":[155],"based":[157],"on":[158],"importance-weighted":[159],"information.":[160],"Specifically,":[161],"methods":[167],"combined":[169],"adapt":[171],"marginal":[173],"conditional":[175],"domains":[178],"at":[179],"multiple":[180],"layers":[182],"model,":[185],"where":[186],"an":[187,209],"adaptive":[188],"factor":[189],"introduced":[191],"dynamically":[193],"adjust":[194],"weights.":[197],"superiority":[199],"effectiveness":[201],"method":[205,223],"demonstrated":[207],"industrial":[210],"fed-batch":[211],"chlortetracycline":[212],"(CTC)":[213],"fermentation":[214],"process.":[215],"experimental":[217],"results":[218],"show":[219],"that":[220],"can":[224],"extract":[225],"richer":[226],"more":[228,238],"reliable":[229],"domain-invariant":[230],"features":[231],"tank-to-tank":[233],"knowledge":[234],"transfer,":[235],"thus":[236],"delivering":[237],"predictions.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}