{"id":"https://openalex.org/W4390685083","doi":"https://doi.org/10.1002/aisy.202300486","title":"Drift\u2010Aware Feature Learning Based on Autoencoder Preprocessing for Soft Sensors","display_name":"Drift\u2010Aware Feature Learning Based on Autoencoder Preprocessing for Soft Sensors","publication_year":2024,"publication_date":"2024-01-08","ids":{"openalex":"https://openalex.org/W4390685083","doi":"https://doi.org/10.1002/aisy.202300486"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202300486","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300486","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300486","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300486","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028602642","display_name":"Junming Wang","orcid":"https://orcid.org/0000-0001-8835-7896"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Junming Wang","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":"https://orcid.org/0000-0001-8835-7896","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090023246","display_name":"Jing Shu","orcid":"https://orcid.org/0000-0002-9475-8677"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jing Shu","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":"https://orcid.org/0000-0002-9475-8677","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082022142","display_name":"Md Masruck Alam","orcid":"https://orcid.org/0000-0003-4063-8992"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Md Masruck Alam","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041974481","display_name":"Zhaoli Gao","orcid":"https://orcid.org/0000-0003-3114-2207"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhaoli Gao","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415063","display_name":"Zheng Li","orcid":"https://orcid.org/0000-0003-4455-0808"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Zheng Li","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066840655","display_name":"Raymond Kai\u2010Yu Tong","orcid":"https://orcid.org/0000-0003-4375-653X"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Raymond Kai\u2010Yu Tong","raw_affiliation_strings":["Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China"],"raw_orcid":"https://orcid.org/0000-0003-4375-653X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong  Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering The Chinese University of Hong Kong Hong Kong SAR 999077 China","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5066840655","https://openalex.org/A5100415063"],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":2.6032,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90293951,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9988999962806702,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9988999962806702,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9954000115394592,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.8152488470077515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.800595760345459},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.6492902636528015},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6441256403923035},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6392639875411987},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6392532587051392},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5159538388252258},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5020143985748291},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4897141754627228},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.488681823015213},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.48412641882896423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47516271471977234},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44688811898231506},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4346867501735687},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06703221797943115},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06605139374732971}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8152488470077515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.800595760345459},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6492902636528015},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6441256403923035},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6392639875411987},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6392532587051392},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5159538388252258},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5020143985748291},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4897141754627228},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.488681823015213},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.48412641882896423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47516271471977234},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44688811898231506},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4346867501735687},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06703221797943115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06605139374732971},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202300486","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300486","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300486","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8c017556d7964e36bd56df8b6dd4cb9f","is_oa":true,"landing_page_url":"https://doaj.org/article/8c017556d7964e36bd56df8b6dd4cb9f","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 6, Iss 3, Pp n/a-n/a (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202300486","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300486","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300486","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390685083.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2966661","https://openalex.org/W1498436455","https://openalex.org/W1959457847","https://openalex.org/W1977556410","https://openalex.org/W2026653933","https://openalex.org/W2051812123","https://openalex.org/W2073442815","https://openalex.org/W2082337088","https://openalex.org/W2100495367","https://openalex.org/W2105464873","https://openalex.org/W2129035541","https://openalex.org/W2750692136","https://openalex.org/W2903621620","https://openalex.org/W2913446864","https://openalex.org/W2919115771","https://openalex.org/W2944851425","https://openalex.org/W2969874245","https://openalex.org/W3002768791","https://openalex.org/W3004757868","https://openalex.org/W3008109267","https://openalex.org/W3018423233","https://openalex.org/W3037458076","https://openalex.org/W3110309594","https://openalex.org/W3185212936","https://openalex.org/W4224254803","https://openalex.org/W4241135190","https://openalex.org/W4304187267","https://openalex.org/W4304633196","https://openalex.org/W4313306326","https://openalex.org/W4320341953","https://openalex.org/W4321485093","https://openalex.org/W4378084928","https://openalex.org/W4383551726","https://openalex.org/W4384822322"],"related_works":["https://openalex.org/W2983142544","https://openalex.org/W2891059443","https://openalex.org/W4281663961","https://openalex.org/W3208888551","https://openalex.org/W4313561566","https://openalex.org/W3208386644","https://openalex.org/W4220682630","https://openalex.org/W3181622257","https://openalex.org/W4389832810","https://openalex.org/W3133533225"],"abstract_inverted_index":{"In":[0,57],"this":[1],"article,":[2],"a":[3,49,83],"novel":[4],"approach":[5,66,107],"is":[6,61],"presented":[7],"for":[8,20,29,91,99,125,130,159],"drift\u2010aware":[9],"feature":[10],"learning":[11],"aimed":[12],"at":[13],"calibrating":[14],"drift":[15,36,41,120,132],"biases":[16],"in":[17,48],"soft":[18,116],"sensors":[19,117],"long\u2010term":[21,119],"use.":[22],"The":[23,105],"proposed":[24,65,106,142],"method":[25],"leverages":[26],"an":[27],"autoencoder":[28],"data":[30],"preprocessing":[31],"to":[32,111],"extract":[33],"expressive":[34],"signal":[35],"traces":[37],"features,":[38],"and":[39,79,97,121,137,150],"incorporates":[40],"characteristics":[42],"through":[43],"the":[44,58,64,92,100,109,113,123,141,148,154,157],"latent":[45],"space":[46],"representation":[47],"long":[50],"short\u2010term":[51],"memory":[52],"(LSTM)":[53],"regression":[54],"neural":[55,71,143],"network.":[56],"results,":[59],"it":[60],"demonstrated":[62],"that":[63],"outperforms":[67],"other":[68],"typical":[69],"recurrent":[70,77],"networks,":[72],"such":[73],"as":[74],"LSTM,":[75,81],"gated":[76],"unit,":[78],"bidirectional":[80],"with":[82,118],"reduced":[84],"root":[85],"mean":[86],"square":[87],"error":[88],"of":[89,115,153],"60%":[90],"training":[93],"dataset":[94,102],"(\u22482.5":[95],"h)":[96],"80%":[98],"testing":[101],"(\u224820":[103],"h).":[104],"has":[108],"potential":[110],"optimize":[112],"performance":[114],"reduce":[122,147],"need":[124,158],"frequent":[126],"recalibration.":[127],"By":[128],"compensating":[129],"sensor":[131],"using":[133],"existing":[134],"prior":[135],"information":[136],"limited":[138],"time":[139],"data,":[140],"network":[144],"can":[145],"effectively":[146],"complexity":[149],"computational":[151],"burden":[152],"system,":[155],"without":[156],"additional":[160],"settings":[161],"or":[162],"hyperparameter":[163],"fine\u2010tuning.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
