{"id":"https://openalex.org/W4312414388","doi":"https://doi.org/10.1109/tnnls.2022.3224804","title":"Fault Detection of Urban Wastewater Treatment Process Based on Combination of Deep Information and Transformer Network","display_name":"Fault Detection of Urban Wastewater Treatment Process Based on Combination of Deep Information and Transformer Network","publication_year":2022,"publication_date":"2022-12-05","ids":{"openalex":"https://openalex.org/W4312414388","doi":"https://doi.org/10.1109/tnnls.2022.3224804","pmid":"https://pubmed.ncbi.nlm.nih.gov/37015564"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3224804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3224804","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5006662745","display_name":"Chang Peng","orcid":"https://orcid.org/0000-0003-0035-8152"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Peng","raw_affiliation_strings":["Faculty of Information and Technology and the Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0035-8152","affiliations":[{"raw_affiliation_string":"Faculty of Information and Technology and the Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110520235","display_name":"Meng Fanchao","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng FanChao","raw_affiliation_strings":["Faculty of Information and Technology and the Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information and Technology and the Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37796252"],"apc_list":null,"apc_paid":null,"fwci":3.8706,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.94027571,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"35","issue":"6","first_page":"8124","last_page":"8133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9997000098228455,"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":0.9997000098228455,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.9861000180244446,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.9660000205039978,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/transformer","display_name":"Transformer","score":0.6351824402809143},{"id":"https://openalex.org/keywords/wastewater","display_name":"Wastewater","score":0.5178361535072327},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4759666323661804},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4512577950954437},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43287724256515503},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.34682685136795044},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.33031338453292847},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2876319885253906},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2750072479248047},{"id":"https://openalex.org/keywords/environmental-engineering","display_name":"Environmental engineering","score":0.1787196397781372},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11428189277648926},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07164198160171509}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6351824402809143},{"id":"https://openalex.org/C94061648","wikidata":"https://www.wikidata.org/wiki/Q336191","display_name":"Wastewater","level":2,"score":0.5178361535072327},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4759666323661804},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4512577950954437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43287724256515503},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.34682685136795044},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.33031338453292847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2876319885253906},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2750072479248047},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.1787196397781372},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11428189277648926},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07164198160171509},{"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/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2022.3224804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3224804","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:37015564","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37015564","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.7900000214576721}],"awards":[{"id":"https://openalex.org/G1836864813","display_name":null,"funder_award_id":"62273190","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2610969313","display_name":null,"funder_award_id":"62273078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G537823447","display_name":"\u57fa\u4e8e\u591a\u5143\u7edf\u8ba1\u65b9\u6cd5\u7684\u95f4\u6b47\u8fc7\u7a0b\u76d1\u63a7\u4e0e\u6545\u969c\u8bca\u65ad\u7814\u7a76","funder_award_id":"61174109","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":43,"referenced_works":["https://openalex.org/W771331471","https://openalex.org/W1992755090","https://openalex.org/W1994505190","https://openalex.org/W2002134958","https://openalex.org/W2064675550","https://openalex.org/W2075826729","https://openalex.org/W2083003257","https://openalex.org/W2186910770","https://openalex.org/W2344745309","https://openalex.org/W2750925008","https://openalex.org/W2757342969","https://openalex.org/W2796942168","https://openalex.org/W2804652951","https://openalex.org/W2825946107","https://openalex.org/W2896880393","https://openalex.org/W2897844022","https://openalex.org/W2898516750","https://openalex.org/W2919054368","https://openalex.org/W2921190699","https://openalex.org/W2928156582","https://openalex.org/W2944839121","https://openalex.org/W2952598456","https://openalex.org/W2954826825","https://openalex.org/W2963951265","https://openalex.org/W2995696070","https://openalex.org/W2997100287","https://openalex.org/W3003916000","https://openalex.org/W3011387335","https://openalex.org/W3086261171","https://openalex.org/W3088872406","https://openalex.org/W3097488018","https://openalex.org/W3134027543","https://openalex.org/W3146740292","https://openalex.org/W3152957789","https://openalex.org/W3160962931","https://openalex.org/W3162308062","https://openalex.org/W3172758528","https://openalex.org/W3175537394","https://openalex.org/W3176644126","https://openalex.org/W3177524844","https://openalex.org/W3195717095","https://openalex.org/W4385245566","https://openalex.org/W6764679822"],"related_works":["https://openalex.org/W2358752834","https://openalex.org/W2385882612","https://openalex.org/W2348940987","https://openalex.org/W2369202248","https://openalex.org/W1980686195","https://openalex.org/W2388561655","https://openalex.org/W2364942512","https://openalex.org/W2046973424","https://openalex.org/W1510571922","https://openalex.org/W2376313318"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,6,68,93,132,141,152,173,185],"the":[3,12,69,86,104,133,136,139,142,149,156,163,174,186],"hot":[4],"issues":[5],"concerns":[7],"during":[8],"modern":[9],"social":[10],"development,":[11],"wastewater":[13,113],"treatment":[14,114],"process":[15,21,58,115],"is":[16,59],"acknowledged":[17],"to":[18,28,46,61,85,107,128,179],"be":[19,180],"a":[20,55],"with":[22],"complex":[23],"biochemical":[24],"reactions":[25],"and":[26,35,66,98,111,122,168],"susceptible":[27],"an":[29,109],"external":[30],"environment,":[31],"featuring":[32],"strong":[33],"nonlinear":[34],"time":[36],"correlation":[37],"characteristics,":[38],"which":[39],"are":[40,125,145,177],"difficult":[41],"for":[42],"traditional":[43],"mechanism-based":[44],"models":[45],"tackle.":[47],"For":[48],"many":[49],"classical":[50],"data-driven":[51],"fault":[52,116],"detection":[53,117,131],"methods,":[54],"complete":[56],"retraining":[57],"necessary":[60],"monitor":[62],"every":[63],"new":[64],"fault,":[65],"most":[67],"current":[70],"neural":[71],"network-based":[72],"strategies":[73],"rarely":[74],"achieve":[75,129],"satisfactory":[76],"monitoring":[77,124,151],"accuracy":[78],"or":[79],"robustness":[80],"either.":[81],"Giving":[82],"full":[83],"consideration":[84],"aforementioned":[87],"problems,":[88],"this":[89],"article":[90],"takes":[91],"advantage":[92],"position":[94],"encoding,":[95],"residual":[96],"connection,":[97],"multihead":[99],"attention":[100],"mechanism":[101],"embedded":[102],"in":[103],"Transformer":[105],"structure":[106],"establish":[108],"effective":[110],"efficient":[112],"model,":[118],"where":[119,162],"offline":[120],"modeling":[121],"online":[123],"performed":[126],"successively":[127],"accurate":[130],"faults.":[134],"In":[135],"experimental":[137],"part,":[138],"advantages":[140],"proposed":[143],"method":[144,176],"strongly":[146],"verified":[147],"through":[148],"simulation":[150,158],"27":[153],"faults":[154],"on":[155],"benchmark":[157],"model":[159],"1":[160],"(BSM1),":[161],"false":[164],"alarm":[165,170],"rate":[166,171],"(FAR)":[167],"miss":[169],"(MAR)":[172],"established":[175],"proved":[178],"significantly":[181],"lower":[182],"than":[183],"those":[184],"compared":[187],"state-of-the-art":[188],"methods.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":9}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}