{"id":"https://openalex.org/W7147174861","doi":"https://doi.org/10.1109/tii.2026.3674748","title":"Data-Driven Adaptive Critic Designs for Hybrid Lifelong Learning in Wastewater Treatment Processes","display_name":"Data-Driven Adaptive Critic Designs for Hybrid Lifelong Learning in Wastewater Treatment Processes","publication_year":2026,"publication_date":"2026-04-01","ids":{"openalex":"https://openalex.org/W7147174861","doi":"https://doi.org/10.1109/tii.2026.3674748"},"language":null,"primary_location":{"id":"doi:10.1109/tii.2026.3674748","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2026.3674748","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5045189780","display_name":"Zhaoyu Ji","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"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyu Ji","raw_affiliation_strings":["School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132714201","display_name":"Xiang Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Liu","raw_affiliation_strings":["Institute of Science and Technology Innovation, Dongguan University of Technology, Dongguan, China"],"raw_orcid":"https://orcid.org/0000-0002-4874-4071","affiliations":[{"raw_affiliation_string":"Institute of Science and Technology Innovation, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132664842","display_name":"Ding Wang","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"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ding Wang","raw_affiliation_strings":["School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7149-5712","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mingming Zhao","orcid":"https://orcid.org/0000-0002-6405-4652"},"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"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingming Zhao","raw_affiliation_strings":["School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6405-4652","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130033378","display_name":"Menghua Li","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"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menghua Li","raw_affiliation_strings":["School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7231-7555","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5132546893","display_name":"Junfei Qiao","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"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfei Qiao","raw_affiliation_strings":["School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0950-7900","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing Institute of Artificial Intelligence, Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41770281,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"7","first_page":"6058","last_page":"6069"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.002400000113993883,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.0013000000035390258,"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/forgetting","display_name":"Forgetting","score":0.6787999868392944},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6442999839782715},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.6026999950408936},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.49799999594688416},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.4788999855518341},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.4456999897956848},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4259999990463257},{"id":"https://openalex.org/keywords/tracking-error","display_name":"Tracking error","score":0.4059000015258789}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.6787999868392944},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6442999839782715},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6026999950408936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5062999725341797},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.49799999594688416},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.48809999227523804},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.4788999855518341},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.4456999897956848},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4259999990463257},{"id":"https://openalex.org/C183356978","wikidata":"https://www.wikidata.org/wiki/Q1779213","display_name":"Tracking error","level":3,"score":0.4059000015258789},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.4027999937534332},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4004000127315521},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.38429999351501465},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.38089999556541443},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3736000061035156},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3716999888420105},{"id":"https://openalex.org/C57442070","wikidata":"https://www.wikidata.org/wiki/Q221275","display_name":"Sewage treatment","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.32760000228881836},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3100000023841858},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.28870001435279846},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.28349998593330383},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.2752000093460083}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2026.3674748","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2026.3674748","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.7966169118881226}],"awards":[{"id":"https://openalex.org/G1638800125","display_name":null,"funder_award_id":"62473012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4553196225","display_name":null,"funder_award_id":"62222301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G491306852","display_name":null,"funder_award_id":"2021ZD0112301","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G6036644885","display_name":null,"funder_award_id":"F251019","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G8857265815","display_name":null,"funder_award_id":"2021ZD0112302","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Wastewater":[0],"treatment":[1,21],"yields":[2],"significant":[3],"societal":[4],"benefits":[5],"in":[6],"resource":[7],"recycling,":[8],"economic":[9],"development,":[10],"and":[11,99,113,147],"public":[12],"health.":[13],"Dissolved":[14],"oxygen":[15],"(DO)":[16],"concentration":[17,65],"during":[18],"the":[19,68,92,97,104,118,123,143,150,154],"wastewater":[20],"process":[22],"serves":[23],"as":[24,72],"a":[25,44,79],"critical":[26],"indicator":[27],"for":[28],"assessing":[29],"effluent":[30],"quality.":[31],"Therefore,":[32],"maintaining":[33],"DO":[34,64],"within":[35],"an":[36,50,73],"appropriate":[37],"range":[38],"is":[39,76,120],"essential.":[40],"This":[41],"study":[42],"proposes":[43],"data-driven":[45],"tracking":[46,85,134,151],"controller":[47,81],"based":[48],"on":[49],"action-dependent":[51],"heuristic":[52],"dynamic":[53,145],"programming":[54],"(ADHDP)":[55],"approach":[56,90],"incorporating":[57],"lifelong":[58],"learning":[59],"(LL)":[60],"to":[61,82,122],"achieve":[62,83],"precise":[63],"tracking.":[66],"First,":[67],"LL-ADHDP":[69,89,156],"controller,":[70,75],"acting":[71],"auxiliary":[74],"integrated":[77],"with":[78,138],"prior-knowledge-based":[80],"model-free":[84],"control.":[86],"The":[87],"online":[88],"enhances":[91],"approximation":[93],"accuracy":[94],"of":[95,153],"both":[96],"critic":[98],"action":[100],"networks.":[101],"Second,":[102],"integrating":[103],"LL":[105],"mechanism":[106],"into":[107],"these":[108],"networks":[109],"mitigates":[110],"catastrophic":[111],"forgetting":[112],"improves":[114],"overall":[115],"robustness.":[116],"Third,":[117],"method":[119],"applied":[121],"benchmark":[124],"simulation":[125],"model":[126],"no.":[127],"1.":[128],"Experimental":[129],"results":[130],"demonstrate":[131],"its":[132],"superior":[133],"performance.":[135],"Finally,":[136],"simulations":[137],"diverse":[139],"reference":[140],"trajectories":[141],"confirm":[142],"good":[144],"performance":[146],"effectively":[148],"reduce":[149],"error":[152],"proposed":[155],"method.":[157]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-04-02T00:00:00"}
