{"id":"https://openalex.org/W4392697686","doi":"https://doi.org/10.3233/jifs-233655","title":"MAO-DBN based membrane fouling prediction","display_name":"MAO-DBN based membrane fouling prediction","publication_year":2024,"publication_date":"2024-03-12","ids":{"openalex":"https://openalex.org/W4392697686","doi":"https://doi.org/10.3233/jifs-233655"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-233655","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-233655","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5100362838","display_name":"Zhiwen Wang","orcid":"https://orcid.org/0000-0001-9563-9074"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiwen Wang","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China","Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou University of Technology, Lanzhou, China","National Demonstration Center for Experimental Electrical and Control Engineering Education, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"National Demonstration Center for Experimental Electrical and Control Engineering Education, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100530101","display_name":"Yibin Zhao","orcid":"https://orcid.org/0000-0001-5031-7725"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibin Zhao","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061723439","display_name":"Yaoke Shi","orcid":"https://orcid.org/0000-0001-8533-3901"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaoke Shi","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045950055","display_name":"Guobi Ling","orcid":"https://orcid.org/0000-0002-9637-9937"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guobi Ling","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100362838"],"corresponding_institution_ids":["https://openalex.org/I22716506"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03371373,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"46","issue":"4","first_page":"10923","last_page":"10939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10197","display_name":"Membrane Separation Technologies","score":0.9908999800682068,"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"}},"topics":[{"id":"https://openalex.org/T10197","display_name":"Membrane Separation Technologies","score":0.9908999800682068,"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":0.9731000065803528,"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/T10409","display_name":"Fuel Cells and Related Materials","score":0.9690999984741211,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/membrane-fouling","display_name":"Membrane fouling","score":0.7495812773704529},{"id":"https://openalex.org/keywords/fouling","display_name":"Fouling","score":0.7033067345619202},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.6651293635368347},{"id":"https://openalex.org/keywords/deep-belief-network","display_name":"Deep belief network","score":0.6320703625679016},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4967408776283264},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41630691289901733},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36343199014663696},{"id":"https://openalex.org/keywords/membrane","display_name":"Membrane","score":0.3597218990325928},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3291124701499939},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1390378773212433}],"concepts":[{"id":"https://openalex.org/C180461467","wikidata":"https://www.wikidata.org/wiki/Q2623659","display_name":"Membrane fouling","level":4,"score":0.7495812773704529},{"id":"https://openalex.org/C115792997","wikidata":"https://www.wikidata.org/wiki/Q1439803","display_name":"Fouling","level":3,"score":0.7033067345619202},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.6651293635368347},{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.6320703625679016},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4967408776283264},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41630691289901733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36343199014663696},{"id":"https://openalex.org/C41625074","wikidata":"https://www.wikidata.org/wiki/Q176088","display_name":"Membrane","level":2,"score":0.3597218990325928},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3291124701499939},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1390378773212433},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-233655","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-233655","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8600000143051147,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W280944552","https://openalex.org/W1986614398","https://openalex.org/W2004326678","https://openalex.org/W2136922672","https://openalex.org/W2592173300","https://openalex.org/W2788180525","https://openalex.org/W2793695278","https://openalex.org/W2922863338","https://openalex.org/W3002098467","https://openalex.org/W3004066169","https://openalex.org/W3020582323","https://openalex.org/W3027191052","https://openalex.org/W3139484821","https://openalex.org/W3150027346","https://openalex.org/W3207568095","https://openalex.org/W4206375635","https://openalex.org/W4210830401","https://openalex.org/W4281550668","https://openalex.org/W4283644288","https://openalex.org/W4283812068","https://openalex.org/W4285098376","https://openalex.org/W4285792026","https://openalex.org/W4293730910","https://openalex.org/W4297911728","https://openalex.org/W4308599804","https://openalex.org/W4310506596"],"related_works":["https://openalex.org/W4200106736","https://openalex.org/W2348836991","https://openalex.org/W2982618191","https://openalex.org/W2624092175","https://openalex.org/W2503945921","https://openalex.org/W1988581234","https://openalex.org/W2365622269","https://openalex.org/W2385620936","https://openalex.org/W2794481054","https://openalex.org/W2034178922"],"abstract_inverted_index":{"Due":[0],"to":[1,17,44,61,70,101,113],"the":[2,5,46,63,72,78,103,115,125,139,147,173,183,212],"complexity":[3],"of":[4,27,50,65,80,105,127,157,193,215],"factors":[6,69],"influencing":[7],"membrane":[8,11,20,36,51,67,128,135,158,208,216],"fouling":[9,37,52,68,129,136,209],"in":[10,97,150,164,169,186,211],"bioreactors":[12],"(MBR),":[13],"it":[14],"is":[15,42,95,111,130],"difficult":[16],"accurately":[18],"predict":[19],"fouling.":[21],"This":[22],"paper":[23,152,188],"proposes":[24],"a":[25,190,204],"multi-strategy":[26],"integration":[28],"aquila":[29,98],"optimizer":[30,99],"deep":[31,81],"belief":[32,82],"network":[33,83],"(MAO-DBN)":[34],"based":[35],"prediction":[38,126,156,191,210],"method.":[39],"The":[40,142,178],"method":[41,148],"developed":[43],"improve":[45,71,102,114],"accuracy":[47,192],"and":[48,90,118,166],"efficiency":[49],"prediction.":[53],"Firstly,":[54],"partial":[55],"least":[56],"squares":[57],"(PLS)":[58],"are":[59],"used":[60,112],"reduce":[62],"dimensionality":[64],"many":[66],"algorithm\u2019s":[73],"generalization":[74],"ability.":[75],"Secondly,":[76],"considering":[77],"drawbacks":[79],"(DBN)":[84],"such":[85],"as":[86,138],"long":[87],"training":[88],"time":[89],"easy":[91],"overfitting,":[92],"piecewise":[93],"mapping":[94],"introduced":[96],"(AO)":[100],"uniformity":[104],"population":[106],"distribution,":[107],"while":[108],"adaptive":[109],"weighting":[110],"convergence":[116],"speed":[117],"prevent":[119],"falling":[120],"into":[121],"local":[122],"optimum.":[123],"Finally,":[124],"carried":[131],"out":[132],"by":[133],"utilizing":[134],"data":[137],"research":[140],"object.":[141],"experimental":[143,179],"results":[144,180],"show":[145,181],"that":[146,182],"proposed":[149,185],"this":[151,187],"can":[153,202],"achieve":[154],"accurate":[155],"fluxes,":[159],"with":[160,172],"an":[161],"88.45%":[162],"reduction":[163,168],"RMSE":[165],"87.53%":[167],"MAE":[170],"compared":[171],"DBN":[174],"model":[175,184],"before":[176],"improvement.":[177],"achieves":[189],"98.61%,":[194],"both":[195],"higher":[196],"than":[197],"other":[198],"comparative":[199],"models,":[200],"which":[201],"provide":[203],"theoretical":[205],"basis":[206],"for":[207],"practical":[213],"operation":[214],"water":[217],"treatment.":[218]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
