{"id":"https://openalex.org/W4353091553","doi":"https://doi.org/10.3390/computation11030068","title":"Artificial Neural Network Model for Membrane Desalination: A Predictive and Optimization Study","display_name":"Artificial Neural Network Model for Membrane Desalination: A Predictive and Optimization Study","publication_year":2023,"publication_date":"2023-03-22","ids":{"openalex":"https://openalex.org/W4353091553","doi":"https://doi.org/10.3390/computation11030068"},"language":"en","primary_location":{"id":"doi:10.3390/computation11030068","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation11030068","pdf_url":"https://www.mdpi.com/2079-3197/11/3/68/pdf?version=1679482654","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-3197/11/3/68/pdf?version=1679482654","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069708207","display_name":"Mieow Kee Chan","orcid":"https://orcid.org/0000-0002-0805-9395"},"institutions":[{"id":"https://openalex.org/I902764099","display_name":"SEGi University","ror":"https://ror.org/05crr5s63","country_code":"MY","type":"education","lineage":["https://openalex.org/I902764099"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"MieowKee Chan","raw_affiliation_strings":["Centre for Water Research, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Water Research, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia","institution_ids":["https://openalex.org/I902764099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061531578","display_name":"Amin Shams","orcid":null},"institutions":[{"id":"https://openalex.org/I928334797","display_name":"Semnan University","ror":"https://ror.org/029gksw03","country_code":"IR","type":"education","lineage":["https://openalex.org/I928334797"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Amin Shams","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Faculty of Civil Engineering, Semnan University, Semnan 35131-19111, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Faculty of Civil Engineering, Semnan University, Semnan 35131-19111, Iran","institution_ids":["https://openalex.org/I928334797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016132163","display_name":"ChanChin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I902764099","display_name":"SEGi University","ror":"https://ror.org/05crr5s63","country_code":"MY","type":"education","lineage":["https://openalex.org/I902764099"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"ChanChin Wang","raw_affiliation_strings":["Centre for Modelling and Simulation, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Modelling and Simulation, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia","institution_ids":["https://openalex.org/I902764099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002282437","display_name":"PeiYi Lee","orcid":"https://orcid.org/0000-0002-3197-7207"},"institutions":[{"id":"https://openalex.org/I902764099","display_name":"SEGi University","ror":"https://ror.org/05crr5s63","country_code":"MY","type":"education","lineage":["https://openalex.org/I902764099"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"PeiYi Lee","raw_affiliation_strings":["Centre for Water Research, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-3197-7207","affiliations":[{"raw_affiliation_string":"Centre for Water Research, Faculty of Engineering, Built Environment and Information Technology, SEGi University, Jalan Teknologi, Kota Damansara, Petaling Jaya 47810, Selangor, Malaysia","institution_ids":["https://openalex.org/I902764099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059284787","display_name":"Yousef Jahani","orcid":"https://orcid.org/0000-0001-5553-1915"},"institutions":[{"id":"https://openalex.org/I4210103810","display_name":"Iran Polymer and Petrochemical Institute","ror":"https://ror.org/01a79sw46","country_code":"IR","type":"education","lineage":["https://openalex.org/I4210103810"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Yousef Jahani","raw_affiliation_strings":["Department of Plastic, Faculty of Processing, Iran Polymer and Petrochemical Institute, Pajoohesh Blvd, District 22, Tehran 14977-13115, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Plastic, Faculty of Processing, Iran Polymer and Petrochemical Institute, Pajoohesh Blvd, District 22, Tehran 14977-13115, Iran","institution_ids":["https://openalex.org/I4210103810"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103337652","display_name":"Seyyed Ahmad Mirbagheri","orcid":null},"institutions":[{"id":"https://openalex.org/I80543232","display_name":"K.N.Toosi University of Technology","ror":"https://ror.org/0433abe34","country_code":"IR","type":"education","lineage":["https://openalex.org/I80543232"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Seyyed Ahmad Mirbagheri","raw_affiliation_strings":["Department of Civil and Environmental Engineering, K. N. Toosi University of Technology, No. 1346, Vali Asr Street, Mirdamad Intersection, Tehran 19697-64499, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, K. N. Toosi University of Technology, No. 1346, Vali Asr Street, Mirdamad Intersection, Tehran 19697-64499, Iran","institution_ids":["https://openalex.org/I80543232"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069708207"],"corresponding_institution_ids":["https://openalex.org/I902764099"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.4568,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.78853315,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"11","issue":"3","first_page":"68","last_page":"68"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10197","display_name":"Membrane Separation Technologies","score":0.9995999932289124,"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":0.9995999932289124,"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/T12008","display_name":"Solar-Powered Water Purification Methods","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/desalination","display_name":"Desalination","score":0.8253107070922852},{"id":"https://openalex.org/keywords/permeation","display_name":"Permeation","score":0.6711780428886414},{"id":"https://openalex.org/keywords/reverse-osmosis","display_name":"Reverse osmosis","score":0.585205078125},{"id":"https://openalex.org/keywords/membrane","display_name":"Membrane","score":0.5281614661216736},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47540077567100525},{"id":"https://openalex.org/keywords/flux","display_name":"Flux (metallurgy)","score":0.4726856052875519},{"id":"https://openalex.org/keywords/salinity","display_name":"Salinity","score":0.4424859285354614},{"id":"https://openalex.org/keywords/response-surface-methodology","display_name":"Response surface methodology","score":0.4374796450138092},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.43003934621810913},{"id":"https://openalex.org/keywords/contact-angle","display_name":"Contact angle","score":0.41037988662719727},{"id":"https://openalex.org/keywords/chemical-engineering","display_name":"Chemical engineering","score":0.3690454959869385},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3666236400604248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.317704439163208},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23926672339439392},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.21834269165992737},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.169429212808609},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16034215688705444}],"concepts":[{"id":"https://openalex.org/C2776870568","wikidata":"https://www.wikidata.org/wiki/Q190873","display_name":"Desalination","level":3,"score":0.8253107070922852},{"id":"https://openalex.org/C50670333","wikidata":"https://www.wikidata.org/wiki/Q907651","display_name":"Permeation","level":3,"score":0.6711780428886414},{"id":"https://openalex.org/C130797344","wikidata":"https://www.wikidata.org/wiki/Q272175","display_name":"Reverse osmosis","level":3,"score":0.585205078125},{"id":"https://openalex.org/C41625074","wikidata":"https://www.wikidata.org/wiki/Q176088","display_name":"Membrane","level":2,"score":0.5281614661216736},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47540077567100525},{"id":"https://openalex.org/C68709404","wikidata":"https://www.wikidata.org/wiki/Q1134475","display_name":"Flux (metallurgy)","level":2,"score":0.4726856052875519},{"id":"https://openalex.org/C129513315","wikidata":"https://www.wikidata.org/wiki/Q179615","display_name":"Salinity","level":2,"score":0.4424859285354614},{"id":"https://openalex.org/C150077022","wikidata":"https://www.wikidata.org/wiki/Q3136137","display_name":"Response surface methodology","level":2,"score":0.4374796450138092},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.43003934621810913},{"id":"https://openalex.org/C6556556","wikidata":"https://www.wikidata.org/wiki/Q899239","display_name":"Contact angle","level":2,"score":0.41037988662719727},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.3690454959869385},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3666236400604248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.317704439163208},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23926672339439392},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.21834269165992737},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.169429212808609},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16034215688705444},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/computation11030068","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation11030068","pdf_url":"https://www.mdpi.com/2079-3197/11/3/68/pdf?version=1679482654","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c04ecade9ff14cccb8b029a3da34a422","is_oa":true,"landing_page_url":"https://doaj.org/article/c04ecade9ff14cccb8b029a3da34a422","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computation, Vol 11, Iss 3, p 68 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-3197/11/3/68/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/computation11030068","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computation; Volume 11; Issue 3; Pages: 68","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/computation11030068","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation11030068","pdf_url":"https://www.mdpi.com/2079-3197/11/3/68/pdf?version=1679482654","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4353091553.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1970093731","https://openalex.org/W1996363582","https://openalex.org/W2010189441","https://openalex.org/W2024552212","https://openalex.org/W2069717069","https://openalex.org/W2076464558","https://openalex.org/W2131740321","https://openalex.org/W2168228107","https://openalex.org/W2218309959","https://openalex.org/W2472164310","https://openalex.org/W2515083079","https://openalex.org/W2553868946","https://openalex.org/W2573537854","https://openalex.org/W2586170356","https://openalex.org/W2615664361","https://openalex.org/W2889094622","https://openalex.org/W2893690406","https://openalex.org/W2911932326","https://openalex.org/W2921691021","https://openalex.org/W2948771533","https://openalex.org/W2979409823","https://openalex.org/W2981928110","https://openalex.org/W3009887261","https://openalex.org/W3013623430","https://openalex.org/W3024308114","https://openalex.org/W3094578846","https://openalex.org/W3104786010","https://openalex.org/W3106601961","https://openalex.org/W3121144918","https://openalex.org/W3128037216","https://openalex.org/W3134590657","https://openalex.org/W3136208729","https://openalex.org/W3150027346","https://openalex.org/W3196310204","https://openalex.org/W3208361916","https://openalex.org/W4200306351","https://openalex.org/W4206930040","https://openalex.org/W4213349821","https://openalex.org/W4224269097","https://openalex.org/W4226426892","https://openalex.org/W4281754202","https://openalex.org/W4282017455","https://openalex.org/W4285098376","https://openalex.org/W4292858683","https://openalex.org/W4295860079","https://openalex.org/W6729805705","https://openalex.org/W6803323992","https://openalex.org/W6838834941"],"related_works":["https://openalex.org/W2025932250","https://openalex.org/W2241289234","https://openalex.org/W3109340276","https://openalex.org/W3015742614","https://openalex.org/W3114553067","https://openalex.org/W2899462221","https://openalex.org/W1982300567","https://openalex.org/W2351387726","https://openalex.org/W2344970400","https://openalex.org/W2477396796"],"abstract_inverted_index":{"Desalination":[0],"is":[1,16,38,184],"a":[2,67,167,179],"sustainable":[3],"method":[4,37],"to":[5,19,40,71,99,114,127,133,136,151,189],"solve":[6],"global":[7,101],"water":[8],"scarcity.":[9],"A":[10,94],"Response":[11],"Surface":[12],"Methodology":[13],"(RSM)":[14],"approach":[15],"widely":[17],"applied":[18,113],"optimize":[20,115],"the":[21,42,73,122,125,129,141,153,185],"desalination":[22],"performance,":[23],"but":[24],"further":[25],"investigations":[26],"with":[27,169],"additional":[28],"inputs":[29],"are":[30],"restricted.":[31],"An":[32],"Artificial":[33],"neuron":[34],"network":[35],"(ANN)":[36],"proposed":[39],"reconstruct":[41],"parameters":[43,65],"and":[44,59,80,92,103,109,149,161,194],"demonstrate":[45],"multivariate":[46],"analysis.":[47],"Graphene":[48],"oxide":[49],"(GO)":[50],"content,":[51,56],"Polyhedral":[52],"Oligomeric":[53],"Silsesquioxane":[54],"(POSS)":[55],"operating":[57,144],"pressure,":[58],"salinity":[60,148],"were":[61,112],"combined":[62],"as":[63,121,147],"input":[64],"for":[66,124,178],"four-dimensional":[68],"regression":[69],"analysis":[70],"predict":[72],"three":[74],"responses:":[75],"contact":[76,159],"angle,":[77,160],"salt":[78,155,182,192],"rejection,":[79,156],"permeation":[81,157,195],"flux.":[82],"Average":[83],"coefficient":[84],"of":[85,131,143,172],"determination":[86],"(R2)":[87],"values":[88],"ranged":[89],"between":[90],"0.918":[91],"0.959.":[93],"mathematical":[95],"equation":[96],"was":[97],"derived":[98],"find":[100],"max":[102],"min":[104],"values.":[105],"Three":[106],"objective":[107],"functions":[108],"three-dimensional":[110],"diagrams":[111],"effective":[116],"cost":[117],"conditions.":[118],"It":[119],"served":[120],"database":[123],"membranologists":[126],"decide":[128],"amount":[130],"GO":[132],"be":[134],"used":[135],"fabricate":[137],"membranes":[138],"by":[139],"considering":[140],"effects":[142],"conditions":[145],"such":[146],"pressure":[150],"achieve":[152,190],"desired":[154],"flux,":[158],"cost.":[162],"The":[163],"finding":[164],"suggested":[165],"that":[166],"membrane":[168],"0.0063":[170],"wt%":[171],"GO,":[173],"operated":[174],"at":[175],"14.2":[176],"atm":[177],"5501":[180],"ppm":[181],"solution,":[183],"preferred":[186],"optimal":[187],"condition":[188],"high":[191],"rejection":[193],"flux":[196],"simultaneously.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4}],"updated_date":"2026-01-26T23:06:41.788003","created_date":"2023-03-23T00:00:00"}