{"id":"https://openalex.org/W3131986220","doi":"https://doi.org/10.1016/j.jclepro.2021.126409","title":"Empirical data-driven multi-layer perceptron and radial basis function techniques in predicting the performance of nanofluid-based modified tubular solar collectors","display_name":"Empirical data-driven multi-layer perceptron and radial basis function techniques in predicting the performance of nanofluid-based modified tubular solar collectors","publication_year":2021,"publication_date":"2021-02-17","ids":{"openalex":"https://openalex.org/W3131986220","doi":"https://doi.org/10.1016/j.jclepro.2021.126409","mag":"3131986220"},"language":"en","primary_location":{"id":"doi:10.1016/j.jclepro.2021.126409","doi":"https://doi.org/10.1016/j.jclepro.2021.126409","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jclepro.2021.126409","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0959652621006296/pdf","source":{"id":"https://openalex.org/S58516903","display_name":"Journal of Cleaner Production","issn_l":"0959-6526","issn":["0959-6526","1879-1786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-class-a","anvur-scientific","cwts-core","fnege-3","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cleaner Production","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.sciencedirect.com/science/article/pii/S0959652621006296/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076647711","display_name":"Gholamabbas Sadeghi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Gholamabbas Sadeghi","raw_affiliation_strings":["Department of Thermal and Fluid Engineering, Faculty of Engineering Technology, University of Twente, P.O. Box 217, 7500, AE Enschede, the Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thermal and Fluid Engineering, Faculty of Engineering Technology, University of Twente, P.O. Box 217, 7500, AE Enschede, the Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038114517","display_name":"Anna Laura Pisello","orcid":"https://orcid.org/0000-0002-4527-6444","observed_orcids":["https://orcid.org/0000-0002-4527-6444"]},"institutions":[{"id":"https://openalex.org/I27483092","display_name":"University of Perugia","ror":"https://ror.org/00x27da85","country_code":"IT","type":"education","lineage":["https://openalex.org/I27483092"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Anna Laura Pisello","raw_affiliation_strings":["Department of Engineering, University of Perugia, Via g. duranti 91-06125, Perugia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Perugia, Via g. duranti 91-06125, Perugia, Italy","institution_ids":["https://openalex.org/I27483092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079895916","display_name":"Saeed Nazari","orcid":"https://orcid.org/0000-0002-5911-5617","observed_orcids":["https://orcid.org/0000-0002-5911-5617"]},"institutions":[{"id":"https://openalex.org/I3124704065","display_name":"University of Kurdistan","ror":"https://ror.org/04k89yk85","country_code":"IR","type":"education","lineage":["https://openalex.org/I3124704065"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Saeed Nazari","raw_affiliation_strings":["Department of Mechanical Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran","institution_ids":["https://openalex.org/I3124704065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077171012","display_name":"Mohammad Jowzi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1187138","display_name":"Razi University","ror":"https://ror.org/02ynb0474","country_code":"IR","type":"education","lineage":["https://openalex.org/I1187138"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad Jowzi","raw_affiliation_strings":["Department of Mechanical Engineering, Faculty of Engineering, Razi University, Kermanshah, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Faculty of Engineering, Razi University, Kermanshah, Iran","institution_ids":["https://openalex.org/I1187138"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060701890","display_name":"Farzin Shama","orcid":"https://orcid.org/0000-0003-3032-2900","observed_orcids":["https://orcid.org/0000-0003-3032-2900","https://orcid.org/0000-0002-1534-4514"]},"institutions":[{"id":"https://openalex.org/I2801954088","display_name":"Islamic Azad University of Kermanshah","ror":"https://ror.org/05sehyt57","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2801954088"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Farzin Shama","raw_affiliation_strings":["Department of Electrical Engineering, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran","institution_ids":["https://openalex.org/I2801954088"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076647711"],"corresponding_institution_ids":["https://openalex.org/I94624287"],"apc_list":{"value":3740,"currency":"USD","value_usd":3740},"apc_paid":{"value":3740,"currency":"USD","value_usd":3740},"fwci":1.8801,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.85016835,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"295","issue":null,"first_page":"126409","last_page":"126409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10905","display_name":"Solar Thermal and Photovoltaic Systems","score":0.9413999915122986,"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"}},"topics":[{"id":"https://openalex.org/T10905","display_name":"Solar Thermal and Photovoltaic Systems","score":0.9413999915122986,"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/T10104","display_name":"Nanofluid Flow and Heat Transfer","score":0.031099999323487282,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11945","display_name":"Heat Transfer Mechanisms","score":0.0071000000461936,"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/bypass-pipe","display_name":"bypass pipe","score":0.8389999866485596},{"id":"https://openalex.org/keywords/copper-oxide-nanofluid","display_name":"copper oxide nanofluid","score":0.9539999961853027},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.8309999704360962},{"id":"https://openalex.org/keywords/radial-basis-function-neural-network","display_name":"radial basis function neural network","score":0.9430000185966492},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7680000066757202},{"id":"https://openalex.org/keywords/storage-tank-volume","display_name":"storage tank volume","score":0.765999972820282},{"id":"https://openalex.org/keywords/nanofluid-concentration","display_name":"nanofluid concentration","score":0.8690000176429749},{"id":"https://openalex.org/keywords/thermal-efficiency","display_name":"thermal efficiency","score":0.6499999761581421},{"id":"https://openalex.org/keywords/temperature-difference","display_name":"temperature difference","score":0.47999998927116394}],"concepts":[{"id":"https://openalex.org/C21946209","wikidata":"https://www.wikidata.org/wiki/Q1989679","display_name":"Nanofluid","level":3,"score":0.983627438545227},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6191920042037964},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.5730956792831421},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5164034962654114},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5130666494369507},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.5098925828933716},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.5096924304962158},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.46728095412254333},{"id":"https://openalex.org/C2779301550","wikidata":"https://www.wikidata.org/wiki/Q217236","display_name":"Working fluid","level":2,"score":0.44790905714035034},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.421505331993103},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.4121091067790985},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4039316773414612},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.30411696434020996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2980327010154724},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26257842779159546},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.24601981043815613},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.24533390998840332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1449110209941864},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12882095575332642},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.jclepro.2021.126409","doi":"https://doi.org/10.1016/j.jclepro.2021.126409","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jclepro.2021.126409","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0959652621006296/pdf","source":{"id":"https://openalex.org/S58516903","display_name":"Journal of Cleaner Production","issn_l":"0959-6526","issn":["0959-6526","1879-1786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-class-a","anvur-scientific","cwts-core","fnege-3","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cleaner Production","raw_type":"journal-article"},{"id":"pmh:oai:ris.utwente.nl:openaire/613b24e3-7228-4c6c-8b93-c80200b6c54f","doi":null,"is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/613b24e3-7228-4c6c-8b93-c80200b6c54f","pdf_url":"https://ris.utwente.nl/ws/files/251310875/1_s2.0_S0959652621006296_main.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Sadeghi, G, Laura Pisello, A, Nazari, S, Jowzi, M & Shama, F 2021, 'Empirical data-driven multi-layer perceptron and radial basis function techniques in predicting the performance of nanofluid-based modified tubular solar collectors', Journal of cleaner production, vol. 295, 126409. https://doi.org/10.1016/j.jclepro.2021.126409","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:ut:oai:ris.utwente.nl:publications/613b24e3-7228-4c6c-8b93-c80200b6c54f","doi":null,"is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/613b24e3-7228-4c6c-8b93-c80200b6c54f","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Journal of cleaner production, 295:126409. Elsevier","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1016/j.jclepro.2021.126409","doi":"https://doi.org/10.1016/j.jclepro.2021.126409","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jclepro.2021.126409","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0959652621006296/pdf","source":{"id":"https://openalex.org/S58516903","display_name":"Journal of Cleaner Production","issn_l":"0959-6526","issn":["0959-6526","1879-1786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-class-a","anvur-scientific","cwts-core","fnege-3","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cleaner Production","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7"},{"display_name":"Clean water and sanitation","score":0.6618000268936157,"id":"https://metadata.un.org/sdg/6"},{"display_name":"Climate action","score":0.5351999998092651,"id":"https://metadata.un.org/sdg/13"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3131986220.pdf","grobid_xml":"https://content.openalex.org/works/W3131986220.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1662965649","https://openalex.org/W1825940295","https://openalex.org/W1993213454","https://openalex.org/W2007817231","https://openalex.org/W2009537566","https://openalex.org/W2019057044","https://openalex.org/W2035369650","https://openalex.org/W2171538426","https://openalex.org/W2179022457","https://openalex.org/W2473159910","https://openalex.org/W2492975200","https://openalex.org/W2565419829","https://openalex.org/W2588558506","https://openalex.org/W2589500440","https://openalex.org/W2604578904","https://openalex.org/W2609501756","https://openalex.org/W2610833639","https://openalex.org/W2620184718","https://openalex.org/W2735519414","https://openalex.org/W2770249903","https://openalex.org/W2783813071","https://openalex.org/W2791657797","https://openalex.org/W2796462654","https://openalex.org/W2810606560","https://openalex.org/W2835914030","https://openalex.org/W2885304233","https://openalex.org/W2886261343","https://openalex.org/W2889122219","https://openalex.org/W2890530400","https://openalex.org/W2895783899","https://openalex.org/W2904206486","https://openalex.org/W2904750428","https://openalex.org/W2905086977","https://openalex.org/W2908805581","https://openalex.org/W2937429984","https://openalex.org/W2941443957","https://openalex.org/W2955653183","https://openalex.org/W2969791918","https://openalex.org/W2983468996","https://openalex.org/W2983878998","https://openalex.org/W2984765117","https://openalex.org/W2994625652","https://openalex.org/W2994895768","https://openalex.org/W2996191685","https://openalex.org/W2996887734","https://openalex.org/W2998219045","https://openalex.org/W3010505187","https://openalex.org/W3015674255","https://openalex.org/W3016164285","https://openalex.org/W3029148206","https://openalex.org/W3045615968","https://openalex.org/W3087790608","https://openalex.org/W3089836509","https://openalex.org/W3110452453","https://openalex.org/W6685731817","https://openalex.org/W6720829289","https://openalex.org/W6769522552"],"related_works":["https://openalex.org/W2983878998","https://openalex.org/W4225794106","https://openalex.org/W2983468996","https://openalex.org/W2951591588","https://openalex.org/W2892856585","https://openalex.org/W3204157502","https://openalex.org/W4360593212","https://openalex.org/W4399388262","https://openalex.org/W3174922324","https://openalex.org/W4385217820"],"abstract_inverted_index":{"In":[0],"the":[1,4,24,43,54,67,74,78,87,96,103,108,122,126,151,185,191,195],"present":[2],"study,":[3],"modified":[5],"evacuated":[6],"tube":[7,111],"solar":[8],"collector":[9],"(METSC)":[10],"with":[11],"a":[12],"bypass":[13,55,110],"pipe":[14,56],"utilizing":[15],"copper":[16],"oxide/distilled":[17],"water":[18],"(Cu2O/DW)":[19],"nanofluid":[20,68,124],"is":[21],"experimented.":[22],"Then,":[23],"performance":[25,98],"of":[26,42,53,66,81,90,130,154,160,190],"METSC":[27,97,131],"was":[28,99,114,118,137],"predicted":[29],"through":[30],"Artificial":[31],"Neural":[32],"Networks":[33],"(ANNs)":[34],"techniques.":[35],"The":[36,92,157],"input":[37,192],"variables":[38,76,187,193],"were":[39,77,170,181],"different":[40],"volumes":[41],"storage":[44],"tank":[45,104],"from":[46,57,69],"5":[47],"to":[48,59,71,133,149],"8":[49],"l,":[50],"various":[51,63],"diameters":[52],"6":[58],"10":[60],"mm,":[61],"and":[62,86,116,142,167,174],"volumetric":[64],"concentration":[65],"0":[70],"0.04.":[72],"Also,":[73],"output":[75,186],"temperature":[79],"difference":[80],"fluid":[82],"in":[83,188],"1-h":[84],"period":[85],"energetic":[88],"efficiency":[89,129],"METSC.":[91,156],"results":[93],"demonstrated":[94],"that":[95,120,139],"mostly":[100],"impacted":[101],"by":[102],"volume":[105],"alteration.":[106],"Moreover,":[107],"optimum":[109],"diameter":[112],"value":[113],"obtained,":[115],"it":[117,136],"denoted":[119],"using":[121,194],"Cu2O/DW":[123],"enhances":[125],"daily":[127],"energy":[128],"up":[132],"4%.":[134],"Furthermore,":[135],"shown":[138],"both":[140],"MLP":[141,166,196],"RBF":[143,168],"techniques":[144],"are":[145],"two":[146,178],"reliable":[147],"algorithms":[148,169],"predict":[150],"thermal":[152],"characteristics":[153],"an":[155],"maximum":[158],"amounts":[159],"mean":[161],"relative":[162],"percentage":[163],"error":[164],"for":[165,183],"reported":[171,182],"as":[172],"0.576":[173],"0.907,":[175],"respectively.":[176],"Hence,":[177],"mathematical":[179],"models":[180],"formulating":[184],"terms":[189],"technique.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":7}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-03-01T00:00:00"}
