{"id":"https://openalex.org/W2803016972","doi":"https://doi.org/10.3390/en11051188","title":"A Comparative Assessment of Predicting Daily Solar Radiation Using Bat Neural Network (BNN), Generalized Regression Neural Network (GRNN), and Neuro-Fuzzy (NF) System: A Case Study","display_name":"A Comparative Assessment of Predicting Daily Solar Radiation Using Bat Neural Network (BNN), Generalized Regression Neural Network (GRNN), and Neuro-Fuzzy (NF) System: A Case Study","publication_year":2018,"publication_date":"2018-05-08","ids":{"openalex":"https://openalex.org/W2803016972","doi":"https://doi.org/10.3390/en11051188","mag":"2803016972"},"language":"en","primary_location":{"id":"doi:10.3390/en11051188","doi":"https://doi.org/10.3390/en11051188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en11051188","pdf_url":"https://www.mdpi.com/1996-1073/11/5/1188/pdf?version=1525774568","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"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":"Energies","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1996-1073/11/5/1188/pdf?version=1525774568","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028195070","display_name":"Mohammad Mehdi Lotfinejad","orcid":"https://orcid.org/0000-0001-8696-6508","observed_orcids":["https://orcid.org/0000-0001-8696-6508"]},"institutions":[{"id":"https://openalex.org/I55547365","display_name":"Payame Noor University","ror":"https://ror.org/031699d98","country_code":"IR","type":"education","lineage":["https://openalex.org/I55547365"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad Mehdi Lotfinejad","raw_affiliation_strings":["Department of Computer Engineering and Information Technology, Payame Noor University (PNU), Tehran 19395-4697, Iran"],"raw_orcid":"https://orcid.org/0000-0001-8696-6508","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Information Technology, Payame Noor University (PNU), Tehran 19395-4697, Iran","institution_ids":["https://openalex.org/I55547365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078908212","display_name":"Reza Hafezi","orcid":"https://orcid.org/0000-0003-0070-3737","observed_orcids":["https://orcid.org/0000-0003-0070-3737"]},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Reza Hafezi","raw_affiliation_strings":["Futures Studies Research Institute, Amirkabir University of Technology (Tehran Polytechnic), Tehran 15916-34311, Iran","Technology Foresight group, Department of Management, Science and Technology, Amirkabir University of Technology (Tehran Polytechnic), Tehran 15916-34311, Iran"],"raw_orcid":"https://orcid.org/0000-0003-0070-3737","affiliations":[{"raw_affiliation_string":"Futures Studies Research Institute, Amirkabir University of Technology (Tehran Polytechnic), Tehran 15916-34311, Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Technology Foresight group, Department of Management, Science and Technology, Amirkabir University of Technology (Tehran Polytechnic), Tehran 15916-34311, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068998661","display_name":"Majid Khanali","orcid":"https://orcid.org/0000-0001-6133-4862","observed_orcids":["https://orcid.org/0000-0001-6133-4862"]},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Majid Khanali","raw_affiliation_strings":["Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj 4111, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj 4111, Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031334640","display_name":"Seyed Sina Hosseini","orcid":"https://orcid.org/0000-0001-5143-7155","observed_orcids":["https://orcid.org/0000-0001-5143-7155"]},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Seyed Sina Hosseini","raw_affiliation_strings":["Hydrogen and Fuel Cell Laboratory, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","Renewable Energies and Environment Department, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran"],"raw_orcid":"https://orcid.org/0000-0001-5143-7155","affiliations":[{"raw_affiliation_string":"Hydrogen and Fuel Cell Laboratory, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","institution_ids":["https://openalex.org/I23946033"]},{"raw_affiliation_string":"Renewable Energies and Environment Department, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067952387","display_name":"Mehdi Mehrpooya","orcid":"https://orcid.org/0000-0001-9274-5824","observed_orcids":["https://orcid.org/0000-0001-9274-5824","https://orcid.org/0000-0002-2195-3949"]},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mehdi Mehrpooya","raw_affiliation_strings":["Hydrogen and Fuel Cell Laboratory, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","Renewable Energies and Environment Department, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydrogen and Fuel Cell Laboratory, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","institution_ids":["https://openalex.org/I23946033"]},{"raw_affiliation_string":"Renewable Energies and Environment Department, Faculty of New Sciences and Technologies, University of Tehran, Tehran 14176-14418, Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111972280","display_name":"Shahaboddin Shamshirband","orcid":"https://orcid.org/0000-0002-6605-498X","observed_orcids":["https://orcid.org/0000-0002-6605-498X"]},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Shahaboddin Shamshirband","raw_affiliation_strings":["Department of Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh, Vietnam","Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-6605-498X","affiliations":[{"raw_affiliation_string":"Department of Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh, Vietnam","institution_ids":["https://openalex.org/I141445968"]},{"raw_affiliation_string":"Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5111972280"],"corresponding_institution_ids":["https://openalex.org/I141445968"],"apc_list":{"value":2600,"currency":"CHF","value_usd":3137},"apc_paid":{"value":2600,"currency":"CHF","value_usd":3137},"fwci":1.9093,"has_fulltext":true,"cited_by_count":56,"citation_normalized_percentile":{"value":0.85420637,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"11","issue":"5","first_page":"1188","last_page":"1188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bat-algorithm","display_name":"bat algorithm","score":0.9769999980926514},{"id":"https://openalex.org/keywords/generalized-regression-neural-network","display_name":"generalized regression neural network","score":0.9819999933242798},{"id":"https://openalex.org/keywords/fuzzy-neural-network","display_name":"fuzzy neural network","score":0.8880000114440918},{"id":"https://openalex.org/keywords/metaheuristic-optimization","display_name":"metaheuristic optimization","score":0.7129999995231628},{"id":"https://openalex.org/keywords/soft-computing","display_name":"soft computing","score":0.7300000190734863},{"id":"https://openalex.org/keywords/solar-energy","display_name":"solar energy","score":0.48899999260902405},{"id":"https://openalex.org/keywords/iran","display_name":"Iran","score":0.875}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7688584327697754},{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.6193788647651672},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48828125},{"id":"https://openalex.org/C197529216","wikidata":"https://www.wikidata.org/wiki/Q14907183","display_name":"Sunshine duration","level":3,"score":0.4757147431373596},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44025444984436035},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.4210323989391327},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4121197462081909},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.3803183436393738},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36417120695114136},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.1897188127040863},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1679839789867401},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.15354445576667786},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/en11051188","doi":"https://doi.org/10.3390/en11051188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en11051188","pdf_url":"https://www.mdpi.com/1996-1073/11/5/1188/pdf?version=1525774568","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"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":"Energies","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jeners:v:11:y:2018:i:5:p:1188-:d:145199","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/1996-1073/11/5/1188/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:73ef3c2e09d24158800f1a6009188cb2","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/73ef3c2e09d24158800f1a6009188cb2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energies, Vol 11, Iss 5, p 1188 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/en11051188","doi":"https://doi.org/10.3390/en11051188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en11051188","pdf_url":"https://www.mdpi.com/1996-1073/11/5/1188/pdf?version=1525774568","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"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":"Energies","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8485000133514404,"id":"https://metadata.un.org/sdg/7"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2803016972.pdf","grobid_xml":"https://content.openalex.org/works/W2803016972.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W343300321","https://openalex.org/W968693221","https://openalex.org/W1124861640","https://openalex.org/W1523741643","https://openalex.org/W1524450009","https://openalex.org/W1560935157","https://openalex.org/W1913657127","https://openalex.org/W1969799092","https://openalex.org/W1976744965","https://openalex.org/W1979708899","https://openalex.org/W2002404570","https://openalex.org/W2004463884","https://openalex.org/W2013643426","https://openalex.org/W2017108778","https://openalex.org/W2042656126","https://openalex.org/W2064395535","https://openalex.org/W2067388869","https://openalex.org/W2068833644","https://openalex.org/W2069928051","https://openalex.org/W2076256832","https://openalex.org/W2086350890","https://openalex.org/W2089487480","https://openalex.org/W2126999940","https://openalex.org/W2127613611","https://openalex.org/W2149723649","https://openalex.org/W2153851210","https://openalex.org/W2160152628","https://openalex.org/W2165892974","https://openalex.org/W2193660226","https://openalex.org/W2198782036","https://openalex.org/W2205469974","https://openalex.org/W2211010639","https://openalex.org/W2213244149","https://openalex.org/W2236744271","https://openalex.org/W2262095554","https://openalex.org/W2283737367","https://openalex.org/W2312385574","https://openalex.org/W2339510228","https://openalex.org/W2344132055","https://openalex.org/W2404641003","https://openalex.org/W2404693549","https://openalex.org/W2443028834","https://openalex.org/W2508671486","https://openalex.org/W2525923793","https://openalex.org/W2550159026","https://openalex.org/W2569349941","https://openalex.org/W2577100551","https://openalex.org/W2594027828","https://openalex.org/W2614609001","https://openalex.org/W2767702634","https://openalex.org/W2809750327","https://openalex.org/W2963103847","https://openalex.org/W4300402905"],"related_works":["https://openalex.org/W2056657701","https://openalex.org/W6920344283","https://openalex.org/W2760930117","https://openalex.org/W1547940654","https://openalex.org/W4312068927","https://openalex.org/W2765435620","https://openalex.org/W2027615589","https://openalex.org/W3036975588","https://openalex.org/W4213092342","https://openalex.org/W2181691929"],"abstract_inverted_index":{"Highly":[0],"accurate":[1],"estimating":[2],"of":[3,18,32,36,45,60,90,101,127,144,154],"daily":[4,81,94,128],"solar":[5,33,46,82,95,129],"radiation":[6,34,83,96],"by":[7,141],"developing":[8],"an":[9],"intelligent":[10],"and":[11,39,65,107],"robust":[12],"model":[13],"has":[14,147],"been":[15],"a":[16,52,57,148],"subject":[17],"prominent":[19],"concern":[20],"for":[21,56],"many":[22],"researchers":[23],"in":[24,124],"the":[25,43,61,88,91,116,121,125,136,142,152],"past":[26],"few":[27],"years.":[28],"The":[29,111],"precise":[30],"prediction":[31,126],"is":[35,69,72,139],"great":[37],"interest":[38],"importance":[40],"to":[41],"improve":[42],"incorporation":[44],"power":[47],"plants.":[48],"In":[49],"this":[50,155],"study,":[51],"novel":[53],"multilayer":[54],"framework":[55],"particular":[58],"combination":[59],"bat":[62,74],"algorithm":[63],"(BA)":[64],"neural":[66,75],"networks":[67],"(NN)":[68],"proposed,":[70],"which":[71,138],"called":[73],"network":[76],"(BNN),":[77],"aimed":[78],"at":[79],"predicting":[80],"over":[84],"Iran.":[85],"For":[86],"appraising":[87],"performance":[89,123],"proposed":[92],"BNN,":[93],"data":[97],"from":[98],"four":[99],"cities":[100],"Iran":[102],"including":[103],"Jask,":[104],"Kermanshah,":[105],"Ramsar,":[106],"Tehran":[108],"are":[109],"analyzed.":[110],"results":[112],"indicate":[113],"that":[114],"among":[115],"tested":[117],"models,":[118],"BNN":[119],"gains":[120],"best":[122],"radiation.":[130],"Among":[131],"various":[132],"soft":[133],"computing":[134],"approaches,":[135],"BA,":[137],"inspired":[140],"nature":[143],"microbats\u2019":[145],"behaviour,":[146],"significant":[149],"impact":[150],"on":[151],"optimization":[153],"study.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":5}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-05-17T00:00:00"}
