{"id":"https://openalex.org/W7155096008","doi":"https://doi.org/10.1016/j.engappai.2026.114886","title":"Engineering application of hybrid artificial intelligence for optimizing solar multigeneration systems in university buildings","display_name":"Engineering application of hybrid artificial intelligence for optimizing solar multigeneration systems in university buildings","publication_year":2026,"publication_date":"2026-04-21","ids":{"openalex":"https://openalex.org/W7155096008","doi":"https://doi.org/10.1016/j.engappai.2026.114886"},"language":"en","primary_location":{"id":"doi:10.1016/j.engappai.2026.114886","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.engappai.2026.114886","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Engineering Applications of Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.engappai.2026.114886","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071640541","display_name":"Ehsanolah Assareh","orcid":"https://orcid.org/0000-0001-8203-8886"},"institutions":[{"id":"https://openalex.org/I181397559","display_name":"Asia Pacific University of Technology & Innovation","ror":"https://ror.org/03c52a632","country_code":"MY","type":"education","lineage":["https://openalex.org/I181397559"]},{"id":"https://openalex.org/I4210155764","display_name":"Islamic Azad University, Dezful Branch","ror":"https://ror.org/05d1wpf45","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210155764"]},{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU","IR","MY"],"is_corresponding":false,"raw_author_name":"Ehsanolah Assareh","raw_affiliation_strings":["Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","Department of Mechanical Engineering, Dez.C., Islamic Azad University, Dezful, Iran","Strategic Research Institute (SRI), Asia Pacific University of Technology and Innovation (APU), Technology Park Malaysia, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Dez.C., Islamic Azad University, Dezful, Iran","institution_ids":["https://openalex.org/I4210155764"]},{"raw_affiliation_string":"Strategic Research Institute (SRI), Asia Pacific University of Technology and Innovation (APU), Technology Park Malaysia, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I181397559"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069288907","display_name":"Nima Izadyar","orcid":"https://orcid.org/0000-0002-2487-5915"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Nima Izadyar","raw_affiliation_strings":["Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","Institute for Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, 3011, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2487-5915","affiliations":[{"raw_affiliation_string":"Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Institute for Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, 3011, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068858971","display_name":"Saleh Mobayen","orcid":"https://orcid.org/0000-0002-5676-1875"},"institutions":[{"id":"https://openalex.org/I75357094","display_name":"National Yunlin University of Science and Technology","ror":"https://ror.org/04qkq2m54","country_code":"TW","type":"education","lineage":["https://openalex.org/I75357094"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Saleh Mobayen","raw_affiliation_strings":["Graduate School of Intelligent Data Science, National Yunlin University of Science and Technology, Douliou, Yunlin, 640301, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Intelligent Data Science, National Yunlin University of Science and Technology, Douliou, Yunlin, 640301, Taiwan","institution_ids":["https://openalex.org/I75357094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134207079","display_name":"Elmira Jamei","orcid":null},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Elmira Jamei","raw_affiliation_strings":["Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","Institute for Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, 3011, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Built Environment and Engineering Program, College of Sport, Health and Engineering (CoSHE), Victoria University, Melbourne, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Institute for Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, 3011, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114739659","display_name":"Mohammad amin Monzavian","orcid":null},"institutions":[{"id":"https://openalex.org/I181397559","display_name":"Asia Pacific University of Technology & Innovation","ror":"https://ror.org/03c52a632","country_code":"MY","type":"education","lineage":["https://openalex.org/I181397559"]},{"id":"https://openalex.org/I4210155764","display_name":"Islamic Azad University, Dezful Branch","ror":"https://ror.org/05d1wpf45","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210155764"]}],"countries":["IR","MY"],"is_corresponding":false,"raw_author_name":"Mohammad amin Monzavian","raw_affiliation_strings":["Department of Mechanical Engineering, Dez.C., Islamic Azad University, Dezful, Iran","Strategic Research Institute (SRI), Asia Pacific University of Technology and Innovation (APU), Technology Park Malaysia, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Dez.C., Islamic Azad University, Dezful, Iran","institution_ids":["https://openalex.org/I4210155764"]},{"raw_affiliation_string":"Strategic Research Institute (SRI), Asia Pacific University of Technology and Innovation (APU), Technology Park Malaysia, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I181397559"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069288907"],"corresponding_institution_ids":["https://openalex.org/I71270174"],"apc_list":{"value":3170,"currency":"USD","value_usd":3170},"apc_paid":{"value":3170,"currency":"USD","value_usd":3170},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42437041,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"177","issue":null,"first_page":"114886","last_page":"114886"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.5573999881744385,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.5573999881744385,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.06069999933242798,"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/T10905","display_name":"Solar Thermal and Photovoltaic Systems","score":0.04520000144839287,"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/hybrid-system","display_name":"Hybrid system","score":0.32679998874664307},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.2793000042438507},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.27300000190734863},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.26649999618530273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7897999882698059},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4180000126361847},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.27959999442100525},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.27300000190734863},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.2483000010251999},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.2475000023841858},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23649999499320984}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.engappai.2026.114886","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.engappai.2026.114886","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Engineering Applications of Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:eprints.vu.edu.au:50102","is_oa":true,"landing_page_url":"https://vuir.vu.edu.au/50102/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"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":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.engappai.2026.114886","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.engappai.2026.114886","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Engineering Applications of Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1573492479","https://openalex.org/W2046599533","https://openalex.org/W2793475259","https://openalex.org/W2993463426","https://openalex.org/W3002249363","https://openalex.org/W3035073510","https://openalex.org/W3090959592","https://openalex.org/W3097357093","https://openalex.org/W3123113724","https://openalex.org/W3204210687","https://openalex.org/W3204574475","https://openalex.org/W3208774666","https://openalex.org/W4220757995","https://openalex.org/W4296624023","https://openalex.org/W4313655778","https://openalex.org/W4320038671","https://openalex.org/W4320516367","https://openalex.org/W4362636969","https://openalex.org/W4378649477","https://openalex.org/W4381850171","https://openalex.org/W4388924650","https://openalex.org/W4388962424","https://openalex.org/W4389624793","https://openalex.org/W4389849941","https://openalex.org/W4390278375","https://openalex.org/W4391137322","https://openalex.org/W4391731070","https://openalex.org/W4392091061","https://openalex.org/W4393972475","https://openalex.org/W4399598765","https://openalex.org/W4401198552","https://openalex.org/W4401817958","https://openalex.org/W4402066063","https://openalex.org/W4402295518","https://openalex.org/W4402519448","https://openalex.org/W4403097608","https://openalex.org/W4403159239","https://openalex.org/W4404815043","https://openalex.org/W4404891010","https://openalex.org/W4405373435","https://openalex.org/W4406288934","https://openalex.org/W4406596408","https://openalex.org/W4406797892","https://openalex.org/W4407352559","https://openalex.org/W4407933734","https://openalex.org/W4408253761","https://openalex.org/W4408272044","https://openalex.org/W4409314674","https://openalex.org/W4409578069","https://openalex.org/W4410465583","https://openalex.org/W4412470246","https://openalex.org/W4414713207"],"related_works":[],"abstract_inverted_index":{"Built":[0],"environments":[1],"with":[2,16],"diverse":[3],"energy":[4,14,32,38,170,190,218],"demands,":[5],"such":[6],"as":[7],"university":[8],"buildings,":[9],"face":[10],"challenges":[11],"in":[12,168,223],"meeting":[13],"requirements":[15],"renewable":[17,231],"sources.":[18],"This":[19],"study":[20],"develops":[21],"a":[22,29,113,121,182,197],"hybrid":[23,212],"artificial":[24,213],"intelligence":[25],"framework":[26,41],"to":[27,90,133],"optimize":[28],"solar-based":[30],"multigeneration":[31],"system":[33,58,145,163],"designed":[34],"for":[35,46,55,63,191],"complex":[36],"building":[37,234],"demands.":[39],"The":[40,96,162,208],"integrates":[42],"Response":[43],"Surface":[44],"Methodology":[45],"design":[47,186],"space":[48],"exploration":[49],"and":[50,60,69,73,85,93,102,108,111,147,160,172,194,220,236],"screening,":[51],"Artificial":[52],"Neural":[53],"Networks":[54],"capturing":[56],"nonlinear":[57],"behavior,":[59],"Genetic":[61],"Algorithms":[62],"global":[64],"optimization,":[65],"improving":[66],"accuracy,":[67],"convergence,":[68],"computational":[70],"efficiency.":[71],"Baseline":[72],"optimized":[74,97],"models":[75],"were":[76],"evaluated":[77],"using":[78],"the":[79,126,129,141,185,205,242],"Building":[80],"Energy":[81],"Optimization":[82],"(BEopt)":[83],"software":[84],"Engineering":[86],"Equation":[87],"Solver":[88],"(EES)":[89],"assess":[91],"demand-side":[92],"supply-side":[94],"performance.":[95,161],"configuration":[98],"reduced":[99],"electricity,":[100],"cooling,":[101],"heating":[103],"demands":[104],"by":[105],"16.3,":[106],"15.8,":[107],"16.9":[109],"percent,":[110,119],"achieved":[112,165],"maximum":[114],"exergy":[115],"efficiency":[116,219],"of":[117,143],"29.23":[118],"representing":[120],"14.18":[122],"percent":[123],"improvement":[124],"over":[125],"baseline.":[127],"Although":[128],"cost":[130],"rate":[131],"increased":[132],"14.12":[134],"dollars":[135],"per":[136],"hour,":[137],"this":[138],"increase":[139],"reflects":[140],"incorporation":[142],"upgraded":[144],"components":[146],"additional":[148,230],"photovoltaic":[149],"generation":[150],"capacity":[151],"beyond":[152],"peak":[153],"demand,":[154],"which":[155],"improves":[156],"operational":[157],"robustness,":[158],"resilience,":[159],"also":[164],"substantial":[166],"reductions":[167],"site":[169],"use":[171],"Carbon":[173],"Dioxide":[174],"emissions":[175],"while":[176],"generating":[177],"surplus":[178],"energy.":[179],"By":[180],"integrating":[181],"compression":[183],"chiller,":[184],"effectively":[187],"harnessed":[188],"solar":[189],"simultaneous":[192],"cooling":[193],"heating,":[195],"demonstrating":[196],"practical":[198],"engineering":[199],"pathway":[200],"toward":[201],"zero-energy":[202],"performance":[203,222],"at":[204],"campus":[206],"scale.":[207],"outcomes":[209],"confirm":[210],"that":[211],"intelligence\u2013based":[214],"optimization":[215],"can":[216],"improve":[217],"environmental":[221],"built":[224],"environments.":[225],"Future":[226],"extensions":[227],"will":[228],"examine":[229],"integrations":[232],"across":[233],"types":[235],"broader":[237],"climatic":[238],"conditions,":[239],"further":[240],"supporting":[241],"framework's":[243],"adaptability.":[244]},"counts_by_year":[],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2026-04-22T00:00:00"}
