{"id":"https://openalex.org/W7152732623","doi":"https://doi.org/10.1109/icecet63943.2025.11471898","title":"Machine learning-based multi-criteria framework for renewable energy microgrid design","display_name":"Machine learning-based multi-criteria framework for renewable energy microgrid design","publication_year":2025,"publication_date":"2025-07-03","ids":{"openalex":"https://openalex.org/W7152732623","doi":"https://doi.org/10.1109/icecet63943.2025.11471898"},"language":null,"primary_location":{"id":"doi:10.1109/icecet63943.2025.11471898","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11471898","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","raw_type":"proceedings-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/A5133292671","display_name":"Abba Lawan Bukar","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Abba Lawan Bukar","raw_affiliation_strings":["King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133258576","display_name":"Ahmed S. Menesy","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmed S. Menesy","raw_affiliation_strings":["King Fahd University of Petroleum &amp; Mineral (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &amp; Mineral (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025961252","display_name":"Mahmoud Kassas","orcid":"https://orcid.org/0000-0003-2986-0509"},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mahmoud Kassas","raw_affiliation_strings":["King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104113961","display_name":"Mohamed Ali Yousif Abido","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohamed A. Abido","raw_affiliation_strings":["King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &amp; Mineral (KFUPM),Interdisciplinry Research Center for Sustainable Energy Systems (IRC-SES),Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5133292671"],"corresponding_institution_ids":["https://openalex.org/I134085113"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.73203298,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10223","display_name":"Microgrid Control and Optimization","score":0.38499999046325684,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10223","display_name":"Microgrid Control and Optimization","score":0.38499999046325684,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.13689999282360077,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.029999999329447746,"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/renewable-energy","display_name":"Renewable energy","score":0.4345000088214874},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3659000098705292},{"id":"https://openalex.org/keywords/microgrid","display_name":"Microgrid","score":0.32089999318122864},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.29280000925064087},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.28769999742507935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4449999928474426},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.4345000088214874},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3659000098705292},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.36329999566078186},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3296000063419342},{"id":"https://openalex.org/C2776784348","wikidata":"https://www.wikidata.org/wiki/Q5762595","display_name":"Microgrid","level":3,"score":0.32089999318122864},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3149000108242035},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.30169999599456787},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.25850000977516174}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icecet63943.2025.11471898","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11471898","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.842007577419281}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2033401964","https://openalex.org/W2915211693","https://openalex.org/W3044206318","https://openalex.org/W3091939691","https://openalex.org/W3109739788","https://openalex.org/W3161067954","https://openalex.org/W3165437720","https://openalex.org/W3184425267","https://openalex.org/W4200301603","https://openalex.org/W4281703686","https://openalex.org/W4310346536","https://openalex.org/W4323051405","https://openalex.org/W4366983342","https://openalex.org/W4376288655","https://openalex.org/W4378648695","https://openalex.org/W4385502114","https://openalex.org/W4392481467","https://openalex.org/W4402702533","https://openalex.org/W4408128354"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,43,173,182],"data-driven":[4],"framework":[5,21],"for":[6,59,70,117,129],"designing":[7],"microgrid":[8,25,62,74,157],"that":[9,154],"incorporate":[10],"photovoltaic":[11],"systems,":[12],"wind":[13],"turbines,":[14],"diesel":[15],"generators":[16],"and":[17,31,55,189],"battery":[18],"storage.":[19],"The":[20,133],"identifies":[22],"the":[23,60,90,94,97,105,108,112,115,131,149,159,164,168],"optimal":[24,160],"configuration":[26],"by":[27,120],"evaluating":[28],"economic,":[29],"energy,":[30],"environmental":[32],"(3E)":[33],"sustainability":[34],"performance":[35],"indicators":[36],"(3E-SPI).":[37],"It":[38,171],"integrates":[39],"HOMER":[40],"pro":[41],"with":[42],"custom":[44],"Python-based":[45],"tool":[46],"integrating":[47],"extreme":[48],"gradient":[49],"boosting":[50],"(XGBoost)":[51],"machine":[52],"learning":[53],"algorithm":[54],"thirteen":[56,78,109],"3E-SPI":[57],"calculations":[58],"community":[61],"systems.":[63],"A":[64,80],"multi-objective":[65],"optimization":[66],"model":[67,135],"is":[68,84,127,158],"formulated":[69],"multi-criteria":[71],"decision-making":[72,91],"(MCDM)":[73],"evaluation":[75],"based":[76],"on":[77],"3E-SPI.":[79,110],"two-layer":[81],"MCDM":[82,150],"approach":[83],"proposed":[85,128],"to":[86,103,122,162],"support":[87],"stakeholders":[88],"in":[89],"process.":[92],"In":[93,111],"first":[95],"layer,":[96,114],"Best":[98],"Worst":[99],"Method":[100],"was":[101],"used":[102],"determine":[104],"weighing":[106],"of":[107,151,167,178,185,187,195],"second":[113],"Technique":[116],"Order":[118],"Preference":[119],"Similarity":[121],"an":[123],"Ideal":[124],"Solution":[125],"(TOPSIS)":[126],"ranking":[130],"microgrids.":[132],"XGBoost":[134],"outperformed":[136],"deep":[137],"neural":[138],"network":[139],"(DNN),":[140],"achieving":[141],"R<sup":[142],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[143,192],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[144],"value":[145],"exceeding":[146],"0.95.":[147],"Additionally,":[148],"microgrids":[152],"shows":[153],"hybrid":[155],"photovoltaic/wind/battery/diesel":[156],"solution":[161],"supply":[163],"energy":[165,186],"demand":[166],"studied":[169],"community.":[170],"achieves":[172],"total":[174],"net":[175],"present":[176],"cost":[177,184],"approximately":[179],"$1.3":[180],"million,":[181],"levelized":[183],"$0.29/kWh,":[188],"annual":[190],"CO<inf":[191],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</inf>":[193],"emissions":[194],"only":[196],"169.11":[197],"kg/year.":[198]},"counts_by_year":[],"updated_date":"2026-04-11T06:13:24.991567","created_date":"2026-04-10T00:00:00"}