{"id":"https://openalex.org/W4411041679","doi":"https://doi.org/10.1007/s10462-025-11247-1","title":"Optimized deep learning architecture for predicting maximum temperatures in key Egyptian regions using hybrid genetic algorithm and mountain Gazelle optimizer","display_name":"Optimized deep learning architecture for predicting maximum temperatures in key Egyptian regions using hybrid genetic algorithm and mountain Gazelle optimizer","publication_year":2025,"publication_date":"2025-06-04","ids":{"openalex":"https://openalex.org/W4411041679","doi":"https://doi.org/10.1007/s10462-025-11247-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11247-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11247-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11247-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11247-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056436780","display_name":"Essam H. Houssein","orcid":"https://orcid.org/0000-0002-8127-7233"},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Essam H. Houssein","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt","Minia National University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]},{"raw_affiliation_string":"Minia National University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000331188","display_name":"Mahmoud Dirar","orcid":"https://orcid.org/0000-0001-5758-9344"},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mahmoud Dirar","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt","Minia National University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]},{"raw_affiliation_string":"Minia National University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026046957","display_name":"Athar Khalil","orcid":"https://orcid.org/0000-0002-4072-6143"},"institutions":[{"id":"https://openalex.org/I4210126896","display_name":"New and Renewable Energy Authority","ror":"https://ror.org/030zrse19","country_code":"EG","type":"government","lineage":["https://openalex.org/I4210126896"]},{"id":"https://openalex.org/I4210149247","display_name":"National Institute of Meteorology","ror":"https://ror.org/03m6sha91","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210149247"]}],"countries":["EG","TN"],"is_corresponding":false,"raw_author_name":"A. A. Khalil","raw_affiliation_strings":["Climate change information center & renewable energy (CCICRE), Agriculture Research Center (ARC), Giza, Egypt","National Center for Meteorology, Jeddah, Kingdom of Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Climate change information center & renewable energy (CCICRE), Agriculture Research Center (ARC), Giza, Egypt","institution_ids":["https://openalex.org/I4210126896"]},{"raw_affiliation_string":"National Center for Meteorology, Jeddah, Kingdom of Saudi Arabia","institution_ids":["https://openalex.org/I4210149247"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Abdelmaged A. Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Abdelmaged A. Ali","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt","Minia National University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]},{"raw_affiliation_string":"Minia National University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086295431","display_name":"Waleed M. Mohamed","orcid":"https://orcid.org/0000-0002-2516-5800"},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Waleed M. Mohamed","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt","Minia National University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]},{"raw_affiliation_string":"Minia National University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056436780"],"corresponding_institution_ids":["https://openalex.org/I89466785"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":1.9229,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86410269,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"58","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9908000230789185,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7042330503463745},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6484882831573486},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6333116888999939},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5307331681251526},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5002355575561523},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4715319275856018},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41865283250808716},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3709835410118103},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.10528397560119629},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06751865148544312}],"concepts":[{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7042330503463745},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6484882831573486},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6333116888999939},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5307331681251526},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5002355575561523},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4715319275856018},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41865283250808716},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3709835410118103},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.10528397560119629},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06751865148544312},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11247-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11247-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11247-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11247-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11247-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11247-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327648","display_name":"Minia University","ror":"https://ror.org/02hcv4z63"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411041679.pdf","grobid_xml":"https://content.openalex.org/works/W4411041679.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W646356122","https://openalex.org/W883434633","https://openalex.org/W1543488019","https://openalex.org/W1689711448","https://openalex.org/W1789155650","https://openalex.org/W1972651187","https://openalex.org/W1977905297","https://openalex.org/W2013766566","https://openalex.org/W2016210396","https://openalex.org/W2026430219","https://openalex.org/W2031183907","https://openalex.org/W2042336720","https://openalex.org/W2045477744","https://openalex.org/W2061438946","https://openalex.org/W2064675550","https://openalex.org/W2072955302","https://openalex.org/W2074072839","https://openalex.org/W2093711592","https://openalex.org/W2128076038","https://openalex.org/W2168081761","https://openalex.org/W2179078469","https://openalex.org/W2232317135","https://openalex.org/W2290883490","https://openalex.org/W2296609147","https://openalex.org/W2551148985","https://openalex.org/W2587446396","https://openalex.org/W2884377042","https://openalex.org/W2919115771","https://openalex.org/W2928751487","https://openalex.org/W2965860133","https://openalex.org/W2967059064","https://openalex.org/W2988847054","https://openalex.org/W2991559313","https://openalex.org/W2995378905","https://openalex.org/W3000500483","https://openalex.org/W3007907254","https://openalex.org/W3009823625","https://openalex.org/W3023818715","https://openalex.org/W3047222331","https://openalex.org/W3083789630","https://openalex.org/W3085338602","https://openalex.org/W3092157780","https://openalex.org/W3100187280","https://openalex.org/W3111294156","https://openalex.org/W3120991884","https://openalex.org/W3127230973","https://openalex.org/W3131382376","https://openalex.org/W3133980599","https://openalex.org/W3136886493","https://openalex.org/W3181580017","https://openalex.org/W3189663779","https://openalex.org/W3191088285","https://openalex.org/W3200661810","https://openalex.org/W3209518749","https://openalex.org/W4200083659","https://openalex.org/W4220952819","https://openalex.org/W4284892736","https://openalex.org/W4297474326","https://openalex.org/W4303649638","https://openalex.org/W4308157882","https://openalex.org/W4309694784","https://openalex.org/W4313897548","https://openalex.org/W4320182145","https://openalex.org/W4320498740","https://openalex.org/W4360994562","https://openalex.org/W4365815181","https://openalex.org/W4366982688","https://openalex.org/W4372278938","https://openalex.org/W4380083550","https://openalex.org/W4385438657","https://openalex.org/W4385697379","https://openalex.org/W4386220319","https://openalex.org/W4386615262","https://openalex.org/W4396920672","https://openalex.org/W4402407981","https://openalex.org/W4404250052","https://openalex.org/W6639497327","https://openalex.org/W6929359779"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W2140798747","https://openalex.org/W2948169060","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W2730112582","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Abstract":[0],"Climate":[1],"change":[2],"significantly":[3],"impacts":[4],"plant":[5],"growth,":[6],"food":[7],"production,":[8],"ecosystems,":[9],"sustainable":[10],"socio-economic":[11],"development,":[12],"and":[13,25,48,68,89,130,141,179,188,207],"human":[14],"health.":[15],"With":[16],"the":[17,26,43,62,90,98,101,134,144,147,195],"growing":[18],"availability":[19],"of":[20,64,100,146],"extensive":[21],"historical":[22,107],"climate":[23,108,202],"data":[24,109],"increasing":[27],"demand":[28],"for":[29,38],"accurate":[30,71],"production":[31],"forecasting,":[32],"there":[33],"is":[34,76],"a":[35,54,77,139],"pressing":[36],"need":[37],"reliable":[39],"methods":[40,67,200],"to":[41,60,132,184],"determine":[42],"stochastic":[44],"relationship":[45],"between":[46],"past":[47],"future":[49],"values.":[50],"This":[51],"article":[52],"introduces":[53],"novel":[55],"deep":[56,78],"learning":[57],"model":[58,83,150,189,197],"designed":[59],"overcome":[61],"limitations":[63],"traditional":[65],"forecasting":[66,156],"achieve":[69],"highly":[70],"predictions.":[72],"The":[73,104,158,191],"proposed":[74,148],"approach":[75],"long":[79],"short-term":[80],"memory":[81],"(DLSTM)":[82],"optimized":[84],"using":[85],"genetic":[86],"algorithms":[87],"(GAs)":[88],"mountain":[91],"gazelle":[92],"optimizer":[93],"(MGO),":[94],"which":[95],"collectively":[96],"fine-tune":[97],"architecture":[99],"DLSTM":[102],"model.":[103],"experiment":[105],"utilized":[106],"from":[110],"nine":[111],"Egyptian":[112],"cities:":[113],"Asswan":[114],",":[115,117,119,121,123,125,127,129,166,172,178],"Bane-Suef":[116],"Behira":[118],"Dakhalia":[120],"Menoufia":[122],"Minia":[124],"Qalyubia":[126],"Sharkia":[128],"Sohag":[131],"evaluate":[133],"model\u2019s":[135],"performance.":[136],"To":[137],"ensure":[138],"fair":[140],"comprehensive":[142],"evaluation,":[143],"effectiveness":[145],"MGO-GA-DLSTM":[149,196],"was":[151],"compared":[152],"with":[153],"other":[154],"established":[155],"techniques.":[157],"evaluation":[159],"metrics":[160],"included":[161],"mean":[162,168,173],"absolute":[163,174],"error":[164,170,176],"(MAE)":[165],"root":[167],"square":[169],"(RMSE)":[171],"percentage":[175],"(MAPE)":[177],"R-squared":[180],"(":[181],"$$R^2$$":[182],")":[183],"quantify":[185],"prediction":[186],"accuracy":[187,206],"robustness.":[190],"findings":[192],"demonstrate":[193],"that":[194],"outperforms":[198],"existing":[199],"in":[201],"prediction,":[203],"offering":[204],"improved":[205],"reliability.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}
