{"id":"https://openalex.org/W4410581900","doi":"https://doi.org/10.1109/access.2025.3572067","title":"Optimized AI and IoT-Driven Framework for Intelligent Water Resource Management","display_name":"Optimized AI and IoT-Driven Framework for Intelligent Water Resource Management","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410581900","doi":"https://doi.org/10.1109/access.2025.3572067"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3572067","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3572067","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3572067","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060146894","display_name":"Mahmoud Rokaya","orcid":"https://orcid.org/0000-0003-2975-7827"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mahmoud Badee Rokaya Mahmoud","raw_affiliation_strings":["Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-2975-7827","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001713356","display_name":"Dalia I. Hemdan","orcid":"https://orcid.org/0000-0002-5550-9301"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Dalia Ismaeil Ibrahim Hemdan","raw_affiliation_strings":["Department of Food Science and Nutrition, Faculty of Science, Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-5550-9301","affiliations":[{"raw_affiliation_string":"Department of Food Science and Nutrition, Faculty of Science, Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045152615","display_name":"Samah H. Alajmani","orcid":"https://orcid.org/0009-0000-7152-9559"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Samah Hazzaa Alajmani","raw_affiliation_strings":["Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0009-0000-7152-9559","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116497004","display_name":"Raneem Y. Alyami","orcid":"https://orcid.org/0000-0002-3711-5106"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Raneem Yousif Alyami","raw_affiliation_strings":["Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3711-5106","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111929031","display_name":"Ghada Elmarhomy","orcid":"https://orcid.org/0000-0003-3678-9333"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ghada Elmarhomy","raw_affiliation_strings":["Department of Information Systems, College of Computer Science and Engineering, Taibah University, Yanbu, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3678-9333","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer Science and Engineering, Taibah University, Yanbu, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119012266","display_name":"Hassan Hashim","orcid":null},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hassan Hashim","raw_affiliation_strings":["Department of Information Systems, College of Computer Science and Engineering, Taibah University, Yanbu, Saudi Arabia"],"raw_orcid":"https://orcid.org/0009-0006-6724-7499","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer Science and Engineering, Taibah University, Yanbu, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"last","author":{"id":null,"display_name":"El-Sayed Atlam","orcid":"https://orcid.org/0000-0002-4728-590X"},"institutions":[{"id":"https://openalex.org/I21376657","display_name":"Tanta University","ror":"https://ror.org/016jp5b92","country_code":"EG","type":"education","lineage":["https://openalex.org/I21376657"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"El-Sayed Atlam","raw_affiliation_strings":["Department Computer Science, Faculty of Science, Tanta University, Tanta, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-4728-590X","affiliations":[{"raw_affiliation_string":"Department Computer Science, Faculty of Science, Tanta University, Tanta, Egypt","institution_ids":["https://openalex.org/I21376657"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5631,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.88438628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"97628","last_page":"97646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9739999771118164,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9739999771118164,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7259976267814636},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7171036005020142},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5666928291320801},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44691357016563416},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.23553571105003357},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.18617305159568787},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13568753004074097}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7259976267814636},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7171036005020142},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5666928291320801},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44691357016563416},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.23553571105003357},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.18617305159568787},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13568753004074097}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3572067","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3572067","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d49db9cfea6f4f7d93c77a5a47e67b82","is_oa":true,"landing_page_url":"https://doaj.org/article/d49db9cfea6f4f7d93c77a5a47e67b82","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,"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":"IEEE Access, Vol 13, Pp 97628-97646 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3572067","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3572067","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323722","display_name":"Taif University","ror":"https://ror.org/014g1a453"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2119144962","https://openalex.org/W2884675507","https://openalex.org/W2963122961","https://openalex.org/W3023326316","https://openalex.org/W3109750247","https://openalex.org/W3158004067","https://openalex.org/W4236099117","https://openalex.org/W4280517961","https://openalex.org/W4285146385","https://openalex.org/W4312243755","https://openalex.org/W4378619289","https://openalex.org/W4380993821","https://openalex.org/W4389817986","https://openalex.org/W4401208578","https://openalex.org/W4402742301","https://openalex.org/W4403387463","https://openalex.org/W4405858118","https://openalex.org/W4406348153","https://openalex.org/W4406488955","https://openalex.org/W4407362878","https://openalex.org/W4408378565","https://openalex.org/W6677580257","https://openalex.org/W6746698991","https://openalex.org/W6853963351","https://openalex.org/W6871319094","https://openalex.org/W6876206194"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"The":[0,63],"scheme":[1],"of":[2,113,124,137,147,211,222,229,256],"water":[3,11,18,24,205],"resources":[4],"management":[5,206],"is":[6],"a":[7,174,188,199,250],"necessity":[8],"for":[9,83,132,140,203],"reducing":[10],"scarcity":[12],"in":[13,20,177,183,217,253],"arid":[14],"areas":[15],"and":[16,27,37,60,76,99,143,159,215,226,260],"improving":[17],"availability":[19],"general":[21],"[1].":[22],"However,":[23],"leak":[25,133,261],"detection":[26,262],"irrigation":[28,141,259],"scheduling":[29],"traditional":[30],"AI":[31],"models":[32],"are":[33],"often":[34],"computationally":[35],"intensive":[36],"require":[38],"complex":[39],"hyperparameter":[40,94],"tuning,":[41],"making":[42,84],"them":[43],"less":[44],"scalable.":[45],"This":[46,196],"study":[47,197],"presents":[48],"an":[49,135,144],"artificial":[50],"intelligence-based":[51],"optimization":[52],"framework":[53],"that":[54,190,244],"improves":[55],"forecasting":[56],"accuracy,":[57],"computational":[58,108,169,213],"speed,":[59],"real-time":[61],"adaptability.":[62],"architecture":[64],"combines":[65],"the":[66,122,125,168,178,209,223,230,240,245,254],"ensemble-learning":[67],"algorithms":[68],"(XGBoost,":[69],"LightGBM),":[70],"hybrid":[71],"AIs":[72],"(XGBoost":[73],"+":[74],"Autoencoder),":[75],"metaheuristic":[77],"feature":[78,89],"selection":[79],"(GA,":[80],"PSO,":[81],"SA)":[82],"intelligent":[85],"decisions.":[86],"Moreover,":[87],"ontology-based":[88],"structuring":[90],"enhances":[91],"interpretability,":[92],"while":[93],"tuning":[95],"(GridSearchCV,":[96],"Bayesian":[97],"Optimization)":[98],"model":[100,179,202],"compression":[101],"techniques":[102],"(pruning,":[103],"quantization,":[104],"knowledge":[105],"distillation)":[106],"ensure":[107],"efficiency.":[109],"A":[110],"large":[111],"number":[112],"experiments":[114],"on":[115],"real-world":[116],"IoT":[117],"sensor":[118],"data":[119],"testify":[120],"to":[121,187,192,236],"effectiveness":[123],"framework.":[126],"It":[127],"achieves":[128],"0.992":[129],"AUC-ROC":[130],"scores":[131],"detection,":[134],"RMSE":[136],"0.227":[138],"hours":[139],"scheduling,":[142],"overall":[145],"accuracy":[146],"94.8%.":[148],"Additional":[149],"performance":[150],"measures":[151],"comprise":[152],"precision":[153],"(89.0%),":[154],"recall":[155],"(95.2%),":[156],"F1-score":[157],"(0.92),":[158],"inference":[160],"speed":[161],"(0.003":[162],"ms/sample).":[163],"Although":[164],"quantization":[165],"has":[166,233],"reduced":[167],"overhead,":[170],"we":[171],"still":[172],"see":[173],"13.02%":[175],"increase":[176],"size":[180],"as":[181,249],"seen":[182],"Experiment":[184],"6,":[185],"leading":[186],"trade-off":[189],"needs":[191],"be":[193],"optimized":[194],"further.":[195],"offers":[198],"deployable":[200],"AI-based":[201],"sustainable":[204],"by":[207],"tackling":[208],"issues":[210],"scalability,":[212],"cost,":[214],"limitations":[216],"benchmark":[218],"evaluation.":[219],"By":[220],"virtue":[221],"empirical":[224],"validation":[225],"comparative":[227],"analysis":[228],"framework,":[231],"it":[232],"been":[234],"shown":[235],"perform":[237],"better":[238],"than":[239],"regular":[241],"methods,":[242],"proving":[243],"methodology":[246],"can":[247],"act":[248],"step":[251],"forward":[252],"field":[255],"real-time,":[257],"AI-assisted":[258],"systems.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}