{"id":"https://openalex.org/W7125953477","doi":"https://doi.org/10.1109/commnet68224.2025.11288806","title":"Towards Efficient Irrigation: Machine Learning-Based Water Level Forecasting","display_name":"Towards Efficient Irrigation: Machine Learning-Based Water Level Forecasting","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W7125953477","doi":"https://doi.org/10.1109/commnet68224.2025.11288806"},"language":null,"primary_location":{"id":"doi:10.1109/commnet68224.2025.11288806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet68224.2025.11288806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Advanced Communication Technologies and Networking (CommNet)","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/A5119885760","display_name":"Safae Mougare","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Safae Mougare","raw_affiliation_strings":["Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco"],"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124055866","display_name":"Hassan Saadaoui","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hassan Saadaoui","raw_affiliation_strings":["Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco"],"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103263270","display_name":"Karim Abouelmehdi","orcid":"https://orcid.org/0009-0007-8904-8762"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Karim Abouelmehdi","raw_affiliation_strings":["Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco"],"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,ELITES Laboratory, Faculty of Sciences,El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5119885760"],"corresponding_institution_ids":["https://openalex.org/I4210125507"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81135738,"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":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.5267000198364258,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.5267000198364258,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11404","display_name":"Irrigation Practices and Water Management","score":0.11309999972581863,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.10540000349283218,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6675000190734863},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5273000001907349},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4864000082015991},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.45840001106262207},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.438400000333786},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.4187999963760376},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.3889999985694885},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.38199999928474426},{"id":"https://openalex.org/keywords/water-quality","display_name":"Water quality","score":0.37619999051094055}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6675000190734863},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5273000001907349},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4864000082015991},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4713999927043915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4609000086784363},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.45840001106262207},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.438400000333786},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.4187999963760376},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3889999985694885},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.38199999928474426},{"id":"https://openalex.org/C2780797713","wikidata":"https://www.wikidata.org/wiki/Q625376","display_name":"Water quality","level":2,"score":0.37619999051094055},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.34779998660087585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34360000491142273},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3422999978065491},{"id":"https://openalex.org/C2777589951","wikidata":"https://www.wikidata.org/wiki/Q6073845","display_name":"Irrigation scheduling","level":3,"score":0.3377000093460083},{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.3337000012397766},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.33149999380111694},{"id":"https://openalex.org/C153823671","wikidata":"https://www.wikidata.org/wiki/Q1049799","display_name":"Water resources","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3125},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.29589998722076416},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C1284942","wikidata":"https://www.wikidata.org/wiki/Q1929501","display_name":"Water level","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.28139999508857727},{"id":"https://openalex.org/C149207113","wikidata":"https://www.wikidata.org/wiki/Q26534","display_name":"Water use","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2671000063419342},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.25130000710487366},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/commnet68224.2025.11288806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet68224.2025.11288806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Advanced Communication Technologies and Networking (CommNet)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.7522240877151489,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Efficient":[0],"irrigation":[1,110],"is":[2],"a":[3,57,62],"serious":[4],"challenge":[5],"in":[6,115],"modern":[7],"agriculture":[8],"with":[9,89],"growing":[10],"population,":[11],"climate":[12],"change,":[13],"and":[14,53,71,82,98,112,118],"resource":[15],"constraints.":[16],"This":[17],"research":[18],"explores":[19],"the":[20,92,105],"use":[21],"of":[22,107],"machine":[23],"learning":[24],"models":[25,45],"to":[26,39],"forecast":[27],"soil":[28],"water":[29],"content":[30],"based":[31,55],"on":[32,56],"environmental":[33],"factors":[34],"acquired":[35],"from":[36],"IoT":[37],"sensors":[38],"maximize":[40],"precision":[41],"irrigation.":[42],"Four":[43],"prediction":[44],"were":[46,65],"examined:":[47],"linear":[48],"regression,":[49],"random":[50],"forest,":[51],"XGBoost,":[52],"stacking":[54,90],"neural":[58],"network":[59],"(MLP)":[60],"as":[61],"meta-model.":[63],"Models":[64],"evaluated":[66],"using":[67],"R<sup":[68,94],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[69,95],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[70,96],"RMSE":[72,100],"metrics.":[73],"The":[74],"results":[75,103],"show":[76],"that":[77],"ensemble":[78],"techniques,":[79],"particularly":[80],"XGBoost":[81],"stacking,":[83],"deliver":[84],"higher":[85],"quality":[86],"predictive":[87,108],"outcomes,":[88],"achieving":[91],"best":[93],"(0.9742)":[97],"lowest":[99],"(5.9476).":[101],"These":[102],"demonstrate":[104],"feasibility":[106],"intelligent":[109],"systems":[111],"their":[113],"application":[114],"supporting":[116],"eco-friendly":[117],"resource-efficient":[119],"agriculture.":[120]},"counts_by_year":[],"updated_date":"2026-01-29T23:17:01.242718","created_date":"2026-01-29T00:00:00"}
