{"id":"https://openalex.org/W4413679457","doi":"https://doi.org/10.1109/ie64880.2025.11130140","title":"Evaluation of Time-Series Models for Evapotranspiration Prediction in Smart Agriculture","display_name":"Evaluation of Time-Series Models for Evapotranspiration Prediction in Smart Agriculture","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4413679457","doi":"https://doi.org/10.1109/ie64880.2025.11130140"},"language":"en","primary_location":{"id":"doi:10.1109/ie64880.2025.11130140","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ie64880.2025.11130140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Intelligent Environments (IE)","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/A5002100612","display_name":"Mart\u00edn Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-5857-9540"},"institutions":[{"id":"https://openalex.org/I111262870","display_name":"Universitat de Miguel Hern\u00e1ndez d'Elx","ror":"https://ror.org/01azzms13","country_code":"ES","type":"education","lineage":["https://openalex.org/I111262870"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Mart\u00edn Gonzalez","raw_affiliation_strings":["Universidad de Miguel Hern&#x00E1;ndez (UMH),Center of Operations Research (CIO),Elche,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Miguel Hern&#x00E1;ndez (UMH),Center of Operations Research (CIO),Elche,Spain","institution_ids":["https://openalex.org/I111262870"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Virginia C. S\u00e1nchez","orcid":null},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Virginia C. S\u00e1nchez","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066242048","display_name":"Carlos T. Calafate","orcid":"https://orcid.org/0000-0001-5729-3041"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carlos T. Calafate","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018855101","display_name":"Jos\u00e9 J. L\u00f3pez\u2010Esp\u00edn","orcid":"https://orcid.org/0000-0001-6496-4018"},"institutions":[{"id":"https://openalex.org/I111262870","display_name":"Universitat de Miguel Hern\u00e1ndez d'Elx","ror":"https://ror.org/01azzms13","country_code":"ES","type":"education","lineage":["https://openalex.org/I111262870"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 J. L\u00f3pez-Esp\u00edn","raw_affiliation_strings":["Universidad de Miguel Hern&#x00E1;ndez (UMH),Center of Operations Research (CIO),Elche,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Miguel Hern&#x00E1;ndez (UMH),Center of Operations Research (CIO),Elche,Spain","institution_ids":["https://openalex.org/I111262870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088468258","display_name":"Jos\u00e9 M. Cecilia","orcid":"https://orcid.org/0000-0001-5648-214X"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 M. Cecilia","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia (UPV),Department of Computer Engineering (DISCA),Valencia,Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5002100612"],"corresponding_institution_ids":["https://openalex.org/I111262870"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20236645,"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":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9610999822616577,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9606000185012817,"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/evapotranspiration","display_name":"Evapotranspiration","score":0.8261447548866272},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.7038499116897583},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.6416377425193787},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.542851448059082},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.49510589241981506},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3526662588119507},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.19596615433692932},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1660027801990509},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11809968948364258},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.05662459135055542},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.05534553527832031}],"concepts":[{"id":"https://openalex.org/C176783924","wikidata":"https://www.wikidata.org/wiki/Q828158","display_name":"Evapotranspiration","level":2,"score":0.8261447548866272},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.7038499116897583},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.6416377425193787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.542851448059082},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.49510589241981506},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3526662588119507},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.19596615433692932},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1660027801990509},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11809968948364258},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.05662459135055542},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.05534553527832031},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ie64880.2025.11130140","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ie64880.2025.11130140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Intelligent Environments (IE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321864","display_name":"Generalitat Valenciana","ror":"https://ror.org/0097mvx21"},{"id":"https://openalex.org/F4320334905","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2102874016","https://openalex.org/W2352756686","https://openalex.org/W2354103845","https://openalex.org/W3689139","https://openalex.org/W2080467217","https://openalex.org/W2030038391","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"Evapotranspiration":[0],"(ET<inf":[1],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[2,32,56],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">0</inf>)\u2014the":[3],"sum":[4],"of":[5],"evaporation":[6],"and":[7,27,65],"plant":[8],"transpiration\u2014is":[9],"a":[10],"key":[11],"variable":[12],"for":[13,37,54,84,106],"optimizing":[14],"water":[15,28],"use":[16],"in":[17,93],"precision":[18],"agriculture.":[19],"With":[20],"increasing":[21],"challenges":[22],"due":[23],"to":[24],"climate":[25],"change":[26],"scarcity,":[29],"accurate":[30],"ET<inf":[31,55],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">0</inf>":[33,57],"forecasting":[34,86],"is":[35],"essential":[36],"designing":[38],"efficient":[39],"irrigation":[40,108],"systems":[41],"that":[42,79],"enhance":[43],"productivity":[44],"while":[45,89],"conserving":[46],"resources.":[47],"This":[48],"study":[49],"evaluates":[50],"advanced":[51],"time-series":[52],"models":[53],"forecasting\u2014Nixtla":[58],"TimeGPT-1,":[59],"Long":[60],"Short-Term":[61],"Memory":[62],"Networks":[63,67],"(LSTM),":[64],"Kolmogorov\u2013Arnold":[66],"(KAN)\u2014using":[68],"IoT":[69],"data":[70],"from":[71],"Campo":[72],"de":[73],"Cartagena":[74],"(Murcia,":[75],"Spain).":[76],"Results":[77],"show":[78],"KAN":[80],"achieves":[81],"superior":[82],"performance":[83],"multi-step":[85],"(MSE:":[87,96],"0.045),":[88],"Nixtla":[90],"Linear":[91],"excels":[92],"one-step":[94],"predictions":[95],"0.009).":[97],"These":[98],"findings":[99],"provide":[100],"practical":[101],"insights":[102],"into":[103],"model":[104],"selection":[105],"adaptive":[107],"strategies":[109],"under":[110],"diverse":[111],"climatic":[112],"conditions.":[113]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}