Listar Departamento de Ingeniería Rural, Construcciones Civiles y Proyectos de Ingeniería por autor "ae1874a0-67fb-403b-bd13-f5ebe4e22e78"
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AgroML: An Open-Source Repository to Forecast Reference Evapotranspiration in Different Geo-Climatic Conditions Using Machine Learning and Transformer-Based Models
Bellido-Jiménez, Juan Antonio; Estévez Gualda, Javier; Vanschoren, Joaquin; García-Marín, A.P. (MDPI, 2022)Accurately forecasting reference evapotranspiration (ET0) values is crucial to improve crop irrigation scheduling, allowing anticipated planning decisions and optimized water resource management and agricultural production. ... -
Assessing Machine Learning Models for Gap Filling Daily Rainfall Series in a Semiarid Region of Spain
Bellido-Jiménez, Juan Antonio; Estévez Gualda, Javier; García-Marín, A.P. (MDPI, 2021)The presence of missing data in hydrometeorological datasets is a common problem, usually due to sensor malfunction, deficiencies in records storage and transmission, or other recovery procedures issues. These missing ... -
Monthly Precipitation Forecasts Using Wavelet Neural Networks Models in a Semiarid Environment
Estévez Gualda, Javier; Bellido-Jiménez, Juan Antonio; Liu, Xiaodong; García-Marín, A.P. (MDPI, 2020)Accurate forecast of hydrological data such as precipitation is critical in order to provide useful information for water resources management, playing a key role in different sectors. Traditional forecasting methods present ...