Performance evaluation of five machine learning algorithms for estimating reference evapotranspiration in an arid climate
A Raza, R Fahmeed, NR Syed, OM Katipoğlu, M Zubair… - Water, 2023 - mdpi.com
The Food and Agriculture Organization recommends that the Penman–Monteith Method
contains Equation 56 (PMF) as a widely accepted standard for reference evapotranspiration …
contains Equation 56 (PMF) as a widely accepted standard for reference evapotranspiration …
Modelling monthly reference evapotranspiration estimation using machine learning approach in data-scarce North Western Himalaya region (Almora), Uttarakhand
U Kumar - Journal of Earth System Science, 2023 - Springer
Reference evapotranspiration (ET 0) is a crucial parameter in hydrology that is used to
estimate the amount of water lost through evaporation and transpiration from a standard …
estimate the amount of water lost through evaporation and transpiration from a standard …
Evaluation of machine learning versus empirical models for monthly reference evapotranspiration estimation in Uttar Pradesh and Uttarakhand States, India
Reference evapotranspiration (ETo) plays an important role in agriculture applications such
as irrigation scheduling, crop simulation, water budgeting, and reservoir operations …
as irrigation scheduling, crop simulation, water budgeting, and reservoir operations …
Data-driven reference evapotranspiration (ET0) estimation: a comparative study of regression and machine learning techniques
Precise computation of evapotranspiration is critical for an efficient irrigation planning and
managing agriculture water. This investigation aimed to study the performance of regression …
managing agriculture water. This investigation aimed to study the performance of regression …
Modelling reference evapotranspiration using principal component analysis and machine learning methods under different climatic environments
Reference evapotranspiration (ETo) is a complex process in the hydrologic cycle that
influences several hydrologic parameters. Although several methods have been developed …
influences several hydrologic parameters. Although several methods have been developed …
Development of monthly reference evapotranspiration machine learning models and mapping of Pakistan—a comparative study
Accurate estimation of reference evapotranspiration (ETo) plays a vital role in irrigation and
water resource planning. The Penman–Monteith method recommended by the Food and …
water resource planning. The Penman–Monteith method recommended by the Food and …
Estimation of reference evapotranspiration via machine learning algorithms in humid and semiarid environments in Khyber Pakhtunkhwa, Pakistan
Efficient agricultural water management requires accurate determination of reference
evapotranspiration (ETo). Artificial intelligence has recently managed to solve several water …
evapotranspiration (ETo). Artificial intelligence has recently managed to solve several water …
Reference evapotranspiration prediction using machine learning models: An empirical study from minimal climate data
The scarcity of climatic data is the biggest challenge for developing countries, and the
development of models for reference evapotranspiration (ET0) estimation with limited …
development of models for reference evapotranspiration (ET0) estimation with limited …
Estimation of reference evapotranspiration based on machine learning models and timeseries analysis: a case study in an arid climate
Water scarcity is a major challenge for irrigated agriculture, particularly in developing
countries where access to meteorological data for calculating reference evapotranspiration …
countries where access to meteorological data for calculating reference evapotranspiration …
Utilizing Machine Learning Models with Limited Meteorological Data as Alternatives for the FAO-56PM Model in Estimating Reference Evapotranspiration
The current study evaluated the accuracy of four machine learning (ML) models and thirteen
experimental methods calibrated to estimate reference evapotranspiration (ET0) in arid and …
experimental methods calibrated to estimate reference evapotranspiration (ET0) in arid and …