Empirical and learning machine approaches to estimating reference evapotranspiration based on temperature data
MM Reis, AJ da Silva, JZ Junior, LDT Santos… - … and electronics in …, 2019 - Elsevier
The precise estimation of reference evapotranspiration (ET 0) is crucial for the planning and
management of water resources and agricultural production. In this study, the applicability of …
management of water resources and agricultural production. In this study, the applicability of …
[HTML][HTML] Development and comparison of artificial intelligence models for estimating daily reference evapotranspiration from limited input variables
The accurate and efficient computational modelling framework for computation of reference
evapotranspiration (ET 0) is the need of time and is highly essential for several agricultural …
evapotranspiration (ET 0) is the need of time and is highly essential for several agricultural …
Estimation of reference evapotranspiration using spatial and temporal machine learning approaches
Evapotranspiration (ET) is widely employed to measure amounts of total water loss between
land and atmosphere due to its major contribution to water balance on both regional and …
land and atmosphere due to its major contribution to water balance on both regional and …
Performance evaluation of numerical and machine learning methods in estimating reference evapotranspiration in a Brazilian agricultural frontier
The reference evapotranspiration (ET 0) estimates is important for water resources and
irrigation management. The Penman-Monteith equation is known for its accuracy but …
irrigation management. The Penman-Monteith equation is known for its accuracy but …
[HTML][HTML] A regional machine learning method to outperform temperature-based reference evapotranspiration estimations in Southern Spain
JA Bellido-Jiménez, J Estévez… - Agricultural Water …, 2022 - Elsevier
Accurate estimations of reference evapotranspiration (ET 0) are crucial for determining crop
water requirements and designing an adequate irrigation scheduling to optimize the use of …
water requirements and designing an adequate irrigation scheduling to optimize the use of …
Temperature-based modeling of reference evapotranspiration using several artificial intelligence models: application of different modeling scenarios
The establishment of an accurate computational model for predicting reference
evapotranspiration (ET 0) process is highly essential for several agricultural and …
evapotranspiration (ET 0) process is highly essential for several agricultural and …
GANN models for reference evapotranspiration estimation developed with weather data from different climatic regions
Z Wang, P Wu, X Zhao, X Cao, Y Gao - Theoretical and applied …, 2014 - Springer
Accurate estimation of reference evapotranspiration (ET 0) becomes imperative for better
managing the more and more limited agricultural water resources. This study examined the …
managing the more and more limited agricultural water resources. This study examined the …
Exploring machine learning and multi-task learning to estimate meteorological data and reference evapotranspiration across Brazil
Reference evapotranspiration (ETo) can be estimated using the FAO56-Penman-Monteith
(FAO56-PM) equation but it requires commonly unavailable meteorological data. Therefore …
(FAO56-PM) equation but it requires commonly unavailable meteorological data. Therefore …
Estimation of actual evapotranspiration: A novel hybrid method based on remote sensing and artificial intelligence
F Hadadi, R Moazenzadeh, B Mohammadi - Journal of Hydrology, 2022 - Elsevier
Actual evapotranspiration (AET) is one of the decisive factors controlling the water balance
at the catchment level, particularly in arid and semi-arid regions, but measured data for …
at the catchment level, particularly in arid and semi-arid regions, but measured data for …
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 …