Integrating genetic algorithm and support vector machine for modeling daily reference evapotranspiration in a semi-arid mountain area
Z Yin, X Wen, Q Feng, Z He, S Zou, L Yang - Hydrology Research, 2017 - iwaponline.com
Accurate estimation of evapotranspiration is vitally important for management of water
resources and environmental protection. This study investigated the accuracy of integrating …
resources and environmental protection. This study investigated the accuracy of integrating …
Support-vector-machine-based models for modeling daily reference evapotranspiration with limited climatic data in extreme arid regions
X Wen, J Si, Z He, J Wu, H Shao, H Yu - Water resources management, 2015 - Springer
Evapotranspiration is a major factor that controls hydrological process and its accurate
estimation provides valuable information for water resources planning and management …
estimation provides valuable information for water resources planning and management …
[HTML][HTML] 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 …
SVM, ANFIS, regression and climate based models for reference evapotranspiration modeling using limited climatic data in a semi-arid highland environment
The accurate estimation of reference evapotranspiration (ETo) becomes imperative in the
planning and management of irrigation practices. The Penman–Monteith FAO 56 (PMF-56) …
planning and management of irrigation practices. The Penman–Monteith FAO 56 (PMF-56) …
Prediction of hourly actual evapotranspiration using neural networks, genetic programming, and statistical models
Z Izadifar, A Elshorbagy - Hydrological processes, 2010 - Wiley Online Library
The complexity of the evapotranspiration process and its variability in time and space have
imposed some limitations on previously developed evapotranspiration models. In this study …
imposed some limitations on previously developed evapotranspiration models. In this study …
Evapotranspiration modeling using different tree based ensembled machine learning algorithm
The present study investigates and evaluate the scope and potential of modern computing
tools and techniques such as ensembled machine learning methods in estimating ETo. Five …
tools and techniques such as ensembled machine learning methods in estimating ETo. Five …
Assessment of data intelligence algorithms in modeling daily reference evapotranspiration under input data limitation scenarios in semi-arid climatic condition
Crop evapotranspiration is essential for planning and designing an efficient irrigation
system. The present investigation assessed the capability of four machine learning …
system. The present investigation assessed the capability of four machine learning …
[PDF][PDF] Hybrid of artificial neural network-genetic algorithm for prediction of reference evapotranspiration (ET^ sub 0^) in arid and semiarid regions
Evapotranspiration is a principal requirement in designing any irrigation project, especially
in arid and semiarid regions. Precise prediction of Evapotranspiration would reduce the …
in arid and semiarid regions. Precise prediction of Evapotranspiration would reduce the …
Machine learning models for the estimation of monthly mean daily reference evapotranspiration based on cross-station and synthetic data
The estimation of reference evapotranspiration (ET0) is important in hydrology research,
irrigation scheduling design and water resources management. This study explored the …
irrigation scheduling design and water resources management. This study explored the …
A novel integrated method based on a machine learning model for estimating evapotranspiration in dryland
T Fu, X Li, R Jia, L Feng - Journal of Hydrology, 2021 - Elsevier
Evapotranspiration (ET) plays a vital role in the water cycle and energy cycle and serves as
an important linkage between ecological and hydrological processes. Accurate estimation of …
an important linkage between ecological and hydrological processes. Accurate estimation of …