Support vector machine enhanced empirical reference evapotranspiration estimation with limited meteorological parameters
In regions where economies that are highly dependent on agricultural activities, estimation
of evapotranspiration is vital for scheduling and managing the water resources. In this study …
of evapotranspiration is vital for scheduling and managing the water resources. In this study …
Modeling reference evapotranspiration using three different heuristic regression approaches
O Kisi - Agricultural Water Management, 2016 - Elsevier
Modeling reference evapotranspiration (ET 0) is important in reservoir management,
planning regional water resources and evaluation of drinking-water supplies. The study …
planning regional water resources and evaluation of drinking-water supplies. The study …
Using MARS, SVM, GEP and empirical equations for estimation of monthly mean reference evapotranspiration
S Mehdizadeh, J Behmanesh, K Khalili - Computers and electronics in …, 2017 - Elsevier
Evapotranspiration is one of the most important components of hydrologic cycle for optimal
management of water resources, especially in arid and semi-arid regions such as Iran. The …
management of water resources, especially in arid and semi-arid regions such as Iran. The …
Modeling daily reference evapotranspiration via a novel approach based on support vector regression coupled with whale optimization algorithm
B Mohammadi, S Mehdizadeh - Agricultural Water Management, 2020 - Elsevier
In achieving water resource management goals such as irrigation scheduling, an accurate
estimate of reference evapotranspiration (ET 0) is critical. Support vector regression (SVR) …
estimate of reference evapotranspiration (ET 0) is critical. Support vector regression (SVR) …
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 …
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 …
Prediction of daily crop reference evapotranspiration (ET0) values through a least-squares support vector machine model
X Guo, X Sun, J Ma - Hydrology Research, 2011 - iwaponline.com
Real-time prediction of daily reference crop evapotranspiration (ET0) is the basis for
estimating crop evapotranspiration and for computing crop irrigation requirements. In recent …
estimating crop evapotranspiration and for computing crop irrigation requirements. In recent …
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 …
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 …
Investigating the roles of different extracted parameters from satellite images in improving the accuracy of daily reference evapotranspiration estimation
Agricultural water management, crop modeling, and irrigation scheduling are all dependent
on the accurate estimation of reference evapotranspiration (ET0). A satellite image can also …
on the accurate estimation of reference evapotranspiration (ET0). A satellite image can also …