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) …

Monthly evapotranspiration estimation using optimal climatic parameters: efficacy of hybrid support vector regression integrated with whale optimization algorithm

Y Tikhamarine, A Malik, K Pandey, SS Sammen… - Environmental …, 2020 - Springer
For effective planning of irrigation scheduling, water budgeting, crop simulation, and water
resources management, the accurate estimation of reference evapotranspiration (ET o) is …

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 …

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 …

Estimating daily reference evapotranspiration using hybrid gamma test-least square support vector machine, gamma test-ANN, and gamma test-ANFIS models in an …

A Seifi, H Riahi - Journal of Water and Climate Change, 2020 - iwaponline.com
In this study, a hybrid model of least square support vector machine-gamma test (LSSVM-
GT) is proposed for estimating daily ETo under arid conditions of Zahedan station, Iran …

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 …

A novel hybrid AIG-SVR model for estimating daily reference evapotranspiration

E Mirzania, DK Vishwakarma, QAT Bui… - Arabian Journal of …, 2023 - Springer
Reference evapotranspiration (ETo) simulation is of great importance for various procedures
of the hydrological cycle, irrigation, agronomic management, and planning and …

Support vector machine enhanced empirical reference evapotranspiration estimation with limited meteorological parameters

MY Chia, YF Huang, CH Koo - Computers and Electronics in Agriculture, 2020 - Elsevier
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 …

Development of boosted machine learning models for estimating daily reference evapotranspiration and comparison with empirical approaches

S Mehdizadeh, B Mohammadi, QB Pham, Z Duan - Water, 2021 - mdpi.com
Proper irrigation scheduling and agricultural water management require a precise
estimation of crop water requirement. In practice, reference evapotranspiration (ETo) is firstly …

Application of an artificial intelligence technique enhanced with intelligent water drops for monthly reference evapotranspiration estimation

F Ahmadi, S Mehdizadeh, B Mohammadi… - Agricultural Water …, 2021 - Elsevier
Reference evapotranspiration (ET 0) is one of the most important parameters, which is
required in many fields such as hydrological, agricultural, and climatological studies …