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 …

Evaluating of eight evapotranspiration estimation methods in arid regions of Iran

Z Shirmohammadi-Aliakbarkhani… - Agricultural Water …, 2020 - Elsevier
Evapotranspiration (ET) plays an important role in efficient irrigation and water resources
management. ET can be accurately estimated via the FAO–Penman–Monteith method (ET …

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 …

Comparison of machine learning techniques and spatial distribution of daily reference evapotranspiration in Türkiye

D Yildirim, E Küçüktopcu, B Cemek, H Simsek - Applied Water Science, 2023 - Springer
Reference evapotranspiration (ET0) estimates are commonly used in hydrologic planning
for water resources and agricultural applications. Last 2 decades, machine learning (ML) …

Modeling reference evapotranspiration using a novel regression-based method: radial basis M5 model tree

O Kisi, B Keshtegar, M Zounemat-Kermani… - Theoretical and Applied …, 2021 - Springer
In the current study, an ability of a novel regression-based method is evaluated in modeling
daily reference evapotranspiration (ET0), which is an important issue in water resources …

Modeling monthly reference evapotranspiration process in Turkey: application of machine learning methods

S Bayram, H Çıtakoğlu - Environmental Monitoring and Assessment, 2023 - Springer
In this study, the predictive power of three different machine learning (ML)-based
approaches, namely, multi-gene genetic programming (MGGP), M5 model trees (M5Tree) …

Estimation of daily reference evapotranspiration (ETo) using artificial intelligence methods: Offering a new approach for lagged ETo data-based modeling

S Mehdizadeh - Journal of hydrology, 2018 - Elsevier
Evapotranspiration (ET) is considered as a key factor in hydrological and climatological
studies, agricultural water management, irrigation scheduling, etc. It can be directly …

Pan evaporation modeling using least square support vector machine, multivariate adaptive regression splines and M5 model tree

O Kisi - Journal of Hydrology, 2015 - Elsevier
Pan evaporation (Ep) modeling is an important issue in reservoir management, regional
water resources planning and evaluation of drinking-water supplies. The main purpose of …

Comparison of heuristic and empirical approaches for estimating reference evapotranspiration from limited inputs in Iran

J Shiri, AH Nazemi, AA Sadraddini, G Landeras… - … and Electronics in …, 2014 - Elsevier
Accurate estimation of reference evapotranspiration (ET 0) values is of crucial importance in
hydrology, agriculture and agro-meteorology issues. The present study reports a …

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 …