Comparison of SVM, ANFIS and GEP in modeling monthly potential evapotranspiration in an arid region (Case study: Sistan and Baluchestan Province, Iran)

O Mohammadrezapour, J Piri, O Kisi - Water Supply, 2019 - iwaponline.com
Evapotranspiration is an important component in planning and management of water
resources. It depends on climatic factors and the influence of these factors on each other …

Long-term monthly evapotranspiration modeling by several data-driven methods without climatic data

O Kisi, H Sanikhani, M Zounemat-Kermani… - … and Electronics in …, 2015 - Elsevier
In this study, the ability of four different data-driven methods, multilayer perceptron artificial
neural networks (ANN), adaptive neuro-fuzzy inference system (ANFIS) with grid partition …

Comparison of predictions of daily evapotranspiration based on climate variables using different data mining and empirical methods in various climates of Iran

S Sharafi, MM Ghaleni, M Scholz - Heliyon, 2023 - cell.com
To accurately manage water resources, a precise prediction of reference evapotranspiration
(ET ref) is necessary. The best empirical equations to determine ET ref are usually the …

Analysis of potential evapotranspiration using limited weather data

M Valipour - Applied Water Science, 2017 - Springer
The most important weather variations are temperature (T), relative humidity (RH), and wind
speed (u) for evapotranspiration models in limited data conditions. This study aims to …

Comparison of six different soft computing methods in modeling evaporation in different climates

L Wang, O Kisi, M Zounemat-Kermani… - Hydrology and Earth …, 2016 - hess.copernicus.org
Evaporation plays important roles in regional water resources management, terrestrial
ecological process and regional climate change. This study investigated the abilities of six …

Analysis of potential evapotranspiration using 11 modified temperature-based models

M Valipour, S Eslamian - International Journal of Hydrology …, 2014 - inderscienceonline.com
The evapotranspiration was estimated using 11 temperature-based models and was
compared with the FAO Penman-Monteith model. The results showed that the modified …

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 …

Regional estimation of reference evapotranspiration in arid and semiarid regions

AA Sabziparvar, H Tabari - Journal of Irrigation and Drainage …, 2010 - ascelibrary.org
Evapotranspiration is critical to many applications including water resource management,
irrigation scheduling, and environmental studies. Many models based on meteorological …

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 …

Temperature analysis of reference evapotranspiration models

M Valipour - Meteorological Applications, 2015 - Wiley Online Library
Evapotranspiration has a significant role in agricultural and forest meteorology research, the
hydrological cycle, irrigation scheduling and water resources management. Several models …