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 …

Pan evaporation modeling using six different heuristic computing methods in different climates of China

L Wang, O Kisi, M Zounemat-Kermani, H Li - Journal of Hydrology, 2017 - Elsevier
Pan evaporation (Ep) plays important roles in agricultural water resources management.
One of the basic challenges is modeling Ep using limited climatic parameters because there …

Daily pan evaporation modeling from local and cross-station data using three tree-based machine learning models

X Lu, Y Ju, L Wu, J Fan, F Zhang, Z Li - Journal of Hydrology, 2018 - Elsevier
Accurate estimation of pan evaporation (E p) is required for many applications, eg, water
resources management, irrigation system design and hydrological modeling. However, the …

Pan evaporation modeling using four different heuristic approaches

L Wang, Z Niu, O Kisi, D Yu - Computers and Electronics in Agriculture, 2017 - Elsevier
Evaporation plays important roles in regional water resources management, climate change
and agricultural production. This study investigates the abilities of fuzzy genetic (FG), least …

Forecasting monthly pan evaporation using hybrid additive regression and data-driven models in a semi-arid environment

A Elbeltagi, M Al-Mukhtar, NL Kushwaha… - Applied Water …, 2023 - Springer
Exact estimation of evaporation rates is very important in a proper planning and efficient
operation of water resources projects and agricultural activities. Evaporation is affected by …

The superiority of data-driven techniques for estimation of daily pan evaporation

M Kumar, A Kumari, D Kumar, N Al-Ansari, R Ali… - Atmosphere, 2021 - mdpi.com
In the present study, estimating pan evaporation (Epan) was evaluated based on different
input parameters: maximum and minimum temperatures, relative humidity, wind speed, and …

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 …

Modeling pan evaporation using Gaussian process regression K-nearest neighbors random forest and support vector machines; comparative analysis

S Shabani, S Samadianfard, MT Sattari, A Mosavi… - Atmosphere, 2020 - mdpi.com
Evaporation is a very important process; it is one of the most critical factors in agricultural,
hydrological, and meteorological studies. Due to the interactions of multiple climatic factors …

Daily pan evaporation modelling using multi‐layer perceptrons and radial basis neural networks

Ö Kişi - Hydrological Processes: An International Journal, 2009 - Wiley Online Library
This paper reports on investigations of the abilities of three different artificial neural network
(ANN) techniques, multi‐layer perceptrons (MLP), radial basis neural networks (RBNN) and …

Pan evaporation modeling using neural computing approach for different climatic zones

S Kim, J Shiri, O Kisi - Water resources management, 2012 - Springer
The purpose of this study was to develop and apply the neural networks models to estimate
daily pan evaporation (PE) for different climatic zones such as temperate and arid climatic …