DOI:​10.1016/J.JHYDROL.2011.11.004
Corpus ID: 130802576
Daily reference evapotranspiration modeling by using genetic programming approach in the Basque Country (Northern Spain)
J. Shiri, O. Kisi, +3 authors L. Stuyt
Published 2012
Environmental Science
Journal of Hydrology
Summary Evapotranspiration, as a major component of the hydrological cycle, is of importance for water resources management and development, as well as for estimating the water budget of irrigation… Expand
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123 Citations
Highly Influential Citations
5
Background Citations
16
Methods Citations
28
Results Citations
5
123 Citations
Temperature-based modeling of reference evapotranspiration using several artificial intelligence models: application of different modeling scenarios
H. Sanikhani, O. Kisi, E. Maroufpoor, Z. M. Yaseen
MathematicsTheoretical and Applied Climatology
2018
The establishment of an accurate computational model for predicting reference evapotranspiration (ET0) process is highly essential for several agricultural and hydrological applications, especially… Expand
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Reference evapotranspiration prediction using hybridized fuzzy model with firefly algorithm: Regional case study in Burkina Faso
Hai Tao, Lamine Diop, A. Bodian, Koffi Djaman, Papa Malick Ndiaye, Z. M. Yaseen
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2018
Reference Evapotranspiration (ETo) is one of the major components of the hydrological cycle that is very essential in water resources planning, irrigation and drainage management and several other… Expand
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Modeling daily evapotranspiration in hyper-arid environment using gene expression programming
A. Alazba, M. Yassin, M. Mattar
Environmental Science
Arabian Journal of Geosciences
2016
Accurate estimations of reference evapotranspiration (ETref) are extremely important for maximizing the beneficial use of water and hydrologic applications, particularly in arid and semiarid regions… Expand
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Using gene expression programming in monthly reference evapotranspiration modeling: A case study in Egypt
M. Mattar
Mathematics
2018
The Penman-Monteith FAO-56 equation requires the complete climatic records for estimating reference evapotranspiration (ETo). The present study is aimed at developing and evaluating a gene expression… Expand
34 Citations
The development of evolutionary computing model for simulating reference evapotranspiration over Peninsular Malaysia
Mohd Khairul Idlan Muhammad, Shamsuddin Shahid, Tarmizi Ismail, S. Harun, O. Kisi, Z. M. Yaseen
Theoretical and Applied Climatology
2021
Reference evapotranspiration (ETo) is one of the foremost elements of the hydrology cycle which is essential for water resources management and irrigation applications. The current study is… Expand
Comparison of heuristic and empirical approaches for estimating reference evapotranspiration from limited inputs in Iran
J. Shiri, A. Nazemi, +4 authors P. Martí
Mathematics
2014
Artificial intelligence and empirical ET0 models are evaluated.Local and regional scenarios were developed and tested.GEP outperforms the other applied models in ET0 estimation.Arid regions offer the… Expand
107 Citations
Evaluation of different data management scenarios for estimating daily reference evapotranspiration
J. Shiri, A. Sadraddini, +4 authors G. Landeras
Computer Science
2013
TLDR
Temperature and solar radiation-based modeling procedures are reported in this study for estimating daily reference evapotranspiration by using gene expression programming (GEP) and adaptive neuro-fuzzy inference system (ANFIS) and it is shown that the ANFIS models generally performed better than the GEP models.Expand
27 Citations
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Estimation of reference evapotranspiration in Brazil with limited meteorological data using ANN and SVM – A new approach
L. B. Ferreira, F. F. Cunha, Rubens Alves de Oliveira, E. I. F. Filho
Mathematics
2019
Abstract Reference evapotranspiration (ETo) is a variable of great importance for several purposes, such as hydrological studies and irrigation scheduling. The FAO-56 Penman-Monteith (FAO-56 PM)… Expand
64 Citations
Estimation of Daily Reference Evapotranspiration (ET0) in the North of Algeria Using Adaptive Neuro-Fuzzy Inference System (ANFIS) and Multiple Linear Regression (MLR) Models: A Comparative Study
Ibtissem Ladlani, L. Houichi, Lakhdar Djemili, S. Heddam, Khaled Belouz
Mathematics
2014
The aim of this study is to model the daily reference evapotranspiration (ET0) in the Mediterranean region of Algiers, Algeria country, using Adaptive Neuro-fuzzy inference system (ANFIS) and… Expand
20 Citations
Improved Hargreaves Model Based on Multiple Intelligent Optimization Algorithms to Estimate Reference Crop Evapotranspiration in Humid Areas of Southwest China
Zong-Fan Wu, Ningbo Cui, +5 authors Shidan Zhu
2020
Reference crop evapotranspiration (ET0) is an important indicator for precise regulation of crop water content, irrigation forecast formulation, and regional water resources management. The… Expand
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References
SHOWING 1-10 OF 65 REFERENCES
Genetic Programming‐Based Empirical Model for Daily Reference Evapotranspiration Estimation
Aytac Guven, Ali Aytek, M. I. Yuce, H. Aksoy
Mathematics
2008
Genetic programming (GP) is presented as a new tool for the estimation of reference evapotranspiration by using daily atmospheric variables obtained from the California Irrigation Management… Expand
82 Citations
Forecasting weekly evapotranspiration with ARIMA and artificial neural network models.
G. Landeras, A. Ortiz-Barredo, J. J. López
Engineering
2009
Information about the parameters defining water resources availability is a key factor in their management. Reference evapotranspiration ( ET0 ) prediction is fundamental in planning, design, and… Expand
68 Citations
Co-active neurofuzzy inference system for evapotranspiration modeling
Ali Aytek
Mathematics, Computer ScienceSoft Comput.
2009
TLDR
It is concluded from the results that CANFIS can be proposed as an alternative ET0 model to the existing conventional models. Expand
72 Citations
Generalized regression neural networks for evapotranspiration modelling
Ö. Kisi
Mathematics
2006
Abstract The potential is investigated of the generalized regression neural networks (GRNN) technique in modelling of reference evapotranspiration (ET0) obtained using the FAO Penman-Monteith (PM)… Expand
164 Citations
Evapotranspiration modelling from climatic data using a neural computing technique
O. Kisi
Mathematics
2007
Evapotranspiration is one of the basic components of the hydrologic cycle and essential for estimating irrigation water requirements. This paper investigates the modelling of evapotranspiration using… Expand
148 Citations
Adaptive Neurofuzzy Computing Technique for Evapotranspiration Estimation
O. Kisi, Ozgur Ozturk
Environmental Science
2007
The accuracy of an adaptive neurofuzzy computing technique in estimation of reference evapotranspiration ( ET0 ) is investigated in this paper. The daily climatic data, solar radiation, air… Expand
149 Citations
Comparison of artificial neural network models and empirical and semi-empirical equations for daily reference evapotranspiration estimation in the Basque Country (Northern Spain)
G. Landeras, A. Ortiz-Barredo, J. J. López
Economics
2008
Reference evapotranspiration (ETo) determination is a key factor for water balance and irrigation scheduling. Evapotranspiration can be measured directly by high-cost micrometeorological techniques,… Expand
212 Citations
Temperature-based approaches for estimating reference evapotranspiration
Slaviša Trajković
Environmental Science
2005
The Food and Agriculture Organization of the United Nations (FAO) has proposed using the Penman–Monteith (FAO-56 PM) method as the standard method for estimating reference evapotranspiration ( ET0 )… Expand
222 Citations
Evapotranspiration estimation using feed-forward neural networks
O. Kisi
Mathematics
2006
Two different feed-forward neural network algorithms, Levenberg–Marquardt (LM) and conjugate gradient (CG), are used for estimation of daily reference evapotranspiration (ET) from climatic data. The… Expand
75 Citations
Optimization of Fuzzy Evapotranspiration Model Through Neural Training with Input-Output Examples
L. Odhiambo, R. E. Yoder, D. Yoder, J. Hines
Engineering
2001
In a previous study, we demonstrated that fuzzy evapotranspiration (ET) models can achieve accurate estimation of daily ET comparable to the FAO Penman–Monteith equation, and showed the advantages… Expand
72 Citations
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