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 …

Artificial intelligence models versus empirical equations for modeling monthly reference evapotranspiration

Y Tikhamarine, A Malik, D Souag-Gamane… - … Science and Pollution …, 2020 - Springer
Accurate estimation of reference evapotranspiration (ET o) is profoundly crucial in crop
modeling, sustainable management, hydrological water simulation, and irrigation …

A review of the Artificial Intelligence (AI) based techniques for estimating reference evapotranspiration: Current trends and future perspectives

P Goyal, S Kumar, R Sharda - Computers and Electronics in Agriculture, 2023 - Elsevier
Reference Evapotranspiration (ET o) is a complex, dynamic and non-linear hydrological
process. Accurate estimation of ET o has long been an eminent topic of interest in the …

Decision support system for estimating reference evapotranspiration

BA George, BRS Reddy, NS Raghuwanshi… - Journal of Irrigation …, 2002 - ascelibrary.org
Evapotranspiration (ET) is a major component of the hydrologic cycle and its accurate
estimation is essential for hydrological studies. In the past, various estimation methods have …

Multi-station artificial intelligence based ensemble modeling of reference evapotranspiration using pan evaporation measurements

V Nourani, G Elkiran, J Abdullahi - Journal of Hydrology, 2019 - Elsevier
In this study, different Artificial Intelligence (AI) techniques including Feed Forward Neural
Network (FFNN), Adaptive Neuro Fuzzy Inference System (ANFIS), Support Vector …

Data intelligence and hybrid metaheuristic algorithms-based estimation of reference evapotranspiration

A Elbeltagi, A Raza, Y Hu, N Al-Ansari… - Applied Water …, 2022 - Springer
For developing countries, scarcity of climatic data is the biggest challenge, and model
development with limited meteorological input is of critical importance. In this study, five data …

Estimating daily reference evapotranspiration using a novel hybrid deep learning model

L Xing, N Cui, L Guo, T Du, D Gong, C Zhan, L Zhao… - Journal of …, 2022 - Elsevier
Reference evapotranspiration (ET 0) is usually employed for estimating actual crop ET
together with crop coefficients (K c). However, it is necessary to explore an alternative model …

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 …

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 …

Empirical and learning machine approaches to estimating reference evapotranspiration based on temperature data

MM Reis, AJ da Silva, JZ Junior, LDT Santos… - … and electronics in …, 2019 - Elsevier
The precise estimation of reference evapotranspiration (ET 0) is crucial for the planning and
management of water resources and agricultural production. In this study, the applicability of …