A comprehensive review of artificial intelligence-based methods for predicting pan evaporation rate

M Abed, MA Imteaz, AN Ahmed - Artificial Intelligence Review, 2023 - Springer
This comprehensive study reviews the latest and most popular artificial intelligence (AI)
techniques utilised for estimating pan evaporation (Ep), an essential parameter for water …

Advanced hybrid metaheuristic machine learning models application for reference crop evapotranspiration prediction

RMA Ikram, RR Mostafa, Z Chen, ARMT Islam, O Kisi… - Agronomy, 2022 - mdpi.com
Hybrid metaheuristic algorithm (MA), an advanced tool in the artificial intelligence field,
provides precise reference evapotranspiration (ETo) prediction that is highly important for …

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 …

Predicting daily reference evapotranspiration rates in a humid region, comparison of seven various data-based predictor models

P Aghelpour, R Norooz-Valashedi - Stochastic Environmental Research …, 2022 - Springer
The reference crop evapotranspiration (ET0) is one of the major components of the
hydrological cycle, and its prediction is of great importance in agricultural operations …

Water quality prediction of the yamuna river in India using hybrid neuro-fuzzy models

O Kisi, KS Parmar, A Mahdavi-Meymand, RM Adnan… - Water, 2023 - mdpi.com
The potential of four different neuro-fuzzy embedded meta-heuristic algorithms, particle
swarm optimization, genetic algorithm, harmony search, and teaching–learning-based …

Comparison of DEEP-LSTM and MLP models in estimation of evaporation pan for arid regions

A Samii, H Karami, H Ghazvinian, A Safari… - Journal of Soft …, 2023 - jsoftcivil.com
The importance of evaporation estimation in water resources and agricultural studies is
undeniable. Evaporation pans (EP) are used as an indicator to determine the evaporation of …

Evaporation prediction with wavelet-based hyperparameter optimized K-nearest neighbors and extreme gradient boosting algorithms in a semi-arid environment

OM Katipoğlu - Environmental Processes, 2023 - Springer
The study aims to reveal which mother wavelet type performs best in evaporation prediction.
This study used a hybrid algorithm that combined K-Nearest Neighbors (KNN), Extreme …

[HTML][HTML] Hybridized adaptive neuro-fuzzy inference system with metaheuristic algorithms for modeling monthly pan evaporation

RM Adnan Ikram, A Jaafari, SG Milan, O Kisi… - Water, 2022 - mdpi.com
Precise estimation of pan evaporation is necessary to manage available water resources. In
this study, the capability of three hybridized models for modeling monthly pan evaporation …

Pan evaporation forecasting using empirical and ensemble empirical mode decomposition (EEMD) based data-driven models in the Euphrates sub-basin, Turkey

C Sezen - Earth Science Informatics, 2023 - Springer
Forecasting evaporation, an important variable in the hydrological cycle, is crucial for
managing water resources and taking precautions against severe phenomena, such as …

A holistic view of sustainability in water resources management in the European Union: challenges and threats

K Jam, A Noroozi, SH Mosavi - Environment, Development and …, 2023 - Springer
Sustainable development is a new way to achieve human aspirations while preserving
scarce resources and making opportunities for the future. Water resource management is an …