Utility of artificial neural networks in modeling pan evaporation in hyper-arid climates

AA Alsumaiei - Water, 2020 - mdpi.com
Evaporation is the major water-loss component of the hydrologic cycle and thus requires …
to model daily pan evaporation rates in hyper-arid climates using artificial neural networks (…

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

M Abed, MA Imteaz, AN Ahmed - Artificial Intelligence Review, 2023 - Springer
… recommends the use of transformer neural networks for … pan evaporation forecasting
modelling? The accuracy and limitations of several modelling techniques used for pan evaporation

Pan evaporation estimation and derivation of explicit optimized equations by novel hybrid meta-heuristic ANN based methods in different climates of Iran

A Seifi, F Soroush - Computers and Electronics in Agriculture, 2020 - Elsevier
… five climate areas (Humid, sub-humid, semi-arid, arid, hyper-arid… classified as: hyper arid
climate (AI < 0.05), arid climate (0.05 < … , a model based on the feed forward neural network was …

Simulation of pan-evaporation using penman and hamon equations and artificial intelligence techniques

AR Ghumman, M Jamaan, A Ahmad, M Shafiquzzaman… - Water, 2021 - mdpi.com
… research on the use of Artificial Neural Networks (ANNs) in simulating pan-evaporation. The
… of ANNs for the estimation of evaporation in hyper-arid zones have been noted by Qasem et …

Simulation of pan evaporation rate by ANN artificial intelligence model in Damghan region

S Shahi, SF Mousavi, K Hosseini - Journal of Soft Computing in Civil …, 2021 - jsoftcivil.com
neural network model. The data applied in this research are daily … in modeling pan evaporation
in these hyper-arid climatic … study is to use ANN (MLP) to model pan evaporation rate at …

Data intelligence model and meta-heuristic algorithms-based pan evaporation modelling in two different agro-climatic zones: a case study from Northern India

NL Kushwaha, J Rajput, A Elbeltagi, AY Elnaggar… - Atmosphere, 2021 - mdpi.com
… examination of the models’ was performed via the use of the Taylor diagram to compare the
… learning methods (ie, MARS, multi-model artificial neural network (MM-ANN), SVM, multi-…

Evaluating three supervised machine learning algorithms (LM, BR, and SCG) for daily pan evaporation estimation in a semi-arid region

P Aghelpour, Z Bagheri-Khalili, V Varshavian… - Water, 2022 - mdpi.com
… is hyper-arid/temperate [41]. The plains of Fars Province are … of MLP neural network for pan
evaporation modeling by changing … to use different activation functions of the MLP model for …

Hydrometeorological drought forecasting in hyper-arid climates using nonlinear autoregressive neural networks

AA Alsumaiei, MS Alrashidi - Water, 2020 - mdpi.com
model predictions. These findings contribute to the development of more efficient drought
forecasting tools for use by water managers in hyper-arid regions… , increased evaporation rates …

Modeling high pan evaporation losses using support vector machine, gaussian processes, and regression tree models

AA Alsumaiei - Journal of Hydrologic Engineering, 2024 - ascelibrary.org
… of the SVM model under hyper-arid conditions at a study site … to the efficiency of the artificial
neural network model. This … in hyper-arid climates. However, a notable drawback of the …

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 and its high impact on climate … of two models of artificial neural
network and Long- Short … predicting complex climate indicators, such as pan evaporation. …