An interpretable machine learning approach based on DNN, SVR, Extra Tree, and XGBoost models for predicting daily pan evaporation

A El Bilali, T Abdeslam, N Ayoub, H Lamane… - Journal of …, 2023 - Elsevier
Evaporation is an important hydrological process in the water cycle, especially for water
bodies. Machine Learning (ML) models have become accurate and powerful tools in …

Past (1971–2018) and future (2021–2100) pan evaporation rates in the Czech Republic

M Mozny, M Trnka, V Vlach, A Vizina, V Potopova… - Journal of …, 2020 - Elsevier
Evaporation from open water surfaces is often estimated based on the pan evaporation (E
pan), which is an essential measure for estimating atmospheric evaporative demand. Within …

Change and attribution of pan evaporation throughout the Qinghai‐Tibet Plateau during 1979–2017 using China meteorological forcing dataset

T Yao, H Lu, Q Yu, W Feng… - International Journal of …, 2022 - Wiley Online Library
Pan evaporation (E pan) analysis in the Qinghai‐Tibet Plateau (QTP) is important for
improving the understanding of the climatic and environmental changes in the QTP and …

Deriving a high-quality daily dataset of large-pan evaporation over China using a hybrid model

J Du, X Xu, H Liu, L Wang, B Cui - Water Research, 2023 - Elsevier
Global warming is expected to increase the atmospheric evaporative demand and make
more surface water for evapotranspiration, aggerating water sources' social and ecological …

Deriving a long-term pan evaporation reanalysis dataset for two Chinese pan types

K Wang, X Liu, Y Li, X Yang, P Bai, C Liu, F Chen - Journal of Hydrology, 2019 - Elsevier
A long-term continuous and consistent pan evaporation (E pan) reanalysis dataset will
augment the analysis of E pan distributions when the observation network is discontinuous …

Response of Global Runoff Components to Rising CO2

H Wang, X Liu, K Wang, C Liu - Earth's Future, 2024 - Wiley Online Library
Rising atmospheric CO2 is anticipated to influence global runoff through its radiative effect
and physiological effect, thereby resulting in profound impacts on water availability and …

Pan coefficient sensitivity to environment variables across China

K Wang, X Liu, W Tian, Y Li, K Liang, C Liu, Y Li… - Journal of …, 2019 - Elsevier
Data of open water evaporation (E ow), such as evaporation of lake and reservoir, have
been widely used in hydraulic and hydrological engineering projects, and water resources …

Observed decreasing trend in pan evaporation in a tropical rainforest region during 1959–2021

Y **, Y Zhang, X Yang, M Zhang, XB Guo… - Journal of Plant …, 2024 - academic.oup.com
Pan evaporation (E pan) is a critical measure of the atmospheric evaporation demand.
Analyzing meteorological data from the Tropical Rainforest Comprehensive Meteorological …

The unignorable impacts of pan wall on pan evaporation dynamics

K Wang, X Liu, C Liu, X Yang, P Bai, Y Li… - Agricultural and Forest …, 2019 - Elsevier
Open water evaporation (E ow), such as evaporation of lake and reservoir, is typically
estimated by observations of different pans. The observation networks of pan evaporation (E …

Water temperature characteristics of evaporation ponds with different areas and improvement of Penman model

J CHEN, S ZHANG, Q DU, J XUE… - Advances in Water Science, 2024 - skxjz.nhri.cn
By analyzing the water temperature characteristics of evaporation ponds, we can deeply
understand the energy balance characteristics of evaporation ponds, study the calculation …