[HTML][HTML] A brief review of random forests for water scientists and practitioners and their recent history in water resources

H Tyralis, G Papacharalampous, A Langousis - Water, 2019 - mdpi.com
Random forests (RF) is a supervised machine learning algorithm, which has recently started
to gain prominence in water resources applications. However, existing applications are …

Remote sensing of earth's energy budget: Synthesis and review

S Liang, D Wang, T He, Y Yu - International Journal of Digital Earth, 2019 - Taylor & Francis
The Earth's climate is largely determined by its energy budget. Since the 1960s, satellite
remote sensing has been used in estimating these energy budget components at both the …

Complementary‐relationship‐based modeling of terrestrial evapotranspiration across China during 1982–2012: Validations and spatiotemporal analyses

N Ma, J Szilagyi, Y Zhang, W Liu - Journal of Geophysical …, 2019 - Wiley Online Library
Having recognized the limitations in spatial representativeness and/or temporal coverage of
(i) current ground ETa observations and (ii) land surface model‐and remote sensing‐based …

[HTML][HTML] A harmonized global land evaporation dataset from model-based products covering 1980–2017

J Lu, G Wang, T Chen, S Li, DFT Hagan… - Earth System …, 2021 - essd.copernicus.org
Land evaporation (ET) plays a crucial role in the hydrological and energy cycle. However,
the widely used model-based products, even though helpful, are still subject to great …

[HTML][HTML] Recent advances in evapotranspiration estimation using artificial intelligence approaches with a focus on hybridization techniques—a review

MY Chia, YF Huang, CH Koo, KF Fung - Agronomy, 2020 - mdpi.com
Difficulties are faced when formulating hydrological processes, including that of
evapotranspiration (ET). Conventional empirical methods for formulating these possess …

Uncertainty assessment of satellite remote-sensing-based evapotranspiration estimates: a systematic review of methods and gaps

BN Tran, J Van Der Kwast, S Seyoum… - Hydrology and Earth …, 2023 - hess.copernicus.org
Satellite remote sensing (RS) data are increasingly being used to estimate total evaporation,
often referred to as evapotranspiration (ET), over large regions. Since RS-based ET (RS-ET) …

Evaluation of seven satellite-based and two reanalysis global terrestrial evapotranspiration products

Z **e, Y Yao, Q Tang, M Liu, JB Fisher, J Chen… - Journal of …, 2024 - Elsevier
Although comprehensive evaluation of different types of global terrestrial evapotranspiration
(ET) products has been conducted, the satellite remote sensing techniques have prompted …

A classification-based spatiotemporal adaptive fusion model for the evaluation of remotely sensed evapotranspiration in heterogeneous irrigated agricultural area

S Wang, C Wang, C Zhang, J Xue, P Wang… - Remote Sensing of …, 2022 - Elsevier
Remotely sensed evapotranspiration (ET) with high spatial and temporal resolution is
frequently required to understand the regional hydrological processes, particularly in …

[HTML][HTML] Comprehensive evaluation of terrestrial evapotranspiration from different models under extreme condition over conterminous United States

X Yu, L Qian, X Hu, J Dong, Y Pi, K Fan - Agricultural Water Management, 2023 - Elsevier
Terrestrial evapotranspiration (ET) is a key process in the water, energy, and carbon cycles.
ET products are becoming more widely accessible with the development of remotely sensed …

[HTML][HTML] Remote sensing technology in the construction of digital twin basins: Applications and prospects

X Wu, G Lu, Z Wu - Water, 2023 - mdpi.com
A digital twin basin serves as a virtual representation of a physical basin, enabling
synchronous simulation, virtual–real interaction, and iterative optimization. The construction …