Regionalization of hydrological modeling for predicting streamflow in ungauged catchments: A comprehensive review

Y Guo, Y Zhang, L Zhang… - Wiley Interdisciplinary …, 2021 - Wiley Online Library
Runoff prediction in ungauged and scarcely gauged catchments is a key research field in
surface water hydrology. There have been numerous studies before and since the launch of …

An overview of current applications, challenges, and future trends in distributed process-based models in hydrology

S Fatichi, ER Vivoni, FL Ogden, VY Ivanov, B Mirus… - Journal of …, 2016 - Elsevier
Process-based hydrological models have a long history dating back to the 1960s. Criticized
by some as over-parameterized, overly complex, and difficult to use, a more nuanced view is …

What role does hydrological science play in the age of machine learning?

GS Nearing, F Kratzert, AK Sampson… - Water Resources …, 2021 - Wiley Online Library
This paper is derived from a keynote talk given at the Google's 2020 Flood Forecasting
Meets Machine Learning Workshop. Recent experiments applying deep learning to rainfall …

Hillslope hydrology in global change research and earth system modeling

Y Fan, M Clark, DM Lawrence… - Water Resources …, 2019 - Wiley Online Library
Abstract Earth System Models (ESMs) are essential tools for understanding and predicting
global change, but they cannot explicitly resolve hillslope‐scale terrain structures that …

The CAMELS data set: catchment attributes and meteorology for large-sample studies

N Addor, AJ Newman, N Mizukami… - Hydrology and Earth …, 2017 - hess.copernicus.org
We present a new data set of attributes for 671 catchments in the contiguous United States
(CONUS) minimally impacted by human activities. This complements the daily time series of …

[HTML][HTML] The CAMELS-CL dataset: catchment attributes and meteorology for large sample studies–Chile dataset

C Alvarez-Garreton, PA Mendoza… - Hydrology and Earth …, 2018 - hess.copernicus.org
We introduce the first catchment dataset for large sample studies in Chile. This dataset
includes 516 catchments; it covers particularly wide latitude (17.8 to 55.0∘ S) and elevation …

Improving AI system awareness of geoscience knowledge: Symbiotic integration of physical approaches and deep learning

S Jiang, Y Zheng, D Solomatine - Geophysical Research …, 2020 - Wiley Online Library
Modeling dynamic geophysical phenomena is at the core of Earth and environmental
studies. The geoscientific community relying mainly on physical representations may want to …

Drought in a human-modified world: reframing drought definitions, understanding, and analysis approaches

AF Van Loon, K Stahl, G Di Baldassarre… - Hydrology and Earth …, 2016 - hess.copernicus.org
In the current human-modified world, or Anthropocene, the state of water stores and fluxes
has become dependent on human as well as natural processes. Water deficits (or droughts) …

Karst water resources in a changing world: Review of hydrological modeling approaches

A Hartmann, N Goldscheider, T Wagener… - Reviews of …, 2014 - Wiley Online Library
Abstract Karst regions represent 7–12% of the Earth's continental area, and about one
quarter of the global population is completely or partially dependent on drinking water from …

A decade of Predictions in Ungauged Basins (PUB)—a review

M Hrachowitz, HHG Savenije, G Blöschl… - Hydrological sciences …, 2013 - Taylor & Francis
Abstract The Prediction in Ungauged Basins (PUB) initiative of the International Association
of Hydrological Sciences (IAHS), launched in 2003 and concluded by the PUB Symposium …