Mitigating Prediction Error of Deep Learning Streamflow Models in Large Data‐Sparse Regions With Ensemble Modeling and Soft Data

Continental-scale streamflow modeling of basins with reservoirs: towards a coherent deep-learning-based strategy

(2021) Wenyu Ouyang et al.   JOURNAL OF HYDROLOGY

Transferring Hydrologic Data Across Continents – Leveraging Data‐Rich Regions to Improve Hydrologic Prediction in Data‐Sparse Regions

(2021) Kai Ma et al.   WATER RESOURCES RESEARCH

Near-Real-Time Forecast of Satellite-Based Soil Moisture Using Long Short-Term Memory with an Adaptive Data Integration Kernel

(2020) Kuai Fang et al.   JOURNAL OF HYDROMETEOROLOGY

A Rainfall‐Runoff Model With LSTM‐Based Sequence‐to‐Sequence Learning

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

High temporal resolution rainfall–runoff modeling using long-short-term-memory (LSTM) networks

(2020) Wei Li et al.   NEURAL COMPUTING & APPLICATIONS

Enhancing streamflow forecast and extracting insights using long‐short term memory networks with data integration at continental scales

(2020) Dapeng Feng et al.   WATER RESOURCES RESEARCH

Global fully‐distributed parameter regionalization based on observed streamflow from 4229 headwater catchments

(2020) Hylke E. Beck et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

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

(2020) Yuhan Guo et al.   Wiley Interdisciplinary Reviews-Water

Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

(2019) Frederik Kratzert et al.   WATER RESOURCES RESEARCH

Synthetic design hydrographs for ungauged catchments: a comparison of regionalization methods

(2018) Manuela I. Brunner et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

A trans-disciplinary review of deep learning research and its relevance for water resources scientists

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Prolongation of SMAP to Spatiotemporally Seamless Coverage of Continental U.S. Using a Deep Learning Neural Network

(2017) Kuai Fang et al.   GEOPHYSICAL RESEARCH LETTERS

The index gage method to develop a flow duration curve from short-term streamflow records

(2017) Zhenxing Zhang   JOURNAL OF HYDROLOGY

The soil water characteristic as new class of closed-form parametric expressions for the flow duration curve

(2016) M. Sadegh et al.   JOURNAL OF HYDROLOGY

Recent Changes in Land Water Storage and its Contribution to Sea Level Variations

(2016) Yoshihide Wada et al.   SURVEYS IN GEOPHYSICS

Global parameterization and validation of a two-leaf light use efficiency model for predicting gross primary production across FLUXNET sites

(2016) Yanlian Zhou et al.   Journal of Geophysical Research-Biogeosciences

Deep learning

(2015) Yann LeCun et al.   NATURE

The SWOT Mission and Its Capabilities for Land Hydrology

(2015) Sylvain Biancamaria et al.   SURVEYS IN GEOPHYSICS

Optimizing hydrological consistency by incorporating hydrological signatures into model calibration objectives

(2015) Mahyar Shafii et al.   WATER RESOURCES RESEARCH

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

(2013) M. Hrachowitz et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Streamflow Prediction in Ungauged Basins: Review of Regionalization Methods

(2012) Tara Razavi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Regionalization of a conceptual rainfall–runoff model based on similarity of the flow duration curve: A case study from the semi-arid Karkheh basin, Iran

(2010) I. Masih et al.   JOURNAL OF HYDROLOGY

The Soil Moisture Active Passive (SMAP) Mission

(2010) Dara Entekhabi et al.   PROCEEDINGS OF THE IEEE

Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale

(2010) Luis Samaniego et al.   WATER RESOURCES RESEARCH

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

(2009) Hoshin V. Gupta et al.   JOURNAL OF HYDROLOGY

Climate change mitigation through afforestation/reforestation: A global analysis of hydrologic impacts with four case studies

(2008) Antonio Trabucco et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

A process-based diagnostic approach to model evaluation: Application to the NWS distributed hydrologic model

(2008) Koray K. Yilmaz et al.   WATER RESOURCES RESEARCH