Insights Into Preferential Flow Snowpack Runoff Using Random Forest

Year-to-year changes in preferential flow development in a seasonal snowpack and their dependence on snowpack conditions

(2018) Satoru Yamaguchi et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

The Presence of Hydraulic Barriers in Layered Snowpacks: TOUGH2 Simulations and Estimated Diversion Lengths

(2018) Ryan W. Webb et al.   TRANSPORT IN POROUS MEDIA

The Spatial and Temporal Variability of Meltwater Flow Paths: Insights From a Grid of Over 100 Snow Lysimeters

(2018) R. W. Webb et al.   WATER RESOURCES RESEARCH

Estimating the Performance of Random Forest versus Multiple Regression for Predicting Prices of the Apartments

(2018) Marjan Čeh et al.   ISPRS International Journal of Geo-Information

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

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Projected increases and shifts in rain-on-snow flood risk over western North America

(2018) Keith N. Musselman et al.   Nature Climate Change

Combining Ground-Penetrating Radar With Terrestrial LiDAR Scanning to Estimate the Spatial Distribution of Liquid Water Content in Seasonal Snowpacks

(2018) R. W. Webb et al.   WATER RESOURCES RESEARCH

Simulation of Capillary Overshoot in Snow Combining Trapping of the Wetting Phase with a Non‐Equilibrium Richards Equation Model

(2018) Nicolas R. Leroux et al.   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

Early formation of preferential flow in a homogeneous snowpack observed by micro-CT

(2017) Francesco Avanzi et al.   WATER RESOURCES RESEARCH

Assessing wet snow avalanche activity using detailed physics based snowpack simulations

(2016) N. Wever et al.   GEOPHYSICAL RESEARCH LETTERS

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

Bulk volumetric liquid water content in a seasonal snowpack: modeling its dynamics in different climatic conditions

(2015) Francesco Avanzi et al.   ADVANCES IN WATER RESOURCES

Seasonal and diurnal cycles of liquid water in snow-Measurements and modeling

(2015) A. Heilig et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

A multi-dimensional water transport model to reproduce preferential flow in the snowpack

(2014) Hiroyuki Hirashima et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Measuring Snow Liquid Water Content with Low-Cost GPS Receivers

(2014) Franziska Koch et al.   SENSORS

Extensive liquid meltwater storage in firn within the Greenland ice sheet

(2013) Richard R. Forster et al.   Nature Geoscience

Experimental analysis of preferential flow in dry snowpack

(2012) Takafumi Katsushima et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

An evaluation of the hydrologic relevance of lateral flow in snow at hillslope and catchment scales

(2012) David Eiriksson et al.   HYDROLOGICAL PROCESSES

Greenland ice-sheet contribution to sea-level rise buffered by meltwater storage in firn

(2012) J. Harper et al.   NATURE

Dependence of the water retention curve of snow on snow characteristics

(2012) Satoru Yamaguchi et al.   ANNALS OF GLACIOLOGY

How Well Are We Measuring Snow: The NOAA/FAA/NCAR Winter Precipitation Test Bed

(2011) Roy Rasmussen et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Thermal tracking of meltwater retention in Greenland's accumulation area

(2011) Neil F. Humphrey et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Wet-snow instabilities: comparison of measured and modelled liquid water content and snow stratigraphy

(2011) Christoph Mitterer et al.   ANNALS OF GLACIOLOGY

Water retention curve of snow with different grain sizes

(2010) Satoru Yamaguchi et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Visualizing meltwater flow through snow at the centimetre-to-metre scale using a snow guillotine

(2010) Mark W. Williams et al.   HYDROLOGICAL PROCESSES

A multiple snow layer model including a parameterization of vertical water channel process in snowpack

(2009) Takafumi Katsushima et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

High correlation between winter precipitation and air temperature in heavy-snowfall areas in Japan

(2009) Yukari Takeuchi et al.   ANNALS OF GLACIOLOGY