Optimizing embedded sensor network design for catchment-scale snow-depth estimation using LiDAR and machine learning

The Airborne Snow Observatory: Fusion of scanning lidar, imaging spectrometer, and physically-based modeling for mapping snow water equivalent and snow albedo

(2016) Thomas H. Painter et al.   REMOTE SENSING OF ENVIRONMENT

Application of Metabolic Scaling Theory to reduce error in local maxima tree segmentation from aerial LiDAR

(2014) Tyson L. Swetnam et al.   FOREST ECOLOGY AND MANAGEMENT

Interannual persistence of the seasonal snow cover in a glacierized catchment

(2014) Kay Helfricht et al.   JOURNAL OF GLACIOLOGY

Mountain runoff vulnerability to increased evapotranspiration with vegetation expansion

(2014) Michael L. Goulden et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Lidar measurement of snow depth: a review

(2013) Jeffrey S. Deems et al.   JOURNAL OF GLACIOLOGY

Snow water equivalent in the Sierra Nevada: Blending snow sensor observations with snowmelt model simulations

(2013) Bin Guan et al.   WATER RESOURCES RESEARCH

Inference and uncertainty of snow depth spatial distribution at the kilometre scale in the Colorado Rocky Mountains: the effects of sample size, random sampling, predictor quality, and validation procedures

(2012) J. L. McCreight et al.   HYDROLOGICAL PROCESSES

Design and performance of a wireless sensor network for catchment-scale snow and soil moisture measurements

(2012) Branko Kerkez et al.   WATER RESOURCES RESEARCH

Mountain snow distribution governed by an altitudinal gradient and terrain roughness

(2011) Michael Lehning et al.   GEOPHYSICAL RESEARCH LETTERS

Dynamics of snow ablation in a small Alpine catchment observed by repeated terrestrial laser scans

(2011) Luca Egli et al.   HYDROLOGICAL PROCESSES

Daily streamflow forecasting by machine learning methods with weather and climate inputs

(2011) Kabir Rasouli et al.   JOURNAL OF HYDROLOGY

Soil Moisture Response to Snowmelt and Rainfall in a Sierra Nevada Mixed-Conifer Forest

(2011) Roger C. Bales et al.   VADOSE ZONE JOURNAL

Statistical applications of physically based hydrologic models to seasonal streamflow forecasts

(2011) Eric A. Rosenberg et al.   WATER RESOURCES RESEARCH

Forecasting daily potential evapotranspiration using machine learning and limited climatic data

(2010) Alfonso F. Torres et al.   AGRICULTURAL WATER MANAGEMENT

Spatial interpolation of snow water equivalency using surface observations and remotely sensed images of snow-covered area

(2010) Brian J. Harshburger et al.   HYDROLOGICAL PROCESSES

Comparison of data-driven modelling techniques for river flow forecasting

(2010) Shreenivas Londhe et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Multivariate Bayesian Regression Approach to Forecast Releases from a System of Multiple Reservoirs

(2010) Andres M. Ticlavilca et al.   WATER RESOURCES MANAGEMENT

Embedded-sensor network design for snow cover measurements around snow pillow and snow course sites in the Sierra Nevada of California

(2010) Robert Rice et al.   WATER RESOURCES RESEARCH

A novel method to estimate model uncertainty using machine learning techniques

(2009) Dimitri P. Solomatine et al.   WATER RESOURCES RESEARCH

Effects of vegetation on snow accumulation and ablation in a mid-latitude sub-alpine forest

(2008) K. N. Musselman et al.   HYDROLOGICAL PROCESSES