Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

The Role of Snowmelt and Subsurface Heterogeneity in Headwater Hydrology of a Mountainous Catchment in Colorado: A Model‐Data Integration Approach

Journal Article · · Water Resources Research
DOI:https://doi.org/10.1029/2025wr040651· OSTI ID:3014172
 [1];  [2];  [3];  [2];  [2];  [4];  [5];  [2];  [6];  [7];  [8];  [9];  [2];  [2]
  1. University of Connecticut, Storrs, CT (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
  2. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
  3. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); University of Pennsylvania, Philadelphia, PA (United States)
  4. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); North Carolina State University, Raleigh, NC (United States)
  5. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); University of Bremen (Germany)
  6. Massachusetts Institute of Technology (MIT), Cambridge, MA (United States)
  7. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Massachusetts Institute of Technology (MIT), Cambridge, MA (United States)
  8. Desert Research Institute (DRI), Reno, NV (United States)
  9. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Rocky Mountain Biological Laboratory, Crested Butte, CO (United States)
Mountainous headwater streams are sustained by both snowmelt‐driven streamflow and groundwater discharge in the Upper Colorado River Basin. However, predicting headwater stream discharge magnitude and peak flow timing is challenging in mountainous terrains, where snowmelt rates vary with vegetation type and elevation, and heterogeneous subsurface physical properties influence groundwater storage and its release. We used a model‐data integration approach to investigate the roles of snowmelt and subsurface structure in stream discharge and groundwater level. We ran an ensemble of 100 integrated surface‐subsurface hydrologic models for a mountainous headwater catchment near Crested Butte, Colorado, USA. We also evaluated and calibrated these models against observed data sets, including snow depth measurements using distributed temperature probes, stream discharge, and groundwater levels. Calibration with multiple data sources using neural density estimators has further constrained uncertainty in subsurface properties and snowmelt rates. Results indicated that observed slower snowmelt rates in evergreen forests delayed the peak flow and baseflow onset. In upstream areas with lower subsurface permeability, water was stored within the subsurface but was not released as interflow or shallow groundwater flow, and thereby not contributing to downstream streamflow during recession limb periods. Double peaks in groundwater occurred in areas with spatial subsurface heterogeneity, in our case due to the contrast between granodiorite and Mancos shale. These process‐based insights into groundwater and snowmelt dynamics in mountainous headwaters will help improve predictions of headwater hydrology.
Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
National Energy Research Scientific Computing Center (NERSC); USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities (SUF); USDOE Office of Science (SC), Biological and Environmental Research (BER). Earth & Environmental Systems Science (EESS)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
3014172
Journal Information:
Water Resources Research, Journal Name: Water Resources Research Journal Issue: 10 Vol. 61; ISSN 1944-7973; ISSN 0043-1397
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (44)

A global soil data set for earth system modeling journal March 2014
Assessing the impact of model spin-up on surface water-groundwater interactions using an integrated hydrologic model journal March 2014
Principal Component Geostatistical Approach for large-dimensional inverse problems journal July 2014
Hydrological partitioning in the critical zone: Recent advances and opportunities for developing transferable understanding of water cycle dynamics: CRITICAL ZONE HYDROLOGY journal September 2015
How preferential flow delivers pre‐event groundwater rapidly to streams journal July 2019
Influence of groundwater and topography on stream drying in semi‐arid headwater streams journal May 2021
Low-cost monitoring of snow height and thermal properties with inexpensive temperature sensors journal December 2010
Effects of changes in winter snowpacks on summer low flows: case studies in the Sierra Nevada, California, USA: WINTER SNOWPACKS AND SUMMER LOW FLOWS journal August 2013
Lower forest density enhances snow retention in regions with warmer winters: A global framework developed from plot-scale observations and modeling: Forests and Snow Retention journal October 2013
The Ensemble Kalman Filter: theoretical formulation and practical implementation journal November 2003
Coupling surface flow and subsurface flow in complex soil structures using mimetic finite differences journal October 2020
Ensemble smoother with multiple data assimilation journal June 2013
DGSA: A Matlab toolbox for distance-based generalized sensitivity analysis of geoscientific computer experiments journal December 2016
A stream-aligned mixed polyhedral meshing strategy for integrated surface-subsurface hydrological models journal June 2024
Review of spatial variability of snowpack properties and its importance for avalanche formation journal February 2008
Watershed Workflow: A toolset for parameterizing data-intensive, integrated hydrologic models journal November 2022
A manifesto for the equifinality thesis journal March 2006
Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling journal October 2009
Forest canopy effects on snow accumulation and ablation: An integrative review of empirical results journal October 2010
Storage controls on the generation of double peak hydrographs in a forested headwater catchment journal December 2016
Continental-scale streamflow modeling of basins with reservoirs: Towards a coherent deep-learning-based strategy journal August 2021
Evaluation of distributed process-based hydrologic model performance using only a priori information to define model inputs journal March 2023
The Airborne Snow Observatory: Fusion of scanning lidar, imaging spectrometer, and physically-based modeling for mapping snow water equivalent and snow albedo journal October 2016
Snow water equivalent interpolation for the Colorado River Basin from snow telemetry (SNOTEL) data: SNOW WATER EQUIVALENT FROM SNOTEL DATA journal August 2003
Getting the right answers for the right reasons: Linking measurements, analyses, and models to advance the science of hydrology: GETTING THE RIGHT ANSWERS FOR THE RIGHT REASONS journal March 2006
Hierarchical Bayesian Inversion of Global Variables and Large‐Scale Spatial Fields journal April 2022
Differentiable, Learnable, Regionalized Process‐Based Models With Multiphysical Outputs can Approach State‐Of‐The‐Art Hydrologic Prediction Accuracy journal October 2022
Local Topography and Streambed Hydraulic Conductivity Influence Riparian Groundwater Age and Groundwater‐Surface Water Connection journal September 2023
Leveraging Groundwater Dynamics to Improve Predictions of Summer Low‐Flow Discharges journal August 2023
Variations in Bedrock and Vegetation Cover Modulate Subsurface Water Flow Dynamics of a Mountainous Hillslope journal February 2024
Quantifying Groundwater Response and Uncertainty in Beaver‐Influenced Mountainous Floodplains Using Machine Learning‐Based Model Calibration journal September 2025
The Role of Bedrock Circulation Depth and Porosity in Mountain Streamflow Response to Prolonged Drought journal February 2025
Advancing the Understanding of Snow Accumulation, Melting, and Associated Thermal Insulation Using Spatially Dense Snow Depth and Temperature Time Series journal April 2025
The frontier of simulation-based inference journal May 2020
Sensitivities of groundwater-streamflow interaction to global climate change journal October 1996
Pervasive changes in stream intermittency across the United States journal July 2021
Surface parameters and bedrock properties covary across a mountainous watershed: Insights from machine learning and geophysics journal March 2022
Ephemeral stream water contributions to United States drainage networks journal June 2024
Inverse Problem Theory and Methods for Model Parameter Estimation book January 2005
Approximate Bayesian Computation journal January 2013
Snow Depth Datasets for Snodgrass Catchment, Colorado, Water Year 2022-2023 dataset January 2025
Groundwater elevation data for monitoring wells within the East and Taylor River basins, Colorado (USA) dataset January 2025
Forest impacts on snow accumulation and melt in a semi-arid mountain environment journal November 2022
Low-Power, Flexible Sensor Arrays with Solderless Board-to-Board Connectors for Monitoring Soil Deformation and Temperature journal April 2022

Similar Records

On the emergent scale of bedrock groundwater contribution to headwater mountain streams
Journal Article · Mon Jul 14 20:00:00 EDT 2025 · Frontiers in Water · OSTI ID:3005530

Soil frost controls streamflow generation processes in headwater catchments
Journal Article · Tue Dec 06 19:00:00 EST 2022 · Journal of Hydrology · OSTI ID:1966294

Related Subjects