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USGS Publications Warehouse

Neutron scattering reveals fractionation of natural gas mixtures in unconventional petroleum reservoir pores: Perspectives on energy resource recovery and storage Summaries of goals, actions, and information needs by management entity Spawning habitat suitability models for Lake Erie cisco (Coregonus artedi) during the historical period of pre- and post-population declines 1877–1957 Inland recreational fisheries harvest far exceeds reported inland harvest in the United States Abundance and movement patterns of fish accessing a reconnected Lake Erie coastal wetland: Insights from high-resolution sonar data Ecology of Lake Erie – Wetlands and lake-wide planktonic communities: A synthesis The WOAH global wildlife health collaborating centre network (WOAH-WildNet): A coordinated and transformative approach to global wildlife health challenges Tsunami hazards posed by sublacustrine landslides in Lake Quinault, Washington State Detecting bumble bees in the wild using environmental DNA: Development and validation of a qPCR assay for the endangered Franklin’s bumble bee (Bombus franklini) Critical minerals in zinc ore—An update on Earth Mapping Resources Initiative Research in the Boulder Batholith region, Montana Computation of regional groundwater budgets for the Virginia Coastal Plain aquifer system Historical ice jams and associated environmental conditions on Osoyoos Lake A roadmap for implementing the Emergency Recovery Plan for freshwater biodiversity Arsenic and isotope concentrations in the lower Platte River valley of eastern Nebraska, early 1970s to 2023 Geochemical disequilibrium at the brittle-ductile transition Seabed maps showing topography, ruggedness, backscatter intensity, sediment mobility, and the distribution of geologic substrates in quadrangle 3 of the Stellwagen Bank National Marine Sanctuary region offshore of Boston, Massachusetts Co-occurrence of pesticides and pharmaceuticals and personal care products (PPCPs) across Zostera marina (common eelgrass) communities Range-wide relative abundance of the Appalachian grizzled skipper (<i>Pyrgus centaureae wyandot</i>) in the Eastern United States Geochemical, mineralogical, and isotopic evidence for multi-stage genesis of the Hicks Dome REE + Y-HFSE-fluorite deposit, Illinois, USA Status and trends of pelagic and benthic prey fish populations in Lake Michigan, 2025 Continuous and high-resolution longitudinal profiles of the water surface and riverbed elevation for 282 miles of the Colorado River from Lees Ferry to Pearce Ferry, Arizona, 2021 Biochar modulates the dynamics of legacy nutrients in enhancing soil health and crop productivity Tracking toxins: A pilot investigation of cyanotoxins in north-central Tennessee’s surface waters and wells Waves, watersheds, and sediment in a coral reef embayment: Towards parsimonious models of accumulation and composition High-resolution transboundary vegetation community maps of the Sonoran and Mojave Desert ecoregion to support critical landscape conservation planning and habitat management needs Rearing method has limited effect on post-release movement of reintroduced age-0 Lake Sturgeon Critical minerals memory match game Indicators of mercury concentration in Lake Trout: Can fish location and appearance provide information to anglers to reduce their exposure? Ecology of reintroduced Rocky Mountain bighorn sheep in Dinosaur National Monument Modeling the seasonality of wind-driven hydrocarbon waves in Titan’s polar lakes
Remotely sensed surface water storage shows distinct patt...
Arushi Khare · 2026-06-09 · via USGS Publications Warehouse

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Abstract

Quantifying and projecting the downstream benefits of water stored in lakes and wetlands (SWstorage) requires watershed hydrologic models, which often parameterize surface water storage in topographic depressions using static digital elevation model (DEM) data. Calibration and validation of modeled SWstorage dynamics using external data sets is uncommon, particularly across major river basins, with model calibration typically focused on observed discharge. Here, we develop and assess a novel remote sensing-based (RS) SWstorage data set (Sentinel-1 and Sentinel-2) for verifying simulated SWstorage estimates from a Soil and Water Assessment Tool (SWAT) model of the Upper Mississippi River Basin (UMRB; ∼440,000 km2). Our results suggest that static DEM-based parameterization as well as model calibration based solely on discharge do not adequately capture spatial and temporal SWstorage dynamics in the UMRB. Mean SWstorage as estimated by SWAT was 74% ± 122% (mean ± standard deviation) higher than RS SWstorage, where SWstorage in SWAT was underestimated in wetland-rich subbasins and overestimated in agricultural, tile-drained subbasins. Time series of SWAT SWstorage and RS SWstorage were positively correlated in only 38.8% of subbasins. As RS SWstorage is also vulnerable to error, storage estimates were compared to bathymetric data in select small wetlands. While uncertainty remains in the conversion from extent to storage for RS SWstorage, the method and data set presented here are a promising option for improved parameterization and calibration of SWstorage processes in SWAT and other process-based hydrologic models. Further consideration of these storage processes can potentially improve the accuracy of simulated streamflow in wetland-rich model domains.

Suggested Citation

Dolan, W., Vanderhoof, M.K., Christensen, J.R., Golden, H.E., Lane, C.R., Rajib, A., Keenan, W., Zheng, Q., and Khare, A., 2026, Remotely sensed surface water storage shows distinct patterns from SWAT-simulated data: Water Resources Research, v. 62, no. 6, e2025WR040206, 22 p., https://doi.org/10.1029/2025WR040206.

ISSN: 1944-7973 (online)

Study Area

Publication type Article
Publication Subtype Journal Article
Title Remotely sensed surface water storage shows distinct patterns from SWAT-simulated data
Series title Water Resources Research
DOI 10.1029/2025WR040206
Volume 62
Issue 6
Publication Date June 08, 2026
Year Published 2026
Language English
Publisher American Geophysical Union
Contributing office(s) Geosciences and Environmental Change Science Center
Description e2025WR040206, 22 p.
Country United States
State Illinois, Indiana, Iowa, Minnesota, Missouri, South Dakota, Wisconsin
Additional publication details