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SWOT Satellite Delivers First Global Estimates of River Discharge

September 10, 2025

SWOT Satellite Delivers First Global Estimates of River Discharge

A wide River flows surrounded by vegetation.
The Mississippi River.

A study led by an international team of researchers published in Geophysical Research Letters reports the first global estimates of river discharge, the volume of water flowing past a point per unit time, derived from the Surface Water and Ocean Topography (SWOT) satellite by addressing gaps where ground-based gauges that measure water levels in rivers and streams at specific locations are sparse or absent. This research demonstrates that satellite observations could substantially extend our understanding of river flow in hard-to-monitor regions.

By evaluating discharge estimates derived solely from SWOT observations and using the first 15 months of SWOT data (March 2023–July 2024), the team assessed 65 gauged river reaches (∼10-km segments) worldwide. SWOT simultaneously observed water-surface elevation, river width, and slope to estimate discharge without relying on ground-based inputs, then compared those estimates to gauge records—the satellite captured discharge timing and variability, with a median Spearman correlation of 0.73. Performance was strongest on large rivers (e.g., the Mississippi), while some smaller rivers showed bias—for instance, magnitudes were overestimated on France’s Loire. Across sites, the median bias was approximately 50%, primarily attributed to inaccuracies in the prior flow estimates used by the algorithms. Accuracy is expected to improve as algorithms evolve and the record lengthens, and SWOT already delivers estimates for over 11,000 ungauged sites.
 

Six maps in 2 columns, each lettered. Representing SWOT. Several passes over the Ohio River basin. Colored river segments (dark blue = lowest, yellow = highest) with a legend.
 Figure 1. Examples of Surface Water and Ocean Topography discharge (in m3/s) estimates (including conditionally observed reaches) for five satellite overpasses (a–e) and the average of all passes during the science orbit (21 July 2023–21 July 2024, s(f) are shown for 654 reaches across the Ohio River basin, USA. Mean discharge in panel (f) spans from 6,478 with a median value of 197.09 and a standard deviation of 972.6 (11 outliers with discharge 10,000 m3/s) are not shown). The inlay in panel (f) shows the study area outline.

Among the study’s co-authors are three researchers from The Ohio State University’s Byrd Polar and Climate Research Center. Steve Coss, a Research Scientist, contributed to evaluating data quality and model performance. Professor Michael Durand from the School of Earth Sciences serves as the principal investigator at the Byrd Center’s Water Cycle research group, as well as the Center’s Interim Director. Research Associate Bidhyananda Yadav contributed to the data quality assessment and model performance. All are members of the Discharge Algorithms Working Group (DAWG), which converts SWOT observables into discharge estimates and is developing and validating the associated data products. The research confirms that SWOT complements, rather than replaces, stream gauges; it could substantially extend monitoring to remote or politically inaccessible watersheds, informing water management, climate modeling, and ecological assessments. Read more about the study.


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