Zakharova, E., Fenoglio-Marc, L., Nielsen, K., Thorne, Peter, Restano, M. and Benveniste, J. (2026) Exploring the potential of Sentinel-3 and Sentinel-6 SAR altimetry measurements for discharge estimation: Case studies from the Rhine and Po rivers. Journal of Hydrology, 670 (135211). pp. 1-16. ISSN 00221694
Preview
Available under License Creative Commons Attribution Non-commercial Share Alike.
Download (10MB) | Preview
Abstract
River discharge is an Essential Climate Variable important for many climate and socio-economical applications. The relative paucity of in situ river discharge data makes the development of satellite-based methods for discharge estimation attractive. The main approaches rely on a combination of satellite altimetry, providing the measurements of river water level, and optical satellite sensors, allowing the estimation of river width, and on conversion of these parameters to the discharge. The present paper explores the potential of Sentinel-3A & B and Sentinel-6 SAR altimetry missions for discharge estimation using the Rhine and Po Rivers as a case study. We explore the effect of different approaches of discharge estimation and altimetry data treatment on the accuracy of the obtained discharge. We show that enhanced high-resolution 80 Hz processing of SAR altimetry signal as well as rigorous satellite data selection and filtering protocols, are both beneficial for the accuracy of the water level and the resulting discharge retrieval. Depending on the water level product, an accuracy of 4–16%, expressed as Normalised Root Mean Square Error (NRMSE), is achieved with an empirical rating curve, constructed between each water level dataset and simultaneous in situ discharge measurements. With a physical method, based on the Manning equation, an accuracy of 11–26% NRMSE is attained. The latter improves to 8–22% after introducing the variable channel roughness term into the Manning equation. We also demonstrate that for the medium-size Rhine and Po Rivers the errors of 10% (NRMSE) can be potentially achieved with a semi-empirical approach of the discharge estimation based on simplified physical laws (called here Bjerklie equation) after regional adjustment of both conductance and exponential parameters of the equation. We conclude that if similar accuracy will be attained in future for other medium-sized European rivers, such high-quality SAR altimetry-based ECV discharge products would be able to detect the 4–15% of discharge change, which is projected to 2080 in Europe in the intermediate IPCC Shared Socio-economic Pathway scenario SSP2-4.5.
| Item Type: | Article |
|---|---|
| Additional Information: | The study is run in the framework of the Sentinel-3 and CryoSat SAR/SARin Radar Altimetry for Coastal Zone and Inland Water (HYDROCOASTAL) Project (2019-2023), funded by ESA Contract 4000129872/20/I-DT, within the EO Science for Society/FutureEO programme element ot the Earth Observation Envelope Programme (EOEP-5). An International Fellowship, Projekt Hydrorhine, was granted to E. Zahkarova by the University of Bonn through the Programms Bonn International Fellowships. The Bonn contribution to this study is within the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) – SFB 1502/1–2022 - Projektnummer: 450058266. Part of this study is performed within the Project DETECT B01 funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) – SFB 1502/1–2022 – 45005826. The GermanFederal Institute of Hydrology (BfG) provided in-situ data of the river Rhine |
| Keywords: | River discharge; SAR altimetry; Sentinel-3; Sentinel-6; Medium-size rivers; |
| Academic Unit: | Faculty of Social Sciences > Geography Faculty of Social Sciences > Research Institutes > Irish Climate Analysis and Research Units, ICARUS |
| Item ID: | 21534 |
| Identification Number: | 10.1016/j.jhydrol.2026.135211 |
| Depositing User: | ICARUS Geography |
| Date Deposited: | 12 May 2026 11:38 |
| Journal or Publication Title: | Journal of Hydrology |
| Publisher: | Elsevier |
| Refereed: | Yes |
| Related URLs: | |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
Downloads
Downloads per month over past year
Share and Export
Share and Export