The DOI matches its Crossref record.
River monitoring from satellite radar altimetry in the Zambezi River basin
Published version of a preprint
Abstract
Abstract. Satellite radar altimetry can be used to monitor surface water levels from space. While current and past altimetry missions were designed to study oceans, retracking the waveforms returned over land allows data to be retrieved for smaller water bodies or narrow rivers. The objective of this study is the assessment of the potential for river monitoring from radar altimetry in terms of water level and discharge in the Zambezi River basin. Retracked Envisat altimetry data were extracted over the Zambezi River basin using a detailed river mask based on Landsat imagery. This allowed for stage measurements to be obtained for rivers down to 80 m wide with an RMSE relative to in situ levels of 0.32 to 0.72 m at different locations. The altimetric levels were then converted to discharge using three different methods adapted to different data-availability scenarios: first with an in situ rating curve available, secondly with one simultaneous field measurement of cross-section and discharge, and finally with only historical discharge data available. For the two locations at which all three methods could be applied, the accuracies of the different methods were found to be comparable, with RMSE values ranging from 4.1 to 6.5% of the mean annual in situ gauged amplitude for the first method and from 6.9 to 13.8% for the second and third methods. The precision obtained with the different methods was analyzed by running Monte Carlo simulations and also showed comparable values for the three approaches with standard deviations found between 5.7 and 7.2% of the mean annual in situ gauged amplitude for the first method and from 8.7 to 13.0% for the second and third methods.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“In practice, prior discharge information from in situ networks28,42 or distributed calibrated hydrological and/or hydraulic models24–26,43–47 can be used to optimize robust stage-discharge rating curves with altimetric data.”
From Global scale river discharge and mean depth from radar altimetry and model (2026) · cites this paper as [43]
In the citing paper
“The simplicity and flexibility of this formulation make it suitable for a wide variety of river cross-sections and flow conditions, and a similar formulation for relating WSE from nadir altimetry and discharge (from both simulations and in situ) was already successfully applied in several cases26,43,52.”
From Global scale river discharge and mean depth from radar altimetry and model (2026) · cites this paper as [43]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
No references could be resolved yet.
Research works printed but not linked: 33
- Andreadis, K. M., Clark, E. A., Lettenmaier, D. P., and Alsdorf, D. E.: Prospects for river discharge and depth estimation through assimilation of swath-altimetry into a raster-based hydrodynamics model, Geophys. Res. Lett., 34, L10403, https://doi.org/10.1029/2007GL029721, 2007. · DOI · Paper page
- Aubert, D., Loumagne, C., and Oudin, L.: Sequential assimilation of soil moisture and streamflow data in a conceptual rainfall-runoff model, J. Hydrol., 280, 145–161, 2003. · DOI · Paper page
- Berry, P. A. M., Garlick, J. D., Freeman, J. A., and Mathers, E. L.: Global inland water monitoring from multi-mission altimetry, Geophys. Res. Lett., 32, L16401, https://doi.org/10.1029/2005GL022814, 2005. · doi:10.1029/2005gl022814
- Biancamaria, S., Durand, M., Andreadis, K. M., Bates, P. D., Boone, A., Mognard, N. M., Rodriguez, E., Alsdorf, D. E., Lettenmaier, D. P., and Clark, E. A.: Assimilation of virtual wide swath altimetry to improve Arctic river modeling, Remote Sensing of Environment, 115, 373–381, 2011. · DOI · Paper page
- Birkett, C. M.: The contribution of TOPEX/POSEIDON to the global monitoring of climatically sensitive lakes, J. Geophys. Res.-Oceans, 100, 25179–25204, 1995. · DOI · Paper page
- Birkett, C. M.: Contribution of the TOPEX NASA radar altimeter to the global monitoring of large rivers and wetlands, Water Resour. Res., 34, 1223–1239, 1998. · DOI · Paper page
- Birkett, C. M.: Synergistic remote sensing of Lake Chad: Variability of basin inundation, Remote Sens. Environ., 72, 218–236, 2000. · DOI · Paper page
- Birkinshaw, S. J., O'Donnell, G. M., Moore, P., Kilsby, C. G., Fowler, H. J., and Berry, P. A. M.: Using satellite altimetry data to augment flow estimation techniques on the Mekong River, Hydrol. Process., 24, 3811–3825, 2010. · DOI · Paper page
- Bjerklie, D. M., Dingman, S. L., Vorosmarty, C. J., Bolster, C. H., and Congalton, R. G.: Evaluating the potential for measuring river discharge from space, J. Hydrol., 278, 17–38, 2003. · DOI · Paper page
- Calmant, S., Seyler, F., and Cretaux, J. F.: Monitoring Continental Surface Waters by Satellite Altimetry, Surv. Geophys., 29, 247–269, 2008. · DOI · Paper page
- Chow, V. T., Maidment, D. R., and Mays, L. W.: Applied hydrology, McGraw-Hill series in water resources and environmental engineering, McGraw-Hill, New York, 1988.
- Dingman, S. L.: Physical hydrology, Prentice Hall, Upper Saddle River, NJ, 2002.
- Dingman, S. L. and Sharma, K. P.: Statistical development and validation of discharge equations for natural channels, J. Hydrol., 199, 13–35, 1997. · DOI
- Durand, M., Fu, L. L., Lettenmaier, D. P., Alsdorf, D. E., Rodriguez, E., and Esteban-Fernandez, D.: The Surface Water and Ocean Topography Mission: Observing Terrestrial Surface Water and Oceanic Submesoscale Eddies, Proceedings of the Ieee, 98, 766–779, 2010. · DOI · Paper page
- Farr, T. G., Rosen, P. A., Caro, E., Crippen, R., Duren, R., Hensley, S., Kobrick, M., Paller, M., Rodriguez, E., Roth, L., Seal, D., Shaffer, S., Shimada, J., Umland, J., Werner, M., Oskin, M., Burbank, D., and Alsdorf, D.: The shuttle radar topography mission, Rev. Geophys, 45, RG2004, https://doi.org/10.1029/2005RG000183, 2007. · DOI · Paper page
- Fekete, B. M. and Vörösmarty, C. J.: The current status of global river discharge monitoring and potential new technologies complementing traditional discharge measurements. Proceedings of the PUB Kick-off meeting (Brasilia, 20–22 November 2002), IAHS-AISH P., 309, 129–136, 2007.
- Frappart, F., Calmant, S., Cauhope, M., Seyler, F., and Cazenave, A.: Preliminary results of ENVISAT RA-2-derived water levels validation over the Amazon basin, Remote Sens. Environ., 100, 252–264, 2006. · DOI
- Getirana, A. C. V.: Integrating spatial altimetry data into the automatic calibration of hydrological models, J. Hydrol., 387, 244–255, 2010. · doi:10.1016/j.jhydrol.2010.04.013
- Getirana, A. C. V., Bonnet, M. P., Calmant, S., Roux, E., Rotunno, O. C., and Mansur, W. J.: Hydrological monitoring of poorly gauged basins based on rainfall-runoff modeling and spatial altimetry, J. Hydrol., 379, 205–219, 2009. · doi:10.1016/j.jhydrol.2009.09.049
- Koblinsky, C. J., Clarke, R. T., Brenner, A. C., and Frey, H.: Measurement of River Level Variations with Satellite Altimetry, Water Resour. Res., 29, 1839–1848, 1993. · DOI · Paper page
- Kouraev, A. V., Zakharova, E. A., Samain, O., Mognard, N. M., and Cazenave, A.: Ob' river discharge from TOPEX/Poseidon satellite altimetry (1992–2002), Remote Sens. Environ., 93, 238–245, 2004. · DOI · Paper page
- Leon, J. G., Calmant, S., Seyler, F., Bonnet, M. P., Cauhope, M., Frappart, F., Filizola, N., and Fraizy, P.: Rating curves and estimation of average water depth at the upper Negro River based on satellite altimeter data and modeled discharges, J. Hydrol., 328, 481–496, 2006. · DOI · Paper page
- Milzow, C., Krogh, P. E., and Bauer-Gottwein, P.: Combining satellite radar altimetry, SAR surface soil moisture and GRACE total storage changes for hydrological model calibration in a large poorly gauged catchment, Hydrol. Earth Syst. Sci., 15, 1729–1743, https://doi.org/10.5194/hess-15-1729-2011, 2011. · DOI
- Morris, C. S. and Gill, S. K.: Variation of Great-Lakes Water Levels Derived from Geosat Altimetry, Water Resour. Res., 30, 1009–1017, 1994. · doi:10.1029/94wr00064
- Roux, E., da Silva, J. S., Getirana, A. C. V., Bonnet, M. P., Calmant, S., Martinez, J. M., and Seyler, F.: Producing time series of river water height by means of satellite radar altimetry-a comparative study, Hydrolog. Sci. J., 55, 104–120, 2010. · doi:10.1080/02626660903529023
- Schmugge, T. J., Kustas, W. P., Ritchie, J. C., Jackson, T. J., and Rango, A.: Remote sensing in hydrology, Adv. Water Resour., 25, 1367–1385, 2002. · doi:10.1016/s0309-1708(02)00065-9
- Stisen, S. and Sandholt, I.: Evaluation of remote-sensing-based rainfall products through predictive capability in hydrological runoff modelling, Hydrol. Process., 24, 879–891, 2010. · DOI · Paper page
- Stisen, S., Sandholt, I., Norgaard, A., Fensholt, R., and Jensen, K. H.: Combining the triangle method with thermal inertia to estimate regional evapotranspiration – Applied to MSG-SEVIRI data in the Senegal River basin, Remote Sens. Environ., 112, 1242–1255, 2008. · doi:10.1016/j.rse.2007.08.013
- Tang, Q. H., Gao, H. L., Lu, H., and Lettenmaier, D. P.: Remote sensing: hydrology, Prog. Phys. Geog., 33, 490–509, 2009. · DOI
- Tapley, B. D., Bettadpur, S., Ries, J. C., Thompson, P. F., and Watkins, M. M.: GRACE measurements of mass variability in the Earth system, Science, 305, 503–505, 2004. · DOI · Paper page
- The World Bank: The Zambezi River Basin: A Multi-Sector Investment Opportunities Analysis, Vol. 3: State of the Basin, Washington DC, USA, 2010.
- Wagner, W., Lemoine, G., and Rott, H.: A method for estimating soil moisture from ERS scatterometer and soil data, Remote Sens. Environ., 70, 191–207, 1999. · DOI
- Zakharova, E. A., Kouraev, A. V., Cazenave, A., and Seyler, F.: Amazon River discharge estimated from TOPEX/Poseidon altimetry, C. R. Geosci., 338, 188–196, 2006. · doi:10.1016/j.crte.2005.10.003
Cited by
Global scale river discharge and mean depth from radar altimetry and model
Paris, A., Garambois, P.-A., Gal, L., Cerbelaud, A., Larnier, K., David, C. H., Jucá Oliveira, R. A., Correa, S. W., Tourian, M. J., & Calmant, S. (2026) · Nature Communications · doi:10.1038/s41467-026-78275-5
Metadata
- Authors
- Michailovsky, C. I., McEnnis, S., Berry, P. A. M., Smith, R., & Bauer-Gottwein, P.
- Venue
- Hydrology and Earth System Sciences
- Publisher
- Copernicus GmbH
- Published
- 2012-07-20
- Volume
- 16
- Issue
- 7
- Pages
- 2181-2192
- ISSN
- 1607-7938
- Cited by
- 92
- References
- 0
- Language
- en
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: River monitoring from satellite radar altimetry in the Zambezi River basin. https://app.cochat.ai/papers/10.5194/hess-16-2181-2012
- The paper
- Michailovsky, C. I., McEnnis, S., Berry, P. A. M., Smith, R., & Bauer-Gottwein, P. (2012). River monitoring from satellite radar altimetry in the Zambezi River basin. Hydrology and Earth System Sciences. https://doi.org/10.5194/hess-16-2181-2012
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.