Impact of the timing of a SAR image acquisition on the calibration of a flood inundation model. (February 2017)
- Record Type:
- Journal Article
- Title:
- Impact of the timing of a SAR image acquisition on the calibration of a flood inundation model. (February 2017)
- Main Title:
- Impact of the timing of a SAR image acquisition on the calibration of a flood inundation model
- Authors:
- Gobeyn, Sacha
Van Wesemael, Alexandra
Neal, Jeffrey
Lievens, Hans
Eerdenbrugh, Katrien Van
De Vleeschouwer, Niels
Vernieuwe, Hilde
Schumann, Guy J.-P.
Di Baldassarre, Giuliano
Baets, Bernard De
Bates, Paul D.
Verhoest, Niko E.C. - Abstract:
- Highlights: A flood inundation model is calibrated using multiple synthetic SAR images. Time dependency of the image acquisition on calibration results is examined. Calibration is preferred using images taken during the rising limb of a storm event. Abstract: Synthetic Aperture Radar (SAR) data have proven to be a very useful source of information for the calibration of flood inundation models. Previous studies have focused on assigning uncertainties to SAR images in order to improve flood forecast systems (e.g. Giustarini et al. (2015) and Stephens et al. (2012)). This paper investigates whether the timing of a SAR acquisition of a flood has an important impact on the calibration of a flood inundation model. As no suitable time series of SAR data exists, we generate a sequence of consistent SAR images through the use of a synthetic framework. This framework uses two available ERS-2 SAR images of the study area, one taken during the flood event of interest, the second taken during a dry reference period. The obtained synthetic observations at different points in time during the flood event are used to calibrate the flood inundation model. The results of this study indicate that the uncertainty of the roughness parameters is lower when the model is calibrated with an image taken before rather than during or after the flood peak. The results also show that the error on the modelled extent is much lower when the model is calibrated with a pre-flood peak image than whenHighlights: A flood inundation model is calibrated using multiple synthetic SAR images. Time dependency of the image acquisition on calibration results is examined. Calibration is preferred using images taken during the rising limb of a storm event. Abstract: Synthetic Aperture Radar (SAR) data have proven to be a very useful source of information for the calibration of flood inundation models. Previous studies have focused on assigning uncertainties to SAR images in order to improve flood forecast systems (e.g. Giustarini et al. (2015) and Stephens et al. (2012)). This paper investigates whether the timing of a SAR acquisition of a flood has an important impact on the calibration of a flood inundation model. As no suitable time series of SAR data exists, we generate a sequence of consistent SAR images through the use of a synthetic framework. This framework uses two available ERS-2 SAR images of the study area, one taken during the flood event of interest, the second taken during a dry reference period. The obtained synthetic observations at different points in time during the flood event are used to calibrate the flood inundation model. The results of this study indicate that the uncertainty of the roughness parameters is lower when the model is calibrated with an image taken before rather than during or after the flood peak. The results also show that the error on the modelled extent is much lower when the model is calibrated with a pre-flood peak image than when calibrated with a near-flood peak or a post-flood peak image. It is concluded that the timing of the SAR image acquisition of the flood has a clear impact on the model calibration and consequently on the precision of the predicted flood extent. … (more)
- Is Part Of:
- Advances in water resources. Volume 100(2017)
- Journal:
- Advances in water resources
- Issue:
- Volume 100(2017)
- Issue Display:
- Volume 100, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 100
- Issue:
- 2017
- Issue Sort Value:
- 2017-0100-2017-0000
- Page Start:
- 126
- Page End:
- 138
- Publication Date:
- 2017-02
- Subjects:
- Flood inundation -- Hydraulic modelling -- Remote sensing -- Calibration
Hydrology -- Periodicals
Hydrodynamics -- Periodicals
Hydraulic engineering -- Periodicals
551.48 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03091708 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.advwatres.2016.12.005 ↗
- Languages:
- English
- ISSNs:
- 0309-1708
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0712.120000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 1949.xml