Temperature effects on the spatial structure of heavy rainfall modify catchment hydro-morphological response

Abstract. Heavy rainfall is expected to intensify with increasing temperatures, which will likely affect rainfall spatial characteristics. The spatial variability of rainfall can affect streamflow and sediment transport volumes and peaks. Yet, the effect of climate change on the small-scale spatial structure of heavy rainfall and subsequent impacts on hydrology and geomorphology remain largely unexplored. In this study, the sensitivity of the hydro-morphological response to heavy rainfall at the small-scale resolution of minutes and hundreds of metres was investigated. A numerical experiment was conducted in which synthetic rainfall fields representing heavy rainfall events of two types, stratiform and convective, were simulated using a space-time rainfall generator model. The rainfall fields were modified to follow different spatial rainfall scenarios associated with increasing temperatures and used as inputs into a landscape evolution model. The experiment was conducted over a complex topography, a medium-sized (477 km 2 ) Alpine catchment in central Switzerland. It was found that the responses of the streamflow and sediment yields are highly sensitive to changes in total rainfall volume and to a lesser extent to changes in local peak rainfall intensities. The results highlight that the morphological components are more sensitive to changes in rainfall spatial structure in comparison to the hydrological components. The hydro-morphological features were found to respond more to convective rainfall than stratiform rainfall because of localized runoff and erosion production. It is further shown that assuming heavy rainfall to intensify with increasing temperatures without introducing changes in the rainfall spatial structure might lead to overestimation of future climate impacts on basin hydro-morphology.

[1]  G. Villarini,et al.  The changing nature of flooding across the central United States , 2015 .

[2]  S. O,et al.  Assessment of spatial uncertainty of heavy rainfall at catchment scale using a dense gauge network , 2019, Hydrology and Earth System Sciences.

[3]  Hervé Piégay,et al.  Gravel bed rivers VI : from process understanding to river restoration , 2007 .

[4]  J. Haerter Convective Self‐Aggregation As a Cold Pool‐Driven Critical Phenomenon , 2019, Geophysical Research Letters.

[5]  Lionel Benoit,et al.  Stochastic Rainfall Modeling at Sub‐kilometer Scale , 2018, Water Resources Research.

[6]  P. Claps,et al.  Changing climate shifts timing of European floods , 2017, Science.

[7]  G. Hancock,et al.  Global sensitivity analysis of parameter uncertainty in landscape evolution models , 2017, Geoscientific Model Development.

[8]  K. Beven,et al.  A physically based, variable contributing area model of basin hydrology , 1979 .

[9]  Thomas L. Bell,et al.  A space‐time stochastic model of rainfall for satellite remote‐sensing studies , 1987 .

[10]  A. V. Vecchia,et al.  Monitoring and Understanding Changes in Heat Waves, Cold Waves, Floods and Droughts in the United States: State of Knowledge , 2013 .

[11]  Mary Lynn Baeck,et al.  Estimating the frequency of extreme rainfall using weather radar and stochastic storm transposition , 2013 .

[12]  Tom J. Coulthard,et al.  Modelling long term basin scale sediment connectivity, driven by spatial land use changes , 2017 .

[13]  David G. Tarboton,et al.  An overview of current applications, challenges, and future trends in distributed process-based models in hydrology , 2016 .

[14]  Thomas M. Over,et al.  On scaling exponents of spatial peak flows from rainfall and river network geometry , 1996 .

[15]  F. Zheng,et al.  Impacts of rainfall intensity and slope gradient on rill erosion processes at loessial hillslope , 2016 .

[16]  G. Hancock,et al.  Channel movement and erosion response to rainfall variability in southeast Australia , 2012 .

[17]  Günter Blöschl,et al.  Spatial moments of catchment rainfall: rainfall spatial organisation, basin morphology, and flood response , 2011 .

[18]  F. F. Pruski,et al.  Expected climate change impacts on soil erosion rates: A review , 2004 .

[19]  P. Burlando,et al.  Ecohydrological dynamics in the Alps: Insights from a modelling analysis of the spatial variability , 2018, Ecohydrology.

[20]  A. Badoux,et al.  Large wood recruitment processes and transported volumes in Swiss mountain streams during the extreme flood of August 2005 , 2017 .

[21]  Peter Molnar,et al.  Predictive performance of rainfall thresholds for shallow landslides in Switzerland from gridded daily data , 2017 .

[22]  R. Bras,et al.  On the dynamics of soil moisture, vegetation, and erosion: Implications of climate variability and change , 2006 .

[23]  Peter Molnar,et al.  On the effects of small scale space–time variability of rainfall on basin flood response , 2014 .

[24]  J. Haerter,et al.  Strong increase in convective precipitation in response to higher temperatures , 2013 .

[25]  Dawei Han,et al.  Sensitivity of peak flow to the change of rainfall temporal pattern due to warmer climate , 2018 .

[26]  U. Germann,et al.  A 12‐year radar‐based climatology of daily and sub‐daily extreme precipitation over the Swiss Alps , 2018 .

[27]  M. Rossi,et al.  The rainfall intensity–duration control of shallow landslides and debris flows: an update , 2008 .

[28]  C. Frei,et al.  The climate of daily precipitation in the Alps: development and analysis of a high‐resolution grid dataset from pan‐Alpine rain‐gauge data , 2014 .

[29]  R. Vautard,et al.  EURO-CORDEX: new high-resolution climate change projections for European impact research , 2014, Regional Environmental Change.

[30]  G. Tucker,et al.  Modelling landscape evolution , 2010 .

[31]  Richard M. Iverson,et al.  Landslide triggering by rain infiltration , 2000 .

[32]  Jonathan R. M. Hosking,et al.  MODELLING THE EFFECTS OF SPATIAL VARIABILITY IN RAINFALL ON CATCHMENT RESPONSE. : 1. FORMULATION AND CALIBRATION OF A STOCHASTIC RAINFALL FIELD MODEL , 1996 .

[33]  P. Burlando,et al.  An advanced stochastic weather generator for simulating 2‐D high‐resolution climate variables , 2017 .

[34]  M. Borga,et al.  Characterisation of selected extreme flash floods in Europe and implications for flood risk management , 2010 .

[35]  Peter Molnar,et al.  High-resolution distributed analysis of climate and anthropogenic changes on the hydrology of an Alpine catchment , 2015 .

[36]  A. Goudie Global warming and fluvial geomorphology , 2006 .

[37]  M. Schwarb,et al.  The alpine precipitation climate , 2000 .

[38]  J. Croke,et al.  Geomorphic effects, flood power, and channel competence of a catastrophic flood in confined and unconfined reaches of the upper Lockyer valley, southeast Queensland, Australia , 2013 .

[39]  P. O'Gorman,et al.  Scaling of Precipitation Extremes over a Wide Range of Climates Simulated with an Idealized GCM , 2009 .

[40]  E. Fischer,et al.  Anthropogenic contribution to global occurrence of heavy-precipitation and high-temperature extremes , 2015 .

[41]  C. Skinner,et al.  The sensitivity of landscape evolution models to spatial and temporal rainfall resolution , 2016 .

[42]  E. Vivoni,et al.  Multimodel assessment of climate change-induced hydrologic impacts for a Mediterranean catchment , 2018, Hydrology and Earth System Sciences.

[43]  M. Kirkby,et al.  A cellular model of Holocene upland river basin and alluvial fan evolution , 2002 .

[44]  Gerard Kiely,et al.  Simulating the spatio-temporal dynamics of soil erosion, deposition, and yield using a coupled sediment dynamics and 3D distributed hydrologic model , 2016, Environ. Model. Softw..

[45]  Dieter Rickenmann,et al.  Sediment loads due to fluvial transport and debris flows during the 2005 flood events in Switzerland , 2010 .

[46]  D. Schertzer,et al.  Impacts of small scale rainfall variability in urban areas: a case study with 1D and 1D/2D hydrological models in a multifractal framework , 2015 .

[47]  Nadav Peleg,et al.  Radar subpixel-scale rainfall variability and uncertainty: lessons learned from observations of a dense rain-gauge network , 2013 .

[48]  Peter Molnar,et al.  Intensification of Convective Rain Cells at Warmer Temperatures Observed from High-Resolution Weather Radar Data , 2018 .

[49]  P. Bates,et al.  A simple inertial formulation of the shallow water equations for efficient two-dimensional flood inundation modelling. , 2010 .

[50]  Vimal Mishra,et al.  Relationship between hourly extreme precipitation and local air temperature in the United States , 2012 .

[51]  Martin Beniston,et al.  August 2005 intense rainfall event in Switzerland: Not necessarily an analog for strong convective events in a greenhouse climate , 2006 .

[52]  R. Leung,et al.  A review on regional convection‐permitting climate modeling: Demonstrations, prospects, and challenges , 2015, Reviews of geophysics.

[53]  P. Burlando,et al.  Exploring stochastic climate uncertainty in space and time using a gridded hourly weather generator , 2019, Journal of Hydrology.

[54]  Peter Molnar,et al.  Spatial variability of extreme rainfall at radar subpixel scale , 2018 .

[55]  Gregory E. Tucker,et al.  A stochastic approach to modeling the role of rainfall variability in drainage basin evolution , 2000 .

[56]  F. Zwiers,et al.  Global increasing trends in annual maximum daily precipitation , 2013 .

[57]  S. Kampf,et al.  How do geomorphic effects of rainfall vary with storm type and spatial scale in a post-fire landscape? , 2016 .

[58]  V. Bell,et al.  The sensitivity of catchment runoff models to rainfall data at different spatial scales , 2000 .

[59]  P. Willems,et al.  Multi-model approach to assess the impact of climate change on runoff , 2015 .

[60]  G. Corzo,et al.  A Temperature-Scaling Approach for Projecting Changes in Short Duration Rainfall Extremes from GCM Data , 2019, Water.

[61]  K. Oost,et al.  Modeling Response of Soil Erosion and Runoff to Changes in Precipitation and Cover , 2005 .

[62]  H. Einstein,et al.  The Bed-Load Function for Sediment Transportation in Open Channel Flows , 1950 .

[63]  Zhihua Zhu,et al.  The Impact of Rainfall Space‐Time Structure in Flood Frequency Analysis , 2018, Water Resources Research.

[64]  N. Peleg,et al.  Convective rainfall in a dry climate: relations with synoptic systems and flash-flood generation in the Dead Sea region , 2017 .

[65]  T. Törnqvist,et al.  Fluvial responses to climate and sea‐level change: a review and look forward , 2000 .

[66]  H. Fowler,et al.  Using the UKCP09 probabilistic scenarios to model the amplified impact of climate change on drainage basin sediment yield , 2012 .

[67]  H. Habersack,et al.  Scale orientated analysis of river width changes due to extreme flood hazards , 2011 .

[68]  Curtis N. James,et al.  Mesoscale organization and structure of orographic precipitation producing flash floods in the Lago Maggiore region , 2015 .

[69]  Ashish Pandey,et al.  Physically based soil erosion and sediment yield models revisited , 2016 .

[70]  Ashish Sharma,et al.  Global assessment of flood and storm extremes with increased temperatures , 2017, Scientific Reports.

[71]  Vijay P. Singh,et al.  Effect of spatial and temporal variability in rainfall and watershed characteristics on stream flow hydrograph , 1997 .

[72]  A. Badoux,et al.  Significance of sediment transport processes during piedmont floods: the 2005 flood events in Switzerland , 2016 .

[73]  E. Fischer,et al.  Understanding the regional pattern of projected future changes in extreme precipitation , 2017 .

[74]  Stuart N. Lane,et al.  Sediment export, transient landscape response and catchment-scale connectivity following rapid climate warming and Alpine glacier recession , 2017 .

[75]  V. Lopes On the effect of uncertainty in spatial distribution of rainfall on catchment modelling , 1996 .

[76]  A. Favre,et al.  Rainfall variability in the Himalayan orogen and its relevance to erosion processes , 2017 .

[77]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .

[78]  K. Trenberth,et al.  The changing character of precipitation , 2003 .

[79]  G. Tucker,et al.  Drainage basin responses to climate change , 1997 .

[80]  Daniel E. J. Hobley,et al.  STORM 1.0: a simple, flexible, and parsimonious stochastic rainfall generator for simulating climate and climate change , 2018, Geoscientific Model Development.

[81]  G. Hancock,et al.  A catchment scale evaluation of the SIBERIA and CAESAR landscape evolution models , 2010 .

[82]  T. Gan,et al.  Semi‐distributed modelling of basin hydrology with radar and gauged precipitation , 2006 .

[83]  E. Fischer,et al.  Robust spatially aggregated projections of climate extremes , 2013 .

[84]  Li-Pen Wang,et al.  A spatial-temporal rainfall generator for urban drainage design. , 2013, Water science and technology : a journal of the International Association on Water Pollution Research.

[85]  Lorenzo Marchi,et al.  Coupled prediction of flash flood response and debris flow occurrence: Application on an alpine extreme flood event , 2018 .

[86]  M. Jakob,et al.  Hydrogeomorphic response to extreme rainfall in headwater systems: Flash floods and debris flows , 2014 .

[87]  S. Sorooshian,et al.  Measurement and analysis of small-scale convective storm rainfall variability , 1995 .

[88]  T. Svoray,et al.  Using a landform evolution model to study ephemeral gullying in agricultural fields: the effects of rainfall patterns on ephemeral gully dynamics , 2017 .

[89]  P. Molnar,et al.  Selection of intense rainfall events based on intensity thresholds and lightning data in Switzerland , 2014 .

[90]  C. Schär,et al.  Heavy precipitation in a changing climate: Does short‐term summer precipitation increase faster? , 2015 .

[91]  P. Burlando,et al.  Modelling impacts of spatially variable erosion drivers on suspended sediment dynamics , 2019, Earth Surface Dynamics.

[92]  I. Fuller,et al.  Resetting the river template: the potential for climate‐related extreme floods to transform river geomorphology and ecology , 2015 .

[93]  N. Diffenbaugh,et al.  Observed changes in extreme wet and dry spells during the South Asian summer monsoon season , 2014 .

[94]  J. Evans,et al.  Can Regional Climate Modeling Capture the Observed Changes in Spatial Organization of Extreme Storms at Higher Temperatures? , 2018 .

[95]  A stochastic model of space‐time variability of mesoscale rainfall: Statistics of spatial averages , 2003 .

[96]  A. Pier Siebesma,et al.  The spatial extent of rainfall events and its relation to precipitation scaling , 2017 .

[97]  V. T. Chow Open-channel hydraulics , 1959 .

[98]  Peter Molnar,et al.  A stochastic model for high‐resolution space‐time precipitation simulation , 2013 .

[99]  Nadav Peleg,et al.  Convective rain cells: Radar-derived spatiotemporal characteristics and synoptic patterns over the eastern Mediterranean , 2012 .

[100]  G. Hancock,et al.  Modelling soil erosion with a downscaled landscape evolution model , 2012 .

[101]  P Burlando,et al.  Does internal climate variability overwhelm climate change signals in streamflow? The upper Po and Rhone basin case studies. , 2014, The Science of the total environment.

[102]  Konstantine P. Georgakakos,et al.  A framework for assessing hydrological regime sensitivity to climate change in a convective rainfall environment: a case study of two medium-sized eastern Mediterranean catchments, Israel , 2014 .

[103]  G. Lenderink,et al.  Increase in hourly precipitation extremes beyond expectations from temperature changes , 2008 .

[104]  J. Haerter,et al.  Precipitation onset as the temporal reference in convective self-organization† , 2017 .

[105]  V. Ivanov,et al.  Stochastic assessment of climate impacts on hydrology and geomorphology of semiarid headwater basins using a physically based model , 2015 .

[106]  Ashish Sharma,et al.  Reduced spatial extent of extreme storms at higher temperatures , 2016 .

[107]  U. C. Kothyari,et al.  Physically-based distributed soil erosion and sediment yield model (DREAM) for simulating individual storm events , 2013 .

[108]  Lionel Benoit,et al.  Dealing with non-stationarity in sub-daily stochastic rainfall models , 2018 .

[109]  D. Rickenmann,et al.  Continuous measurement of sediment transport in the Erlenbach stream using piezoelectric bedload impact sensors , 2007 .

[110]  Nadav Peleg,et al.  Stochastic convective rain‐field simulation using a high‐resolution synoptically conditioned weather generator (HiReS‐WG) , 2014 .

[111]  Paul O'Connell,et al.  Modelling the effects of spatial variability in rainfall on catchment response. 2. Experiments with distributed and lumped models , 1996 .

[112]  Michael Leonard,et al.  A global-scale investigation of trends in annual maximum streamflow , 2017 .

[113]  Peter Molnar,et al.  Storm type effects on super Clausius–Clapeyron scaling of intense rainstorm properties with air temperature , 2015 .

[114]  H. Fowler,et al.  Future changes to the intensity and frequency of short‐duration extreme rainfall , 2014 .

[115]  G. Pegram,et al.  Downscaling rainfields in space and time, using the String of Beads model in time series mode , 2001 .

[116]  G. Pegram,et al.  High resolution space–time modelling of rainfall: the “String of Beads” model , 2001 .

[117]  J. V. Revadekar,et al.  Global observed changes in daily climate extremes of temperature and precipitation , 2006 .

[118]  D. Schertzer,et al.  Impact of spatial and temporal resolution of rainfall inputs on urban hydrodynamic modelling outputs: A multi-catchment investigation , 2015 .

[119]  Efrat Morin,et al.  Rainfall―runoff modeling in a small hyper-arid catchment , 2009 .

[120]  M. Macklin,et al.  Embedding reach-scale fluvial dynamics within the CAESAR cellular automaton landscape evolution model , 2007 .

[121]  Francesco Marra,et al.  Autocorrelation structure of convective rainfall in semiarid-arid climate derived from high-resolution X-Band radar estimates , 2018 .

[122]  Mario Putti,et al.  Physically based modeling in catchment hydrology at 50: Survey and outlook , 2015 .

[123]  J. Vandenberghe Timescales, climate and river development , 1995 .

[124]  Zhiying Li,et al.  Impacts of climate change on water erosion: A review , 2016 .

[125]  G. Hancock A catchment scale assessment of increased rainfall and storm intensity on erosion and sediment transport for Northern Australia , 2009 .

[126]  D. Lettenmaier,et al.  If Precipitation Extremes Are Increasing, Why Aren't Floods? , 2018, Water Resources Research.

[127]  G. Lenderink,et al.  A simple scaling approach to produce climate scenarios of local precipitation extremes for the Netherlands , 2015 .

[128]  Soroosh Sorooshian,et al.  Spatial patterns in thunderstorm rainfall events and their coupling with watershed hydrological response , 2006 .

[129]  E. Fischer,et al.  Observed heavy precipitation increase confirms theory and early models , 2016 .

[130]  G. Hancock,et al.  Catchment reconstruction — erosional stability at millennial time scales using landscape evolution models , 2015 .

[131]  Peter Molnar,et al.  Partitioning the impacts of spatial and climatological rainfall variability in urban drainage modeling , 2017 .

[132]  Patrick Arnaud,et al.  Sensitivity of hydrological models to uncertainty in rainfall input , 2011 .

[133]  P. Bates,et al.  Integrating the LISFLOOD‐FP 2D hydrodynamic model with the CAESAR model: implications for modelling landscape evolution , 2013 .

[134]  A. Badoux,et al.  Calculation of bedload transport in Swiss mountain rivers using the model sedFlow: proof of concept , 2015 .

[135]  G. Hancock Modelling stream sediment concentration: An assessment of enhanced rainfall and storm frequency , 2012 .

[136]  S. Seneviratne,et al.  Global changes in extreme events: regional and seasonal dimension , 2012, Climatic Change.

[137]  M. Borga,et al.  Hydrometeorological Characterization of a Flash Flood Associated with Major Geomorphic Effects: Assessment of Peak Discharge Uncertainties and Analysis of the Runoff Response , 2016 .

[138]  Martyn P. Clark,et al.  Increased rainfall volume from future convective storms in the US , 2017, Nature Climate Change.

[139]  Efrat Morin,et al.  Hydrologic response of a semi-arid watershed to spatial and temporal characteristics of convective rain cells , 2010 .

[140]  C. Schär,et al.  Evaluation of the convection‐resolving regional climate modeling approach in decade‐long simulations , 2014 .