Published December 16, 2019 | Version 1

Data related to the manuscript "Bayesian Calibration and Validation of a Large-scale and Time-demanding Sediment Transport Model"

  • 1. Institute for Modelling Hydraulic and Environmental Systems, Department of Hydraulic Engineering and Water Resources Management, University of Stuttgart, Stuttgart, Germany
  • 2. Faculty of Civil Engineering, Universidad Politécnica Salesiana, Quito, Ecuador
  • 3. Faculty of Architecture and Civil Engineering, Karlsruhe University of Applied Science, Karlsruhe, Germany
  • 4. Institute for Modelling Hydraulic and Environmental Systems, Department of Stochastic Simulation and Safety Research for Hydrosystems, SC SimTech, University of Stuttgart, Stuttgart, Germany

Description

1) Riverbed_Elevation_Measurements.txt
    Description: Measured riverbed geometry of available years
    Columns: Node ID, Easting [m], Northig [m], Elevation 2002 [m asl], Elevation 2005 [m asl], Elevation 2010 [m asl], Elevation   
    2013 [m asl]
----------------------------------------------------------------------------------------------------------------------------
2) Hydro_FT_2D_manual.txt
    Description: Simulation results of the manually calibrated full model
    Columns: Node ID, Easting [m], Northig [m], Elevation 2005 [m asl], Elevation 2010 [m asl], Elevation 2013 [m asl]

3.1) Hydro_FT_2D_CollocationPointBase.txt
    Description: Parameter combinations of the collocation point base for each of the 20 simulations conducted with the full model to 
    construct the surrogate
    Rows: Critical Shields parameter, Grain Roughness, Grain Size distribution

3.2) Hydro_FT_2D_CollocationResults.txt
    Description: Simulation results of the 20 simulations conducted with the full model at the collocation points
    Columns: Node ID, Easting [m], Northig [m], Elevations 2005 [m asl] of simulation 1 through 20, Node ID, Easting [m asl], Northig
    [m asl], Elevations 2010 [m asl] of simulation 1 through 20, Node ID, Easting [m asl], Northig [m asl], Elevations 2013 [m asl] of
    simulation 1 through 20
----------------------------------------------------------------------------------------------------------------------------
4.1) aPC_MC_N_Combinations_Weights_prior.txt
    Description: ID of prior MC runs with tested parameter combinations and corresponding importance weights
    Rows: ID of MC runs, Critical Shields parameter, Grain Roughness, Grain Size distribution, importance weights
4.2) aPC_MC_2005_prior.txt
    Description: aPC surrogate results of prior MC runs for 2005
    Columns: Node ID, Easting [m], Northig [m], Elevations 2005 [m asl] of MC run 1 through 100,000
4.3) aPC_MC_2010_prior.txt
    Description: aPC surrogate results of prior MC runs for 2010
    Columns: Node ID, Easting [m], Northig [m], Elevations 2010 [m asl] of MC run 1 through 100,000
4.4) aPC_MC_2013_prior.txt
    Description: aPC surrogate results of prior MC runs for 2013
    Columns: Node ID, Easting [m], Northig [m], Elevations 2013 [m asl] of MC run 1 through 100,000
    
4.5) aPC_MC_N_Combinations_Weights_posterior.txt
    Description: ID of accepted (posterior) MC runs with tested parameter combinations and corresponding importance weights
    Rows: ID of accepted MC runs, Critical Shields parameter, Grain Roughness, Grain Size distribution, importance weights
4.6) aPC_MC_2005_posterior.txt
    Description: aPC surrogate results of posterior MC runs for 2005
    Columns: Node ID, Easting [m], Northig [m], Elevations 2005 [m asl] of accepted MC run 1 through 857
4.7) aPC_MC_2010_posterior.txt
    Description: aPC surrogate results of posterior MC runs for 2010
    Columns: Node ID, Easting [m], Northig [m], Elevations 2010 [m asl] of accepted MC run 1 through 857
4.8) aPC_MC_2013_posterior.txt
    Description: aPC surrogate results of posterior MC runs for 2013
    Columns: Node ID, Easting [m], Northig [m], Elevation 2013 [m asl] of accepted MC run 1 through 857
----------------------------------------------------------------------------------------------------------------------------
5) aPC_MAP.txt
    Description: Simulation results conducted with the stochastically calibrated aPC surrogate model using the MAP parameter 
    combination
    Columns: Node ID, Easting [m], Northig [m], Elevation 2005 [m asl], Elevation 2010 [m asl], Elevation 2013 [m asl]

6) Hydro_FT_2D_MAP.txt
    Description: Simulation results conducted with the stochastically calibrated full model using the MAP parameter combination
    Columns: Node ID, Easting [m], Northig [m], Elevation 2005 [m asl], Elevation 2010 [m asl], Elevation 2013 [m asl]
----------------------------------------------------------------------------------------------------------------------------
7) dz.txt
    Description: Riverbed Evolution for all nodes in the section of interest (n=1138) obtained with differently calibrated models for all    
    considered time periods
    Columns: Node ID, Easting [m asl], Northig [m asl], aPC_prior 2005 [m], aPC_posterior 2005 [m], aPC_MAP 2005 [m], 
    Hydro_FT-2D_MAP 2005 [m], Hydro_FT-2D_manual 2005 [m], aPC_prior 2010 [m], aPC_posterior 2010 [m], aPC_MAP 2010 [m],
    Hydro_FT-2D_MAP 2010 [m], Hydro_FT-2D_manual 2010 [m], aPC_prior 2013 [m], aPC_posterior 2013 [m], aPC_MAP 2013 [m],
    Hydro_FT-2D_MAP 2013 [m], Hydro_FT-2D_manual 2013 [m]

8) dz_CalibrationNodes.txt
    Description: Riverbed Evolution for calibration nodes (n=204) obtained with differently calibrated models for all considered time
    periods
    Columns: Node ID, Easting [m asl], Northig [m asl], aPC_prior 2005 [m], aPC_posterior 2005 [m], aPC_MAP 2005 [m], 
    Hydro_FT-2D_MAP 2005 [m], Hydro_FT-2D_manual 2005 [m], aPC_prior 2010 [m], aPC_posterior 2010 [m], aPC_MAP 2010 [m],
    Hydro_FT-2D_MAP 2010 [m], Hydro_FT-2D_manual 2010 [m], aPC_prior 2013 [m], aPC_posterior 2013 [m], aPC_MAP 2013 [m],
    Hydro_FT-2D_MAP 2013 [m], Hydro_FT-2D_manual 2013 [m]

 

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aPC_MAP.txt

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