Data related to the manuscript "Bayesian Calibration and Validation of a Large-scale and Time-demanding Sediment Transport Model"
Authors/Creators
- 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]
Files
aPC_MAP.txt
Files
(5.9 GB)
| Name | Size | |
|---|---|---|
|
md5:0fb9c90dea4e5aad4698641885ec0d50
|
179.8 kB | Preview Download |
|
md5:63739ca7715d7aef1cff97f61b7271bc
|
25.4 MB | Preview Download |
|
md5:04f5813fce9faa5cff8ffb984e1ca4b1
|
1.9 GB | Preview Download |
|
md5:63739ca7715d7aef1cff97f61b7271bc
|
25.4 MB | Preview Download |
|
md5:04f5813fce9faa5cff8ffb984e1ca4b1
|
1.9 GB | Preview Download |
|
md5:63739ca7715d7aef1cff97f61b7271bc
|
25.4 MB | Preview Download |
|
md5:04f5813fce9faa5cff8ffb984e1ca4b1
|
1.9 GB | Preview Download |
|
md5:dc1713094cf67469647c26cdabb139d8
|
111.4 kB | Preview Download |
|
md5:79d2e37afb13e1d9e53812a41d937dbf
|
13.0 MB | Preview Download |
|
md5:f9a5994cb200ea5b1c26b56ba629db0a
|
534.9 kB | Preview Download |
|
md5:19f035190892502b42fd523761ecdc8c
|
95.9 kB | Preview Download |
|
md5:573add1d89470e49de66c1daa7eeb4e5
|
502 Bytes | Preview Download |
|
md5:55e828f8d6aaef6c165338a7f96fe5da
|
2.0 MB | Preview Download |
|
md5:cb6f41575081097874d8fd15c68abdd0
|
179.8 kB | Preview Download |
|
md5:910a3018f36231337c85ea2031c9a613
|
179.8 kB | Preview Download |
|
md5:0beca3860a681fb293c5e564d8edfaed
|
209.4 kB | Preview Download |