TY - JOUR
T1 - Identifying relevant hydrological and catchment properties in active subspaces
T2 - An inference study of a lumped karst aquifer model
AU - Bittner, Daniel
AU - Parente, Mario Teixeira
AU - Mattis, Steven
AU - Wohlmuth, Barbara
AU - Chiogna, Gabriele
N1 - Publisher Copyright:
© 2019 Elsevier Ltd
PY - 2020/1
Y1 - 2020/1
N2 - The use of the active subspace method was recently proposed to reduce the dimension of complex hydrological models, perform sensitivity analysis of model parameters and quantify the uncertainty affecting model parameters. Although this inversion method is highly promising in terms of computational performance, a clear hydrological interpretation of the meaning of the active subspace that it identifies is missing. In this work, we infer how the active subspace changes in dimension and feature depending on geometrical and hydrological properties of the karst aquifer model LuKARS. We find that both the hydrotope area coverage and model parameters describing the catchment characteristics (here: water storage and discharge properties of the hydrotopes) have major impacts on the active subspace. Our results show that the active subspace method can be used to investigate the relation between the model structure, the area of a hydrotope and the simulated spring discharge.
AB - The use of the active subspace method was recently proposed to reduce the dimension of complex hydrological models, perform sensitivity analysis of model parameters and quantify the uncertainty affecting model parameters. Although this inversion method is highly promising in terms of computational performance, a clear hydrological interpretation of the meaning of the active subspace that it identifies is missing. In this work, we infer how the active subspace changes in dimension and feature depending on geometrical and hydrological properties of the karst aquifer model LuKARS. We find that both the hydrotope area coverage and model parameters describing the catchment characteristics (here: water storage and discharge properties of the hydrotopes) have major impacts on the active subspace. Our results show that the active subspace method can be used to investigate the relation between the model structure, the area of a hydrotope and the simulated spring discharge.
KW - Active subspaces
KW - Dimension reduction
KW - Karst hydrology
KW - Rainfall-discharge modeling
KW - Sensitivity analysis
UR - http://www.scopus.com/inward/record.url?scp=85075578195&partnerID=8YFLogxK
U2 - 10.1016/j.advwatres.2019.103472
DO - 10.1016/j.advwatres.2019.103472
M3 - Article
AN - SCOPUS:85075578195
SN - 0309-1708
VL - 135
JO - Advances in Water Resources
JF - Advances in Water Resources
M1 - 103472
ER -