A new approach to evaluate spatiotemporal dynamics of controlling parameters in distributed environmental models

Zhao Chen, Andreas Hartmann, Nico Goldscheider

Research output: Contribution to journalArticle (Academic Journal)peer-review

19 Citations (Scopus)

Abstract

Distributed environmental models are usually high-dimensional and non-linear. To comprehensively evaluate the spatiotemporal dynamics of model controls, we propose a novel multi-step approach based on Sobol's method to evaluate parameter sensitivity as well as interactions with respect to different model outlet points, using different objective functions to assess different hydrodynamic conditions; all varying through time. This complete sensitivity analysis can be performed for prior and posterior parameter ranges. The difference between them can be used to assess the influence of parameter constraints on the results of sensitivity analyses. We applied this holistic approach to an existing distributed karst watershed model. The results demonstrated that 1) a limited number of spatially-distributed parameters control the varying flow pattern, 2) the model is nonlinear and the influential parameters are highly correlated in the model domain and 3) the spatial patterns of identified parameter sensitivity and interactions are strongly influenced by the specified parameter bounds.
Original languageEnglish
Pages (from-to)1-16
Number of pages16
JournalEnvironmental Modelling and Software
Volume87
Early online date29 Oct 2016
DOIs
Publication statusPublished - Jan 2017

Keywords

  • Distributed environmental models
  • Model evaluation
  • Spatiotemporal parameter sensitivity analysis
  • Sobol's method
  • Storm Water Management Model (SWMM)
  • Karst flow modelling

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