Multiobjective calibration of coupled soil-vegetation-atmosphere models

Thomas Wöhling, Sebastian Gayler, Joachim Ingwersen, Thilo Streck, Jasper A. Vrugt, Eckart Priesack

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

The modular system Expert-N is adopted to analyse the effect of the complexity of soil-vegetation-atmosphere models on their calibration results. Four different models with increasing complexity are calibrated using time series of observed soil moisture, evapotranspiration, and LAI field data from a winter wheat field plot in Kraichgau, southwest Germany. The calibration of each model is posed in a multiobjective framework and three different objective functions are used to summarize the distance between measurements and simulations of different data types. The AMALGAM evolutionary search algorithm is utilized to simultaneously estimate the most important soil hydraulic and plant module parameters. Results show for most models a considerable trade-off appears in the fitting of different data types. If a mechanistic description of plant growth is considered the trade-off reduces considerably. The simplest plant model in our study performs relatively well but requires the availability of key development data of the plant. If such data are not available to the user, such models are rather useless for predictive purposes.

Original languageEnglish
Title of host publicationModels - Repositories of Knowledge
Pages357-363
Number of pages7
StatePublished - 2012
Externally publishedYes
Event8th International Conference on Calibration and Reliability in Groundwater Modeling - Repositories of Knowledge, ModelCARE 2011 - Leipzig, Germany
Duration: 18 Sep 201122 Sep 2011

Publication series

NameIAHS-AISH Publication
Volume355
ISSN (Print)0144-7815

Conference

Conference8th International Conference on Calibration and Reliability in Groundwater Modeling - Repositories of Knowledge, ModelCARE 2011
Country/TerritoryGermany
CityLeipzig
Period18/09/1122/09/11

Keywords

  • AMALGAM
  • Evapotranspiration
  • Leaf area index
  • Model calibration
  • Multiobjective parameter optimization
  • Pareto analysis
  • Soil moisture
  • Soil-vegetation-atmosphere modelling

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