Articles | Volume 17, issue 11
Hydrol. Earth Syst. Sci., 17, 4441–4451, 2013
https://doi.org/10.5194/hess-17-4441-2013
Hydrol. Earth Syst. Sci., 17, 4441–4451, 2013
https://doi.org/10.5194/hess-17-4441-2013

Research article 12 Nov 2013

Research article | 12 Nov 2013

Fuzzy committees of specialized rainfall-runoff models: further enhancements and tests

N. Kayastha1, J. Ye1, F. Fenicia2, V. Kuzmin3, and D. P. Solomatine1,4 N. Kayastha et al.
  • 1UNESCO-IHE Institute for Water Education, Delft, the Netherlands
  • 2Centre de Recherche Public – Gabriel Lippmann, Belvaux, Luxembourg
  • 3Russian State Hydrometeorological University, St. Petersburg, Russia
  • 4Water Resources Section, Delft University of Technology, Delft, the Netherlands

Abstract. Often a single hydrological model cannot capture the details of a complex rainfall–runoff relationship, and a possibility here is building specialized models to be responsible for a particular aspect of this relationship and combining them to form a committee model. This study extends earlier work of using fuzzy committees to combine hydrological models calibrated for different hydrological regimes – by considering the suitability of the different weighting function for objective functions and different class of membership functions used to combine the specialized models and compare them with the single optimal models.