Rainfall-Runoff Modeling Based on Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4340

  author =       "Vladan Babovic and Maarten Keijzer",
  title =        "Rainfall-Runoff Modeling Based on Genetic
  booktitle =    "Encyclopedia of Hydrological Sciences",
  publisher =    "Wiley",
  year =         "2006",
  editor =       "Malcolm G. Anderson and Keith Beven and et al.",
  month =        "15 " # apr,
  keywords =     "genetic algorithms, genetic programming,
                 Hydroinformatics, symbolic regression, empirical
                 equations, rainfall-runoff",
  isbn13 =       "9780470848944",
  URL =          "http://onlinelibrary.wiley.com/doi/10.1002/0470848944.hsa017/abstract",
  DOI =          "doi:10.1002/0470848944.hsa017",
  abstract =     "The runoff formation process is believed to be highly
                 nonlinear, time varying, spatially distributed, and not
                 easily described by simple models. Considerable time
                 and effort has been directed to model this process, and
                 many hydrologic models have been built specifically for
                 this purpose. All of them, however, require significant
                 amounts of data for their respective calibration and
                 validation. Using physical models raises issues of
                 collecting the appropriate data with sufficient
                 accuracy. In most cases, it is difficult to collect all
                 the data necessary for such a model. By using
                 data-driven models such as genetic programming (GP),
                 one can attempt to model runoff on the basis of
                 available hydrometeorological data. This work addresses
                 the use of GP for creating rainfall-runoff (R-R) models
                 both on the basis of data alone, as well as in
                 combination with conceptual models (i.e taking
                 advantage of knowledge about the problem domain).",

Genetic Programming entries for Vladan Babovic Maarten Keijzer