Time series Modelling Using Genetic Programming: An Application to Rainfall-Runoff Models

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InCollection{whigham:1999:aigp3,
  author =       "Peter A. Whigham and Peter F. Crapper",
  title =        "Time series Modelling Using Genetic Programming: An
                 Application to Rainfall-Runoff Models",
  booktitle =    "Advances in Genetic Programming 3",
  publisher =    "MIT Press",
  year =         "1999",
  editor =       "Lee Spector and William B. Langdon and 
                 Una-May O'Reilly and Peter J. Angeline",
  chapter =      "5",
  pages =        "89--104",
  address =      "Cambridge, MA, USA",
  month =        jun,
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "0-262-19423-6",
  URL =          "http://www.cs.bham.ac.uk/~wbl/aigp3/ch05.pdf",
  language =     "en",
  oai =          "oai:CiteSeerXPSU:10.1.1.136.2581",
  URL =          "http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.136.2581",
  abstract =     "We describes the application of a grammatically-based
                 Genetic Programming system to discover rainfall-runoff
                 relationships for two vastly different catchments. A
                 context-free grammar is used to define the search space
                 for the mathematical language used to express the
                 evolving programs. A daily time series of
                 rainfall-runoff is used to train the evolving
                 population. A deterministic lumped parameter model,
                 based on the unit hydrograph, is compared with the
                 results of the evolved models on an independent data
                 set. The favourable results of the Genetic Programming
                 approach show that machine learning techniques are
                 potentially a useful tool for developing hydrological
                 models, especially when the relationship between
                 rainfall and runoff is poor.",
  notes =        "AiGP3",
}

Genetic Programming entries for Peter Alexander Whigham Peter F Crapper

Citations