Comparing SPO-tuned GP and NARX prediction models for stormwater tank fill level prediction

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

  author =       "Oliver Flasch and Thomas Bartz-Beielstein and 
                 Artur Davtyan and Patrick Koch and Wolfgang Konen and 
                 Tosin Daniel Oyetoyan and Michael Tamutan",
  title =        "Comparing SPO-tuned GP and NARX prediction models for
                 stormwater tank fill level prediction",
  booktitle =    "IEEE Congress on Evolutionary Computation (CEC 2010)",
  year =         "2010",
  address =      "Barcelona, Spain",
  month =        "18-23 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-4244-6910-9",
  abstract =     "The prediction of fill levels in stormwater tanks is
                 an important practical problem in water resource
                 management. In this study state-of-the-art CI methods,
                 i.e., Neural Networks (NN) and Genetic Programming
                 (GP), are compared with respect to their applicability
                 to this problem. The performance of both methods
                 crucially depends on their parametrisation. We compare
                 different parameter tuning approaches, e.g.
                 neuro-evolution and Sequential Parameter Optimization
                 (SPO). In comparison to NN, GP yields superior results.
                 By optimising GP parameters, GP runtime can be
                 significantly reduced without degrading result quality.
                 The SPO-based parameter tuning leads to results with
                 significantly lower standard deviation as compared to
                 the GA based parameter tuning. Our methodology can be
                 transferred to other optimisation and simulation
                 problems, where complex models have to be tuned.",
  DOI =          "doi:10.1109/CEC.2010.5586172",
  notes =        "WCCI 2010. Also known as \cite{5586172}",

Genetic Programming entries for Oliver Flasch Thomas Bartz-Beielstein Artur Davtyan Patrick Koch Wolfgang Konen Tosin Daniel Oyetoyan Michael Tamutan