On Robust Evolution of Digital Hardware

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@InProceedings{kn-de-08,
  author =       "Tobias Knieper and Bertrand Defo and Paul Kaufmann and 
                 Marco Platzner",
  title =        "On Robust Evolution of Digital Hardware",
  booktitle =    "Second IFIP TC 10 International Conference on
                 Biologically-Inspired Collaborative Computing",
  year =         "2008",
  editor =       "Mike Hinchey and Anastasia Pagnoni and 
                 Franz J. Rammig and Hartmut Schmeck",
  volume =       "268",
  series =       "IFIP International Federation for Information
                 Processing",
  pages =        "213--222",
  address =      "Milan, Italy",
  month =        sep # " 8-9",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-0-387-09655-1",
  DOI =          "doi:10.1007/978-0-387-09655-1_19",
  size =         "10 pages",
  abstract =     "In this paper we investigate whether multi-objective
                 evolution of digital hardware components has advantages
                 over single-objective evolution in terms of convergence
                 and robustness. To that end, we experimentally compare
                 a standard genetic algorithm to several multi-objective
                 optimizers on a set of test problems. The results show
                 that, for more complex test problems, the
                 multi-objective optimizers TSPEA2 and NSGAII indeed
                 outperform the single-objective genetic algorithm as
                 they more often evolve correct circuits, and mostly
                 with less computational effort.",
  notes =        "NSGA-II",
}

Genetic Programming entries for Tobias Knieper Bertrand Defo Paul Kaufmann Marco Platzner

Citations