On Robust Evolution of Digital Hardware

Created by W.Langdon from gp-bibliography.bib Revision:1.8081

@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