Improving EA-based design space exploration by utilizing symbolic feasibility tests

Beitrag bei einer Tagung
(Konferenzbeitrag)


Details zur Publikation

Autor(en): Schlichter T, Haubelt C, Teich J
Herausgeber: Beyer H.G.; O'Reilly U.M.; Arnold D.; Banzhaf W.; Blum C.; Bonabeau E.W.; Cantu-Paz E.; Dasgupta D.; Deb K.; et al
Jahr der Veröffentlichung: 2005
Tagungsband: Proceedings of Genetic and Evolutionary Computation Conference (GECCO)
Seitenbereich: 1945-1952
ISBN: 1595930108


Abstract


This paper will propose a novel approach in combining Evolutionary Algorithms with symbolic techniques in order to improve the convergence of the algorithm in the presence of large search spaces containing only few feasible solutions. Such problems can be encountered in many real-world applications. Here, we will use the example of design space exploration of embedded systems to illustrate the benefits of our approach. The main idea is to integrate symbolic techniques into the Evolutionary Algorithm to guide the search towards the feasible region. We will present experimental results showing the advantages of our novel approach. Copyright 2005 ACM.



FAU-Autoren / FAU-Herausgeber

Haubelt, Christian Prof. Dr.-Ing.
Technische Fakultät
Teich, Jürgen Prof. Dr.-Ing.
Lehrstuhl für Informatik 12 (Hardware-Software-Co-Design)


Zitierweisen

APA:
Schlichter, T., Haubelt, C., & Teich, J. (2005). Improving EA-based design space exploration by utilizing symbolic feasibility tests. In Beyer H.G.; O'Reilly U.M.; Arnold D.; Banzhaf W.; Blum C.; Bonabeau E.W.; Cantu-Paz E.; Dasgupta D.; Deb K.; et al (Eds.), Proceedings of Genetic and Evolutionary Computation Conference (GECCO) (pp. 1945-1952). Washington, D.C., US.

MLA:
Schlichter, Thomas, Christian Haubelt, and Jürgen Teich. "Improving EA-based design space exploration by utilizing symbolic feasibility tests." Proceedings of the GECCO 2005 - Genetic and Evolutionary Computation Conference, Washington, D.C. Ed. Beyer H.G.; O'Reilly U.M.; Arnold D.; Banzhaf W.; Blum C.; Bonabeau E.W.; Cantu-Paz E.; Dasgupta D.; Deb K.; et al, 2005. 1945-1952.

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