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Title: Evolving PLA structures using evolutionary strategy with dynamic mutation rate
Authors: Kalganova, T
Lipnitskaya, N
Yatskevich, Y
Keywords: Evolvable hardware;PLA;Evolutionary computation
Issue Date: 2004
Citation: Proceedings of the 5th International Conference on Recent Advances in Soft Computing, Nottingham, UK, 01 December 2004, pp. 466 - 471
Abstract: This paper proposes a new evolvable hardware (EHW) technique that allows one to design and optimise relatively complex PLA structures using direct evolutionary process. In order to improve the performance of the evolutionary strategy the authors proposed to introduce the dynamic mutation rate that will be variable to each gene in the chromosome. The experimental results carried out on MCNC benchmarks show that the developed technique significantly outperforms any standard evolvable hardware technique introduced earlier by a number of criteria: time required to evolve logic circuit; evolution of complex circuit using only one direct evolutionary process; guarantee of evolution of fully functional solution.
ISBN: 1-84233-110-8
Appears in Collections:Dept of Electronic and Electrical Engineering Research Papers

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