Evolvable Systems: From Biology to Hardware
Evolvable Systems: From Biology to Hardware
复制标题
可进化系统:从生物学到硬件
DOI:
10.1007/978-3-642-15323-5_4
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发表时间:
2010
期刊:
影响因子:
--
通讯作者:
Bremner P
中科院分区:
文献类型:
--
作者:
Bremner P
This work is a study of the viability of using complex building blocks (termed molecules) within the evolutionary computation paradigm of CGP; extending it to MolCGP. Increasing the complexity of the building blocks increases the design space that is to be explored to find a solution; thus, experiments were undertaken to find out whether this change affects the optimum parameter settings required. It was observed that the same degree of neutrality and (greedy) 1+4 evolution strategy gave optimum performance. The Computational Effort used to solve a series of benchmark problems was calculated, and compared with that used for the standard implementation of CGP. Significantly less Computational Effort was exerted by MolCGP in 3 out of 4 of the benchmark problems tested. Additionally, one of the evolved solutions to the 2-bit multiplier problem was examined, and it was observed that functionality present in the molecules, was exploited by evolution in a way that would be highly unlikely if using standard design techniques.
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DOI:
10.1109/4235.788489
发表时间:
1999-09
期刊:
IEEE Trans. Evol. Comput.
影响因子:
--
作者:
A. Thompson;P. Layzell;R. Zebulum
通讯作者:
A. Thompson;P. Layzell;R. Zebulum
DOI:
--
发表时间:
2000
期刊:
International Conference on Evolvable Systems
影响因子:
--
作者:
A. Hamilton;P. Thomson;M. Tamplin
通讯作者:
M. Tamplin
DOI:
--
发表时间:
1997
期刊:
影响因子:
--
作者:
C. Kane;Marc Schoenauer
通讯作者:
Marc Schoenauer
DOI:
--
发表时间:
1999
期刊:
Proceedings of the First NASA/DoD Workshop on Evolvable Hardware
影响因子:
--
作者:
A. Stoica;D. Keymeulen;R. Tawel;C. Salazar;Wei
通讯作者:
Wei
DOI:
--
发表时间:
1998
期刊:
Other Conferences
影响因子:
--
作者:
S. Guccione;Delon Levi
通讯作者:
Delon Levi