Shrinking the Genotype: L-systems for EHW?

Shrinking the Genotype: L-systems for EHW?
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缩小基因型:EHW 的 L 系统?

DOI:
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发表时间:
2001
期刊:
International Conference on Evolvable Systems
影响因子:
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通讯作者:
P. V. Remortel
P. V. Remortel
中科院分区:
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文献类型:
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作者:
P. Haddow;G. Tufte;P. V. Remortel

文献摘要

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受生物学发展的启发,从一个单细胞,一个复杂的有机体可以进化,我们有兴趣找到人工发展的方法,可以引入遗传算法,以解决我们的基因型挑战。这种挑战可以用缩小基因型来表达。我们需要摆脱一对一的基因型-表型映射,以便使进化能够进化出大型复杂的电子电路。我们提出了第一个案例研究,我们已经考虑了数学形式主义L-系统,并将其原则应用于数字电路的发展。基于外在进化的初步结果表明,我们基于L-系统的表示为进一步的研究提供了一种有趣的方法。我们还介绍了我们的实施平台,为内在的发展演变,使芯片上的成长解决方案的评估。
Inspired by biological development where from a single cell, a complex organism can evolve, we are interested in finding ways in which artificial development may be introduced to genetic algorithms so as to solve our genotype challenge. This challenge may be expressed in terms of shrinking the genotype. We need to move away from a oneto-one genotype-phenotype mapping so as to enable evolution to evolve large complex electronic circuits. We present a first case study where we have considered the mathematical formalism L-systems and applied their principles to the development of digital circuits. Initial results, based on extrinsic evolution, indicate that our representation based on L-systems provides an interesting methodology for further investigation. We also present our implementation platform for intrinsic evolution with development, enabling on-chip evaluation of grown solutions.