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arXiv 1507.07403cs.NEq-bio.PE
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自然和人工系统中开放式进化的要求

Requirements for Open-Ended Evolution in Natural and Artificial Systems

Tim Taylor

摘要:

开放式进化动力学仍然是人工进化系统难以实现的目标。在生物学文献中,有许多观点超出了达尔文关于变异、差异繁殖和遗传的基本要求。我认为,这些想法可以被看作是开放式进化的五个基本要求的方面:(1)健壮的生殖个体,(2)一种媒介,允许可能存在几乎无限多样性的个体和相互作用,(3)个体能够产生更复杂的后代,(4)突变途径,以其他可行的个体,(5)继续进化的驱动力。我简要地讨论了这一观点的影响,设计具有更大的进化潜力的人工系统。

英文摘要:

Open-ended evolutionary dynamics remains an elusive goal for artificial evolutionary systems. Many ideas exist in the biological literature beyond the basic Darwinian requirements of variation, differential reproduction and inheritance. I argue that these ideas can be seen as aspects of five fundamental requirements for open-ended evolution: (1) robustly reproductive individuals, (2) a medium allowing the possible existence of a practically unlimited diversity of individuals and interactions, (3) individuals capable of producing more complex offspring, (4) mutational pathways to other viable individuals, and (5) drive for continued evolution. I briefly discuss implications of this view for the design of artificial systems with greater evolutionary potential.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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