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Evolution of robustness to damage in artificial 3-dimensional development

机译:人工3维开发中破坏的鲁棒性演变

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摘要

GReaNs is an Artificial Life platform we have built to investigate the general principles that guide evolution of multicellular development and evolution of artificial gene regulatory networks. The embryos develop in GReaNs in a continuous 3-dimensional (3D) space with simple physics. The developmental trajectories are indirectly encoded in linear genomes. The genomes are not limited in size and determine the topology of gene regulatory networks that are not limited in the number of nodes. The expression of the genes is continuous and can be modified by adding environmental noise. In this paper we evolved development of structures with a specific shape (an ellipsoid) and asymmetrical pattering (a 3D pattern inspired by the French flag problem), and investigated emergence of the robustness to damage in development and the emergence of the robustness to noise. Our results indicate that both types of robustness are related, and that including noise during evolution promotes higher robustness to damage. Interestingly, we have observed that some evolved gene regulatory networks rely on noise for proper behaviour.
机译:GReaNs是我们建立的一个人工生命平台,旨在研究指导多细胞发育进化和人工基因调控网络进化的一般原理。胚胎以简单的物理原理在连续3维(3D)空间的GReaNs中发育。发育轨迹在线性基因组中间接编码。基因组的大小不受限制,并确定了基因调控网络的拓扑结构,其节点数量不受限制。基因的表达是连续的,可以通过增加环境噪声来修饰。在本文中,我们改进了具有特定形状(椭圆体)和不对称图案(受法国国旗问题启发的3D模式)的结构的开发,并研究了对发展中的破坏的鲁棒性的出现和对噪声的鲁棒性的出现。我们的结果表明,两种类型的鲁棒性都相关,并且在进化过程中包括噪声会提高对损伤的鲁棒性。有趣的是,我们已经观察到一些进化的基因调控网络依靠噪声来实现适当的行为。

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