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达尔文恶魔、进化复杂性和信息最大化。

Darwinian demons, evolutionary complexity, and information maximization.

机构信息

Santa Fe Institute, New Mexico 87501, USA.

出版信息

Chaos. 2011 Sep;21(3):037110. doi: 10.1063/1.3643064.

Abstract

Natural selection is shown to be an extended instance of a Maxwell's demon device. A demonic selection principle is introduced that states that organisms cannot exceed the complexity of their selective environment. Thermodynamic constraints on error repair impose a fundamental limit to the rate that information can be transferred from the environment (via the selective demon) to the genome. Evolved mechanisms of learning and inference can overcome this limitation, but remain subject to the same fundamental constraint, such that plastic behaviors cannot exceed the complexity of reward signals. A natural measure of evolutionary complexity is provided by mutual information, and niche construction activity--the organismal contribution to the construction of selection pressures--might in principle lead to its increase, bounded by thermodynamic free energy required for error correction.

摘要

自然选择被证明是麦克斯韦妖设备的一种扩展实例。引入了一种恶魔选择原则,即生物体不能超过其选择环境的复杂性。错误修复的热力学约束对信息从环境(通过选择的恶魔)传递到基因组的速率施加了一个基本限制。进化学习和推理的机制可以克服这一限制,但仍然受到相同的基本限制,即可塑性行为不能超过奖励信号的复杂性。进化复杂性的一个自然度量是互信息,而生态位构建活动——生物体对选择压力构建的贡献——原则上可以通过纠错所需的热力学自由能来增加它。

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