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Free-Energy-Based Design Policy for Robust Network Control against Environmental Fluctuation

机译:基于自由能源网络控制环境波动的自由能源设计政策

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摘要

Bioinspired network control is a promising approach for realizing robust network controls. It relies on a probabilistic mechanism composed of positive and negative feedback that allows the system to eventually stabilize on the best solution. When the best solution fails due to environmental fluctuation, the system cannot keep its function until the system finds another solution again. To prevent the temporal loss of the function, the system should prepare some solution candidates and stochastically select available one from them. However, most bioinspired network controls are not designed with this issue in mind. In this paper, we propose a thermodynamics-based design policy that allows systems to retain an appropriate degree of randomness depending on the degree of environmental fluctuation, which prepares the system for the occurrence of environmental fluctuation. Furthermore, we verify the design policy by using an attractor selection model-based multipath routing to run simulation experiments.
机译:BioinSpired网络控制是实现强大网络控制的有希望的方法。它依赖于由正极和负反馈组成的概率机制,使系统最终稳定在最佳解决方案。当由于环境波动导致最佳解决方案失败时,系统无法保持其功能,直到系统再次找到另一个解决方案。为防止函数的时间损失,系统应准备一些解决方案候选人并随机选择其中一个可用的解决方案。但是,大多数生物定位网络控件不是在此期间设计的。在本文中,我们提出了一种基于热力学的设计政策,允许系统根据环境波动的程度来保留适当的随机性,这使得该系统用于发生环境波动。此外,我们通过使用基于吸引子选择模型的多径路由来运行模拟实验来验证设计策略。

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