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

机译:基于自由能的设计策略可对环境波动进行可靠的网络控制

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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:受生物启发的网络控制是一种实现强大网络控制的有前途的方法。它依靠由正反馈和负反馈组成的概率机制,使系统最终能够稳定在最佳解决方案上。当最佳解决方案由于环境波动而失败时,系统将无法保持其功能,直到系统再次找到另一种解决方案为止。为防止功能暂时丧失,系统应准备一些候选解决方案,并从中随机选择可用的解决方案。但是,大多数受生物启发的网络控件在设计时都没有考虑到此问题。在本文中,我们提出了一种基于热力学的设计策略,该策略允许系统根据环境波动的程度保留适当的随机性,从而为发生环境波动做好准备。此外,我们通过使用基于吸引子选择模型的多路径路由来运行仿真实验来验证设计策略。

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