Minimize Control Inputs for Strong Structural Controllability Using Reinforcement Learning with Graph Neural Network

no code implementations • 26 Feb 2024 • Mengbang Zou, Weisi Guo, Bailu Jin

We find that the number of input nodes is determined by the average degree of the network and the input nodes tend to select nodes with low in-degree and avoid high-degree nodes.

Regions of Attraction Estimation using Level SetMethod for Complex Network System

no code implementations • 25 Jan 2021 • Mengbang Zou, Yu Huang, Weisi Guo

This approach is insufficient for dynamic networks with changing equilibrium and estimating the Region of Attraction(ROA) is needed.

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