论文标题
使用正弦探测的网络推断
Network Inference using Sinusoidal Probing
论文作者
论文摘要
该手稿的目的是提出一种非侵入性方法来恢复动态系统的网络结构。我们建议使用受控的探测输入并以确定大型电网络中的振荡模式的精神来测量网络的响应。对于大量的动态系统,我们表明这种方法是可以在分析上进行处理的,我们通过库拉莫托振荡器网络的数值模拟来确认我们的发现。我们的方法还使我们能够通过探测和测量其中一个来确定网络中的代理数量。
The aim of this manuscript is to present a non-invasive method to recover the network structure of a dynamical system. We propose to use a controlled probing input and to measure the response of the network, in the spirit of what is done to determine oscillation modes in large electrical networks. For a large class of dynamical systems, we show that this approach is analytically tractable and we confirm our findings by numerical simulations of networks of Kuramoto oscillators. Our approach also allows us to determine the number of agents in the network by probing and measuring a single one of them.