Connecting spectral techniques for graph coloring and eigen properties of coupled dynamics: A pathway for solving combinatorial optimizations (Invited paper)

A. Parihar, N. Shukla, M. Jerry, S. Datta, A. Raychowdhury
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Abstract

This paper reviews an analog circuit system of capacitively coupled relaxation oscillators whose time evolution can be used to solve the graph coloring problem. These oscillators consist of a series combination of an insulator-metal-transition (IMT) device and a resistance. Such circuits were also demonstrated experimentally using VO2 (Vanadium Dioxide) as the phase transition material. The time evolution of circuit dynamics depend on eigenvectors of the adjacency matrix in the same way as is used by spectral algorithms for graph coloring. As such, a coupled network of such oscillators with piecewise linear dynamics have steady state phases which can be used to approximate the minimum vertex coloring of a graph.
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连接光谱技术的图形着色和耦合动力学的特征性质:解决组合优化的途径(特邀论文)
本文综述了一种电容耦合弛豫振荡器模拟电路系统,该系统的时间演化可用于解决图着色问题。这些振荡器由绝缘体-金属过渡(IMT)器件和电阻的一系列组合组成。这种电路也被实验证明使用VO2(二氧化钒)作为相变材料。电路动力学的时间演化依赖于邻接矩阵的特征向量,与谱算法用于图着色的方式相同。因此,具有分段线性动力学的振荡子的耦合网络具有稳态相位,可用于近似图的最小顶点着色。
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