AVERAGE RESISTANCE OF TOROIDAL GRAPHS

被引:2
|
作者
Rossi, Wilbert Samuel [1 ]
Frasca, Paolo [1 ]
Fagnani, Fabio [2 ]
机构
[1] Univ Twente, Dept Appl Math, NL-7500 AE Enschede, Netherlands
[2] Politecn Torino, Dipartimento Sci Matemat, I-10129 Turin, Italy
关键词
effective resistance; graph dimension; consensus; relative estimation; large graphs; DISTRIBUTED ESTIMATION; CONSENSUS; PERFORMANCE; ALGORITHM; NETWORKS;
D O I
10.1137/130936117
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The average effective resistance of a graph is a relevant performance index in many applications, including distributed estimation and control of network systems. In this paper, we study how the average resistance depends on the graph topology and specifically on the dimension of the graph. We concentrate on d-dimensional toroidal grids, and we exploit the connection between resistance and Laplacian eigenvalues. Our analysis provides tight estimates of the average resistance, which are key to studying its asymptotic behavior when the number of nodes grows to infinity. In dimension two, the average resistance diverges: in this case, we are able to capture its rate of growth when the sides of the grid grow at different rates. In higher dimensions, the average resistance is bounded uniformly in the number of nodes: in this case, we conjecture that its value is of order 1/d for large d. We prove this fact for hypercubes and when the side lengths go to infinity.
引用
收藏
页码:2541 / 2557
页数:17
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