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Evaluation of Effective Resistances in Pseudo-Distance-Regular Resistor Networks

机译:伪距规则电阻网络中的有效电阻评估

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The effective resistance or two-point resistance between two nodes of a resistor network is the potential difference that appears across them when a unit current source is applied between the nodes as terminals. This concept arises in problems which deal with graphs as electrical networks including random walks, distributed detection and estimation, sensor networks, distributed clock synchronization, collaborative filtering, clustering algorithms and etc. In the previous paper (Jafarizadeh et al. in J. Math. Phys. 50:023302, 2009) a recursive formula for evaluation of effective resistances on the so-called distance-regular networks was given based on the Christoffel-Darboux identity. In this paper, we consider more general networks called pseudo-distance-regular networks or QD type networks, where we use the stratification of these networks and show that the effective resistances between a given node, say α, and all of the nodes β belonging to the same stratum with respect to α, are the same. Then, based on the spectral techniques, for those α,β’s which satisfy (L −1 is the pseudo-inverse of the Laplacian of the network), an analytical formula for effective resistances (the equivalent resistance between terminals α and β, so that β belongs to the m-th stratum with respect to α) is given in terms of the first and second orthogonal polynomials associated with the network. From the fact that in distance-regular networks, is satisfied for all nodes α,β of the network, the effective resistances for m=1,2,…,d (d is diameter of the network which is the same as the number of strata) are calculated directly, by using the given formula.
机译:电阻器网络的两个节点之间的有效电阻或两点电阻是当在单元之间的节点上施加单位电流源时在其两端出现的电势差。这个概念出现在处理图形的问题上,如电气网络,包括随机游走,分布式检测和估计,传感器网络,分布式时钟同步,协作过滤,聚类算法等。在以前的论文中(Jafarizadeh等人在J.Math。 Phys。50:023302,2009)基于Christoffel-Darboux身份,给出了一种用于评估所谓的距离规则网络上的有效电阻的递归公式。在本文中,我们考虑了更通用的网络,称为伪距规则网络或QD类型网络,在这里我们使用这些网络的分层结构,并证明给定节点(例如α)和所有节点β之间的有效电阻属于相对于α的同一层相同。然后,基于频谱技术,对于满足(L -1 是网络拉普拉斯算子的伪逆)的那些α,β,有效电阻(等效电阻为根据与网络相关联的第一和第二正交多项式,给出相对于α)的第m个层,从而使β相对于α)属于第m个层。从这样的事实来看,在距离规则的网络中,对于网络的所有节点α,β都满足,因此m = 1,2,…,d的有效电阻(d是网络的直径,与网络的个数相同)。使用给定的公式直接计算层数)。

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