Distributed strategies for making a digraph weight-balanced

Bahman Gharesifard, Jorge Cortés
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引用次数: 31

Abstract

A digraph is weight-balanced if, at each node, the sum of the weights of the incoming edges (in-degree) equals the sum of the weights of the outgoing edges (out-degree). Weight-balanced digraphs play an important role in a variety of cooperative control problems, including formation control, distributed averaging and optimization. We call a digraph weight-balanceable if it admits an edge weight assignment that makes it weight-balanced. It is known that semiconnectedness is a necessary and sufficient condition for a digraph to be weight-balanceable. However, to our knowledge, the available approaches to compute the appropriate set of weights are centralized. In this paper, we propose a distributed algorithm running synchronously on a directed communication network that allows individual agents to balance their in- and out-degrees. We also develop a systematic centralized algorithm for constructing a weight-balanced digraph and compute its time complexity. Finally, we modify the distributed procedure to design an algorithm which is distributed over the mirror digraph and has a time complexity much smaller than the centralized algorithm.
使有向图权重平衡的分布式策略
如果在每个节点上,输入边的权值之和(in-degree)等于输出边的权值之和(out-degree),则有向图是权值平衡的。权重平衡有向图在多种协同控制问题中发挥着重要作用,包括编队控制、分布式平均和优化。我们称一个有向图的权值是可平衡的,如果它允许一个边的权值分配使得它的权值是平衡的。已知有向图的半连通性是有向图重量可平衡的充分必要条件。然而,据我们所知,计算适当权重集的可用方法是集中的。在本文中,我们提出了一种在定向通信网络上同步运行的分布式算法,该算法允许单个代理平衡其进出度。我们还开发了一个系统的集中式算法来构造一个权重平衡的有向图并计算其时间复杂度。最后,对分布式算法进行了改进,设计了一种分布在镜像有向图上的算法,其时间复杂度比集中式算法小得多。
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