首页> 外文会议>Mediterranean Conference on Control Automation >Distributed strategies for balancing a weighted digraph
【24h】

Distributed strategies for balancing a weighted digraph

机译:分布式策略平衡加权数字

获取原文

摘要

A weighted digraph is balanced if, for each node, the sum of the weights of the edges outgoing from that node is equal to the sum of the weights of the edges incoming to that node. Weight-balanced digraphs play a key role in a number of applications, including cooperative control, distributed optimization, and distributed averaging problems. We address the weight-balance problem for a distributed system whose components (nodes) can exchange information via interconnection links (edges) that form an arbitrary, possibly directed, communication topology (digraph). We develop two iterative algorithms, a centralized one and a distributed one, both of which can be used to reach weight-balance, as long as the underlying communication topology forms a strongly connected digraph (or is a collection of strongly connected digraphs). The centralized algorithm is shown to reach weight-balance after a finite number of iterations (bounded by the number of nodes in the graph). The distributed algorithm operates by having each node adapt the weights on its outgoing edges and is shown to asymptotically lead to weight-balance. We also analyze the rate of convergence of the proposed distributed algorithm and obtain a (graph-dependent) worst-case bound for it. Finally, we provide examples to illustrate the operation, performance, and potential advantages of the proposed algorithms.
机译:对于每个节点,重量的数字是平衡的,如果每个节点从该节点出现的边缘的权重和等于传入该节点的边缘的权重和的总和。重量平衡的数字在许多应用中起关键作用,包括协作控制,分布式优化和分布式平均问题。我们解决了分布式系统的重量平衡问题,其组件(节点)可以通过形成任意,可能有针对性的通信拓扑(Digraph)的互连链路(边缘)交换信息。我们开发了两个迭代算法,一个集中式算法和分布式的算法,两者都可以用于达到体重平衡,只要底层通信拓扑形成强连接的数字(或者是强连接的数字的集合)。在有限数量的迭代(图中的节点数量有限)之后,将集中式算法达到重量平衡。分布式算法通过使每个节点适应其输出边缘的权重,并且被示出为渐近地导致体重平衡。我们还分析了所提出的分布式算法的收敛速率,并获得(图依赖于图形)最坏情况。最后,我们提供了示例以说明所提出的算法的操作,性能和潜在优势。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号