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Asynchronous distributed averaging using double linear iterations

机译:使用双线性迭代的异步分布式平均

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The distributed averaging problem is to devise a protocol which will enable the members of a group of n > 1 agents to asymptotically determine in a decentralized manner, the average of the initial values of their scalar agreement variables. A typical averaging protocol can be modeled by a linear iterative equation whose update matrices are doubly stochastic. Building on the ideas proposed in [1] and [2], this paper discusses an alternative approach to distributed averaging which is modeled by two simultaneously iterated linear iterative equations whose update matrices are left stochastic rather than doubly stochastic. We call such models, double linear iterations. The aim of this paper is to propose and analyze two different asynchronous double linear iteration protocols. For each protocol, each agent independently updates its variables at times determined by its own clock. It is not assumed that the agents'' clocks are synchronized or that the “event times” at which any one agent updates its variables are evenly spaced. Nor is it assumed that the communication between agents is bidirectional. By appealing to the concept of “analytic synchronization”, it is shown that both the two protocols are guaranteed to solve the asynchronous distributed averaging problem under appropriate assumptions for both fixed and time-varying directed neighbor graphs.
机译:分布式平均问题是设计一种协议,该协议将使n> 1个代理组中的成员以分散的方式渐近确定其标量协议变量初始值的平均值。一个典型的平均协议可以用线性迭代方程建模,该方程的更新矩阵是双重随机的。在[1]和[2]中提出的思想的基础上,本文讨论了另一种分布式平均方法,该方法由两个同时迭代的线性迭代方程建模,它们的更新矩阵保持为随机而非双随机。我们称这种模型为双重线性迭代。本文的目的是提出并分析两种不同的异步双线性迭代协议。对于每种协议,每个代理都会在其自己的时钟确定的时间独立更新其变量。不假定代理的时钟是同步的,也不假定任何一个代理更新其变量的“事件时间”是均匀间隔的。也没有假设代理之间的通信是双向的。通过诉诸“解析同步”的概念,表明在适当的假设下,对于固定和随时间变化的有向邻居图,这两种协议都可以保证解决异步分布式平均问题。

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