Asynchronous Distributed Averaging: A Switched System Framework for Average Error Analysis
This paper investigates an expected average error for distributed averaging problems under asynchronous updates. The asynchronism in this context implies no existence of a global clock as well as random characteristics in communication uncertainty such as communication delays and packet drops. Altho...
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Zusammenfassung: | This paper investigates an expected average error for distributed averaging
problems under asynchronous updates. The asynchronism in this context implies
no existence of a global clock as well as random characteristics in
communication uncertainty such as communication delays and packet drops.
Although some previous works contributed to the design of average consensus
protocols to guarantee the convergence to an exact average, these methods may
increase computational burdens due to extra works. Sometimes it is thus
beneficial to make each agent exchange information asynchronously without
modifying the algorithm, which causes randomness in the average value as a
trade-off. In this study, an expected average error is analyzed based on the
switched system framework, to estimate an upper bound of the asynchronous
average compared to the exact one in the expectation sense. Numerical examples
are provided to validate the proposed results. |
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DOI: | 10.48550/arxiv.2006.01925 |