Real-valued average consensus over noisy quantized channels

被引:16
|
作者
Censi, Andrea [1 ]
Murray, Richard M. [1 ]
机构
[1] CALTECH, Div Engn & Appl Sci, Control & Dynam Syst Dept, Pasadena, CA 91125 USA
来源
2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9 | 2009年
关键词
D O I
10.1109/ACC.2009.5159872
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper concerns the average consensus problem with the constraint of quantized communication between nodes. A broad class of algorithms is analyzed, in which the transmission strategy, which decides what value to communicate to the neighbours, can include various kinds of rounding, probabilistic quantization, and bounded noise. The arbitrariness of the transmission strategy is compensated by a feedback mechanism which can be interpreted as a self-inhibitory action. The result is that the average of the nodes state is not conserved across iterations, and the nodes do not converge to a consensus; however, we show that both errors can be made as small as desired. Bounds on these quantities involve the spectral properties of the graph and can be proved by employing elementary techniques of LTI systems analysis.
引用
收藏
页码:4361 / 4366
页数:6
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