JOURNAL ARTICLE

Kalman filtering for networked multi-agent systems with random packet dropouts

Abstract

This paper considers consensus of multi-agent systems (MASs) with random packet dropout based on Kalman filter. The Kalman filter is used to estimate current state of agents due to immeasurable output or state data. The relationship between packet dropout rate and the consensus ability of MASs is obtained. And the critical rate of packet dropout is gained. One step prediction method which can decrease the rate of packet dropout is presented. Numerical examples illustrate the effectiveness of the proposed results.

Keywords:
Dropout (neural networks) Kalman filter Network packet Computer science Control theory (sociology) Extended Kalman filter State (computer science) Fast Kalman filter Algorithm Artificial intelligence Computer network Machine learning

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FWCI (Field Weighted Citation Impact)
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Citation History

Topics

Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications

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