Title :
Weighted Average Prediction for Improving Consensus Performance of Second-Order Delayed Multi-Agent Systems
Author :
Zhihai Wu ; Huajing Fang ; Yingying She
Author_Institution :
Dept. of Control Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
In this paper, the weighted average prediction (WAP) is introduced into the existing consensus protocol for simultaneously improving the robustness to communication delay and the convergence speed of achieving the consensus. The frequency-domain analysis and algebra graph theory are employed to derive the necessary and sufficient condition guaranteeing the second-order delayed multi-agent systems applying the WAP-based consensus protocol to achieve the stationary consensus. It is proved that introducing the WAP with the proper length into the existing consensus protocol can improve the robustness against communication delay. Also, we prove that for two kinds of second-order delayed multi-agent systems: 1) the IR-ones with communication delay approaching zero and 2) the ones with communication delay approaching the maximum delay, introducing the WAP with the proper length into the existing consensus protocol can accelerate the convergence speed of achieving the stationary consensus.
Keywords :
algebra; convergence; graph theory; multi-agent systems; protocols; IR; WAP-based consensus protocol; algebra graph theory; communication delay; consensus performance; convergence speed; frequency-domain analysis; second-order delayed multiagent systems; stationary consensus; weighted average prediction; Convergence; Delay; Eigenvalues and eigenfunctions; Multiagent systems; Network topology; Protocols; Robustness; Communication delay; consensus; convergence speed; multi-agent systems; robustness; weighted average prediction (WAP); Algorithms; Artificial Intelligence; Computer Simulation; Decision Support Techniques; Models, Statistical; Pattern Recognition, Automated;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2012.2189384