Scalable Harmonization of Complex Networks With Local Adaptive Controllers

被引:17
作者
Karny, Miroslav [1 ]
Herzallah, Randa [2 ]
机构
[1] Czech Acad Sci, Dept Adapt Syst, Inst Informat Theory & Automat, Prague 18208, Czech Republic
[2] Aston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2017年 / 47卷 / 03期
关键词
Adaptive control; Adaptive estimation; Bayes methods; Complex networks; Decentralized control; Feedback; Feedforward systems; Recursive estimation; FULLY PROBABILISTIC DESIGN; DECENTRALIZED CONTROL; MAXIMUM-ENTROPY; SYNCHRONIZATION;
D O I
10.1109/TSMC.2015.2502427
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Computational and communication complexities call for distributed, robust, and adaptive control. This paper proposes a promising way of bottom-up design of distributed control in which simple controllers are responsible for individual nodes. The overall behavior of the network can be achieved by interconnecting such controlled loops in cascade control for example and by enabling the individual nodes to share information about data with their neighbors without aiming at unattainable global solution. The problem is addressed by employing a fully probabilistic design, which can cope with inherent uncertainties, that can be implemented adaptively and which provide a systematic rich way to information sharing. This paper elaborates the overall solution, applies it to linear-Gaussian case, and provides simulation results.
引用
收藏
页码:394 / 404
页数:11
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