Back to Search Start Over

Towards probabilistic synchronisation of local controllers

Authors :
Randa Herzallah
Miroslav Kárný
Source :
International Journal of Systems Science. 48:604-615
Publication Year :
2016
Publisher :
Informa UK Limited, 2016.

Abstract

The traditional use of global and centralised control methods fails for large, complex, noisy and highly connected systems, which typify many real-world industrial and commercial systems. This paper provides an efficient bottom-up design of distributed control in which many simple components communicate and cooperate to achieve a joint system goal. Each component acts individually so as to maximise personal utility whilst obtaining probabilistic information on the global system merely through local message-passing. This leads to an implied scalable and collective control strategy for complex dynamical systems, without the problems of global centralised control. Robustness is addressed by employing a fully probabilistic design, which can cope with inherent uncertainties, can be implemented adaptively and opens a systematic rich way to information sharing. This paper opens the foreseen direction and inspects the proposed design on a linearised version of coupled map lattice with spatio-temporal chaos. A version close to linear quadratic design gives an initial insight into possible behaviours of such networks.

Details

ISSN :
14645319 and 00207721
Volume :
48
Database :
OpenAIRE
Journal :
International Journal of Systems Science
Accession number :
edsair.doi...........02171644998da9f28621bce34f2c88f1