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Towards probabilistic synchronisation of local controllers
- 1.0460324 - ÚTIA 2017 RIV GB eng J - Journal Article
Herzallah, R. - Kárný, Miroslav
Towards probabilistic synchronisation of local controllers.
International Journal of Systems Science. Roč. 48, č. 3 (2017), s. 604-615. ISSN 0020-7721. E-ISSN 1464-5319
R&D Projects: GA ČR GA13-13502S
Institutional support: RVO:67985556
Keywords : cooperative control * optimal control * complex systems * stochastic systems * fully probabilistic desing
OECD category: Statistics and probability
Impact factor: 2.185, year: 2017
http://library.utia.cas.cz/separaty/2017/AS/karny-0460324.pdf
The traditional use of global and centralised controlmethods 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 systemgoal. 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.
Permanent Link: http://hdl.handle.net/11104/0260438
Number of the records: 1