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Stochastic Event-Triggered Algorithm for Distributed Convex Optimisation
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0001-9746-524X
Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong.
Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong.
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0001-9940-5929
2022 (English)In: IEEE Transactions on Control of Network Systems, E-ISSN 2325-5870, p. 1-12Article in journal (Refereed) Published
Abstract [en]

This paper investigates the problem of distributed convex optimisation under constrained communication. A novel stochastic event-triggering algorithm is shown to solve the problem asymptotically to any arbitrarily small error without exhibiting Zeno behaviour. A systematic design of the stochastic event processes is then derived from the analysis on optimality and communication rate with the help of a meta-optimisation problem. Lastly, a numerical example on distributed classification is provided to visualise the performance of the proposed algorithm in terms of convergence in optimisation error and average communication rate with comparison to other algorithms in the literature. We show that the proposed algorithm is highly effective in reducing communication rates compared with algorithms proposed in the literature.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE) , 2022. p. 1-12
Keywords [en]
Distributed Optimisation, Event-Triggered Control, Networked Control Systems
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-335759DOI: 10.1109/TCNS.2022.3229769ISI: 001073802200023Scopus ID: 2-s2.0-85144749162OAI: oai:DiVA.org:kth-335759DiVA, id: diva2:1795811
Note

QC 20230911

Available from: 2023-09-11 Created: 2023-09-11 Last updated: 2023-10-31Bibliographically approved

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Tsang, Kam Fai ElvisJohansson, Karl H.

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CiteExportLink to record
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