Digital Library of Zielona Góra contains 67 670 digital objects
Object
Title: Adaptive iterative learning control of multi-agent systems under iterative batch random missing faults based on neural networks
Contributor:
Okarma, Krzysztof - ed. ; Skrzypczyński, Piotr - ed. ; Stefanowski, Jerzy - ed.
Subtitle:
Group publication title:
Abstract:
For multi-agent systems with missing iteration batches and randomly varying lengths, a data-driven adaptive iterativa learning control strategy based on neural networks is proposed. Considering the situation where the iteration batches of the system vary randomly with the number of iterations, first, an iterative batch missing fault model that follows a random probability distribution is designed. ; Secondly, based on the radial basis function neural network method, a novel datadriven adaptive iterative learning consistency control algorithm is proposed. The stability analysis of the system is strictly performed using the Lyapunov function, and the sufficient conditions for consistency of multi-agent systems are derived through relevant mathematical derivations. ; This enables multi-agent systems to achieve state consistency even when there are missing faults in the iterative batches. Finally, the feasibility of the algorithm is verified through numerical simulations in a multi-agent system.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 36, number 3 (2026)
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2026)
Last modified:
Nov 6, 2026
In our library since:
Nov 6, 2026
Number of object content hits:
0
All available object's versions:
https://www.zbc.uz.zgora.pl/publication/115178
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 1 (2026)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 2 (2026)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 3 (2026)
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