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Distributed optimization problem for double-integrator systems with the presence of the exogenous disturbance
- Source :
- Neurocomputing. 272:386-395
- Publication Year :
- 2018
- Publisher :
- Elsevier BV, 2018.
-
Abstract
- The aim of this paper is to study the distributed optimization problem for continuous-time multi-agent systems with the existence and the interference of external disturbance, therein each agent is described as double-integrator dynamic. To reject the exogenous disturbance, the distributed algorithm is proposed for each agent based on the internal model principle. The proposed algorithm only utilizes the position information of each agent from its neighbors subject to the undirected graph, which can reduce communication costs and energy consumptions in applications. Moreover, the algorithm only needs the cost functions of the agent itself, which can greatly protect the privacy of other agents. The optimal solution of the problem is thus obtained with the design of Lyapunov function and the help of convex analysis, LaSallel’s Invariance Principle. Finally, two numerical simulation examples and the comparison of proposed algorithm with other previous research are presented to illustrate the persuasive effectiveness of the theoretical result.
- Subjects :
- Lyapunov function
Convex analysis
0209 industrial biotechnology
Mathematical optimization
Optimization problem
Computer simulation
Cognitive Neuroscience
Internal model
02 engineering and technology
Interference (wave propagation)
Computer Science Applications
Double integrator
symbols.namesake
020901 industrial engineering & automation
Artificial Intelligence
Control theory
Distributed algorithm
0202 electrical engineering, electronic engineering, information engineering
symbols
020201 artificial intelligence & image processing
Mathematics
Subjects
Details
- ISSN :
- 09252312
- Volume :
- 272
- Database :
- OpenAIRE
- Journal :
- Neurocomputing
- Accession number :
- edsair.doi...........9a7cd6a126c2014e0521d21e7f77f786
- Full Text :
- https://doi.org/10.1016/j.neucom.2017.07.005