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Title: Design and stabilization of sampled-data neural-network-based control systems
Authors: Lam, H. K.
Leung, Frank H. F.
Subjects: Closed loop control systems
Feedforward neural networks
Genetic algorithms
Nonlinear systems
System stability
Issue Date: 2005
Publisher: IEEE
Source: 2005 IEEE International Joint Conference on Neural Networks (IJCNN) : Montreal, QC, Canada, July 31-August 4, 2005, p. 2249-2254.
Abstract: This paper presents the design and stability analysis of sampled-data neural-network-based control systems. A continuous-time nonlinear plant and a sampled-data three-layer fully-connected feed-forward neural-network-based controller are connected in a closed-loop to perform a control task. Stability conditions will be derived to guarantee the closed-loop system stability. Linear-matrix-inequality- and genetic-algorithm-based approaches will be employed to obtain the maximum sampling period and connection weights of the neural network subject to the considerations of the system stability and performance. An application example will be given to illustrate the design procedure and effectiveness of the proposed approach.
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Type: Conference Paper
ISBN: 0-7803-9048-2
Appears in Collections:EIE Conference Papers & Presentations

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