Title :
Control of chaotic oscillations using neural networks
Author :
Mulpur, Arun ; Mulpur, Sudha ; Jang, Bongseog
Author_Institution :
Visual Solutions Inc., Westford, MA, USA
Abstract :
This paper investigates the application of neural networks for the control of nonlinear systems that exhibit chaotic behavior. A simple chaotic model of thermal convection is considered and a neural network is trained to serve as the controller. During the training phase, a conventional controller is used as the teacher. Results obtained through simulation indicate that the neural net controller performs satisfactorily and adapts well to changes in system parameters
Keywords :
chaos; chaotic oscillations; neural networks; nonlinear systems; thermal convection; Adaptive control; Chaos; Computer networks; Control systems; Feedforward neural networks; Multi-layer neural network; Neural networks; Nonlinear control systems; Nonlinear systems; Resistance heating;
Conference_Titel :
Control Applications, 1995., Proceedings of the 4th IEEE Conference on
Conference_Location :
Albany, NY
Print_ISBN :
0-7803-2550-8
DOI :
10.1109/CCA.1995.555788