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Article
Development and Implementation of Adaptive Critic Based Optimal Neurocontroller on a Cantilever Plate
Proceedings of the American Control Conference (1999, San Diego, CA)
  • Abhishek Gupta
  • S. N. Balakrishnan, Missouri University of Science and Technology
  • Levent Acar, Missouri University of Science and Technology
Abstract

In this study an adaptive critic-based optimal neurocontroller was developed and applied to a non-linear cantilevered plate system to improve its vibrational characteristics. The smart structural system which incorporates a two dimensional aluminum plate mounted with PZT actuators and PVDF sensors is interfaced to a PC with a DAS1600 data acquisition card. The neural network plant model was acquired from a previous study on the setup. Model based design approach was used to design the optimal neuro-controller which minimizes an infinite horizon quadratic cost function by solving the equations obtained by the Dynamic Programming methodology. Two multi-layer perceptron networks the action and the critic were trained off-line for a wide range of initial conditions in the specified range for the state vector. The critic (supervisor) network in our case outputs the co-state vector and critiques the output of the controller network. After convergence to a desired degree of accuracy the action (controller) network gives an optimal output in a feedback form and can be directly incorporated in the control loop. The controller is finally tested for a range of initial conditions and the experimental results were compared for a time response of the plant with and without control.

Meeting Name
American Control Conference (1999: June 2-4, San Diego, CA)
Department(s)
Mechanical and Aerospace Engineering
Second Department
Electrical and Computer Engineering
Keywords and Phrases
  • Actuators,
  • Adaptive control systems,
  • Aluminum,
  • Control system synthesis,
  • Dynamic programming,
  • Feedback control,
  • Intelligent control,
  • Neural networks,
  • Piezoelectric transducers,
  • Plate metal,
  • Sensors,
  • Vibration control,
  • Critic based control,
  • Neurocontrollers,
  • Optimal control systems
International Standard Book Number (ISBN)
0-7803-4990-3
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 1999 Institute of Electrical and Electronics Engineers (IEEE), All rights reserved.
Publication Date
6-4-1999
Publication Date
04 Jun 1999
Citation Information
Abhishek Gupta, S. N. Balakrishnan and Levent Acar. "Development and Implementation of Adaptive Critic Based Optimal Neurocontroller on a Cantilever Plate" Proceedings of the American Control Conference (1999, San Diego, CA) Vol. 2 (1999) ISSN: 0743-1619
Available at: http://works.bepress.com/levent-acar/15/