Model reference adaptive control based on MLP network for dynamic system
1st Regional Conference on Applied and Engineering Mathematics (RCAEM-I) 2010 organized by Universiti Malaysia Perlis (UniMAP) and co-organized by Universiti Sains Malaysia (USM) & Universiti Kebangsaan Malaysia (UKM), 2nd - 3rd June 2010 at Eastern & Oriental Hotel, Penang.
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2010
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my.unimap-102632010-11-23T03:40:33Z Model reference adaptive control based on MLP network for dynamic system Norhayati, Mohd Noor Mohd Yusoff, Mashor Siti Maryam, Sharun Wan Nur Hadani Soh, Waren yati_yasin@yahoo.com hadani@unimap.edu.my Multi Layered Perceptron Recursive Least Square Model Reference Adaptive Control Regional Conference on Applied and Engineering Mathematics (RCAEM) 1st Regional Conference on Applied and Engineering Mathematics (RCAEM-I) 2010 organized by Universiti Malaysia Perlis (UniMAP) and co-organized by Universiti Sains Malaysia (USM) & Universiti Kebangsaan Malaysia (UKM), 2nd - 3rd June 2010 at Eastern & Oriental Hotel, Penang. This paper presents the Model Reference Adaptive Control based on Multi Layered Perceptron (MLP) Network. The error between the output of the plant and the reference model is used to adapt the controller parameters. The Reference Model Adaptive Control (MRAC) will be used to control a time varying system where the performance specifications are given in terms of a reference model. The MLP is used for function approximation and its weights can be adjusted to model any function up to certain accuracy from input to output using the Recursive Least Square (RLS) algorithm. Simulation results show that the controller is adequate to control the system with unpredictable conditions and disturbances. 2010-11-23T03:40:33Z 2010-11-23T03:40:33Z 2010-06-02 Working Paper Vol.1(18), p.115-119 http://hdl.handle.net/123456789/10263 en Proceedings of the 1st Regional Conference on Applied and Engineering Mathematics (RCAEM-I) 2010 Universiti Malaysia Perlis (UniMAP) Institut Matematik Kejuruteraan |
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Multi Layered Perceptron Recursive Least Square Model Reference Adaptive Control Regional Conference on Applied and Engineering Mathematics (RCAEM) |
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Multi Layered Perceptron Recursive Least Square Model Reference Adaptive Control Regional Conference on Applied and Engineering Mathematics (RCAEM) Norhayati, Mohd Noor Mohd Yusoff, Mashor Siti Maryam, Sharun Wan Nur Hadani Soh, Waren Model reference adaptive control based on MLP network for dynamic system |
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1st Regional Conference on Applied and Engineering Mathematics (RCAEM-I) 2010 organized by Universiti Malaysia Perlis (UniMAP) and co-organized by Universiti Sains Malaysia (USM) & Universiti Kebangsaan Malaysia (UKM), 2nd - 3rd June 2010 at Eastern & Oriental Hotel, Penang. |
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yati_yasin@yahoo.com |
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yati_yasin@yahoo.com Norhayati, Mohd Noor Mohd Yusoff, Mashor Siti Maryam, Sharun Wan Nur Hadani Soh, Waren |
format |
Working Paper |
author |
Norhayati, Mohd Noor Mohd Yusoff, Mashor Siti Maryam, Sharun Wan Nur Hadani Soh, Waren |
author_sort |
Norhayati, Mohd Noor |
title |
Model reference adaptive control based on MLP network for dynamic system |
title_short |
Model reference adaptive control based on MLP network for dynamic system |
title_full |
Model reference adaptive control based on MLP network for dynamic system |
title_fullStr |
Model reference adaptive control based on MLP network for dynamic system |
title_full_unstemmed |
Model reference adaptive control based on MLP network for dynamic system |
title_sort |
model reference adaptive control based on mlp network for dynamic system |
publisher |
Universiti Malaysia Perlis (UniMAP) |
publishDate |
2010 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/10263 |
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1643789781677637632 |