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http://dspace.unimap.edu.my:80/xmlui/handle/123456789/30426
Title: | Adaptive neuro-controller based on IMAC scheme for InnoSAT control |
Authors: | Norhayati, M. N. Mohd Yusoff, Mashor, Prof. Dr. Siti Maryam, Sharun Azian Azamimi, Abdullah Wan Nur Hadani yati_yasin@yahoo.com yusoff@unimap.edu.my |
Keywords: | Adaptive neuro-controller Internal model adaptive control Multilayer perceptron network Recursive least square algorithm |
Issue Date: | 18-Jun-2012 |
Publisher: | Universiti Malaysia Perlis (UniMAP) |
Citation: | p. 275-284 |
Series/Report no.: | Proceedings of the The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012); |
Abstract: | In this paper, an Adaptive Neuro-Controller (ANC) based on Internal Model Adaptive Control (IMAC) scheme is developed to adjust the control parameters for the InnoSAT attitude. Controller architecture, which is combination of IMAC with MLP network, has been outlined and its effectiveness is demonstrated on the InnoSAT system. The control signal error is used with Recursive Least Square (RLS) algorithm with forgetting factor to update the weight of the ANC. This controller has been tested using the InnoSAT system with several operating conditions. In conclusion, the ANC based on IMAC scheme is analyzed, and compared with the classical PID controller results. As can be seen from the simulation results, the ANC based on IMAC scheme is successfully implemented to control the InnoSAT attitude. |
Description: | The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia. |
URI: | http://dspace.unimap.edu.my/123456789/30426 |
ISBN: | 978-967-5760-11-2 |
Appears in Collections: | Conference Papers Mohd Yusoff Mashor, Prof. Dr. Azian Azamimi Abdullah |
Files in This Item:
File | Description | Size | Format | |
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pg 275 - 284.pdf | Access is limited to UniMAP community | 247.95 kB | Adobe PDF | View/Open |
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