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http://dspace.unimap.edu.my:80/xmlui/handle/123456789/29834
Title: | The NARMAX Model for a DC Motor using MLP Neural Network |
Authors: | Norasmadi, Abdul Rahim Mohd Nasir, Taib Abdul Hamid, Adom, Prof. Dr. Mohd Yusof, Mashor, Prof. Dr. norasmadi@kukum.edu.my |
Keywords: | NARMAX Multilayer perceptron (MLP) One-step-ahead (OSA) Normalize sum squared error (NSSE) Levenberg-Marquardt Algorithm (LMA ) |
Issue Date: | 15-Sep-2006 |
Publisher: | Kolej Universiti Kejuruteraan Utara Malaysia (KUKUM) |
Series/Report no.: | International Conference provides a forum for presentation and discussion of the state of current research in Man-Machine Systems Engineering (ICoMMS) 2006; |
Abstract: | The approach to the design of direct current (DC) motor varies considerably using advanced methods such asartificial intelligence (AI). However, accuracy issuescannot be totally achieved using conventional methods.This paper presents the study on nonlinear autoregressivemoving average with exogenous input (NARMAX) modelusing multilayer perceptron (MLP) neural network for DC motor modeling. The simulation results show that MLPneural network can fit the NARMAX model and identify the DC motor drive system |
Description: | International Conference On Man-Machine Systems 2006 (ICoMMs 2006) organized by School of Mechatronic Engineering, Northern Malaysia University College of Engineering (KUKUM), 15th - 16th September 2006 at at City Bayview Hotel, Langkawi, Kedah, Malaysia. |
URI: | http://dspace.unimap.edu.my/123456789/29834 |
Appears in Collections: | Conference Papers Mohd Yusoff Mashor, Prof. Dr. Abdul Hamid Adom, Prof. Dr. |
Files in This Item:
File | Description | Size | Format | |
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A.H Adom The NARMAX Model for a DC Moto r using MLP Neural Network.pdf | Access is limited to UniMAP community | 108.65 kB | Adobe PDF | View/Open |
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