ISSN 2708-244X
 

Original Article 


ANN Techniques for Identification of a DC Motor Drive Systems

Abdulrazak A. Ammar, Al mbrok A. Emhemed, Osama M. Abuzaid.

Abstract
In this paper, a neural network approaches for the identification of a separately excited DC motor (SEDCM) loaded with a centrifugal pump load is applied. The NARX (Nonlinear Autoregressive Network with eXogenous Inputs) Network using to obtain a good quality model to explain the input output behaviour of a DC motor drive system. The motor is assumed a black box. The load and the motor parameters are assumed unknown. The NARX recurrent neural networks have the potential to capture the dynamics of nonlinear dynamic system by presenting a suitable set of input/output patterns generated by the dynamic system. The backpropagation algorithm was used in order to improve performance accuracy to the NARX model.

Key words: DC motors, Identification, Neural Networks, NARX Model


 
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How to Cite this Article
Pubmed Style

Ammar AA, Emhemed AmA, Abuzaid OM, . ANN Techniques for Identification of a DC Motor Drive Systems. AJAS. 2020; 1(1): 48-53.


Web Style

Ammar AA, Emhemed AmA, Abuzaid OM, . ANN Techniques for Identification of a DC Motor Drive Systems. http://www.albahitjas.com/?mno=118803 [Access: August 05, 2020].


AMA (American Medical Association) Style

Ammar AA, Emhemed AmA, Abuzaid OM, . ANN Techniques for Identification of a DC Motor Drive Systems. AJAS. 2020; 1(1): 48-53.



Vancouver/ICMJE Style

Ammar AA, Emhemed AmA, Abuzaid OM, . ANN Techniques for Identification of a DC Motor Drive Systems. AJAS. (2020), [cited August 05, 2020]; 1(1): 48-53.



Harvard Style

Ammar, A. A., Emhemed, A. m. A., Abuzaid, O. M. & (2020) ANN Techniques for Identification of a DC Motor Drive Systems. AJAS, 1 (1), 48-53.



Turabian Style

Ammar, Abdulrazak A., Al mbrok A. Emhemed, Osama M. Abuzaid, and . 2020. ANN Techniques for Identification of a DC Motor Drive Systems. Albahit journal of applied sciences, 1 (1), 48-53.



Chicago Style

Ammar, Abdulrazak A., Al mbrok A. Emhemed, Osama M. Abuzaid, and . "ANN Techniques for Identification of a DC Motor Drive Systems." Albahit journal of applied sciences 1 (2020), 48-53.



MLA (The Modern Language Association) Style

Ammar, Abdulrazak A., Al mbrok A. Emhemed, Osama M. Abuzaid, and . "ANN Techniques for Identification of a DC Motor Drive Systems." Albahit journal of applied sciences 1.1 (2020), 48-53. Print.



APA (American Psychological Association) Style

Ammar, A. A., Emhemed, A. m. A., Abuzaid, O. M. & (2020) ANN Techniques for Identification of a DC Motor Drive Systems. Albahit journal of applied sciences, 1 (1), 48-53.





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