Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids

Backpropagation; Deregulation; Electric load dispatching; Electric load shedding; Electric power system economics; Electric power system security; Electric power transmission networks; Neural networks; Adaptive artificial neural networks; Contingency analysis; Economic considerations; Generation re-...

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Main Authors:	Al-Masri A.N., Ab Kadir M.Z.A., Al-Ogaili A.S., Hoon Y.
Other Authors:	36068833700
Format:	Article
Published:	Institute of Electrical and Electronics Engineers Inc. 2023
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Institution:	Universiti Tenaga Nasional

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spelling	my.uniten.dspace-248962023-05-29T15:28:27Z Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids Al-Masri A.N. Ab Kadir M.Z.A. Al-Ogaili A.S. Hoon Y. 36068833700 25947297000 57189511897 56102883500 Backpropagation; Deregulation; Electric load dispatching; Electric load shedding; Electric power system economics; Electric power system security; Electric power transmission networks; Neural networks; Adaptive artificial neural networks; Contingency analysis; Economic considerations; Generation re-dispatch; Power system operators; Remedial actions; Security assessment; Security enhancements; Network security The mission of the power system operator has become more complicated than before due to increasing load demand, which causes power systems to operate near their security limits. The deregulation of electricity markets, which requires independent system operation driven by economic considerations, is still an essential requirement of modern power systems. This study presents an enhanced model of developed adaptive artificial neural network (AANN) technique for security enhancement of Malaysian power grids, inclusive of a remedial action (generation redispatch/load shedding) at any scale of system operation. Automatic data knowledge generation systems for AANN inputs and data selection and extraction methods are developed. Results show that the proposed AANN can provide the required amount of generation redispatch and load shedding accurately and promptly for computing large sample data. � 2013 IEEE. Final 2023-05-29T07:28:26Z 2023-05-29T07:28:26Z 2019 Article 10.1109/ACCESS.2019.2957884 2-s2.0-85077193340 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85077193340&doi=10.1109%2fACCESS.2019.2957884&partnerID=40&md5=0605275ad896085250221816fa53fca9 https://irepository.uniten.edu.my/handle/123456789/24896 7 8924713 180093 180105 All Open Access, Gold Institute of Electrical and Electronics Engineers Inc. Scopus
institution	Universiti Tenaga Nasional
building	UNITEN Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	Universiti Tenaga Nasional
content_source	UNITEN Institutional Repository
url_provider	http://dspace.uniten.edu.my/
description	Backpropagation; Deregulation; Electric load dispatching; Electric load shedding; Electric power system economics; Electric power system security; Electric power transmission networks; Neural networks; Adaptive artificial neural networks; Contingency analysis; Economic considerations; Generation re-dispatch; Power system operators; Remedial actions; Security assessment; Security enhancements; Network security
author2	36068833700
author_facet	36068833700 Al-Masri A.N. Ab Kadir M.Z.A. Al-Ogaili A.S. Hoon Y.
format	Article
author	Al-Masri A.N. Ab Kadir M.Z.A. Al-Ogaili A.S. Hoon Y.
spellingShingle	Al-Masri A.N. Ab Kadir M.Z.A. Al-Ogaili A.S. Hoon Y. Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
author_sort	Al-Masri A.N.
title	Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
title_short	Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
title_full	Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
title_fullStr	Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
title_full_unstemmed	Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids
title_sort	development of adaptive artificial neural network security assessment schema for malaysian power grids
publisher	Institute of Electrical and Electronics Engineers Inc.
publishDate	2023
_version_	1806427438978170880

Development of Adaptive Artificial Neural Network Security Assessment Schema for Malaysian Power Grids

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