Model order reduction method based on improved sine cosine algorithm

This paper presents an improved sine cosine algorithm (iSCA) for the reduction of high-order single-input single-output (SISO) systems. The proposed iSCA is adopted to solve the imbalance portion of the exploration and exploitation stages in the standard sine cosine algorithm (SCA). Specifically, a...

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Main Authors: Mohd Zaidi, Mohd Tumari, Mohd Ashraf, Ahmad, Mohd Helmi, Suid, Mohd Riduwan, Ghazali
Format: Conference or Workshop Item
Language:English
English
Published: IEEE 2023
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/38256/1/Model_Order_Reduction_Method_based_on_Improved_Sine_Cosine_Algorithm.pdf
http://umpir.ump.edu.my/id/eprint/38256/7/Model%20order%20reduction%20method%20based%20on%20improved%20sine%20cosine%20algorithm.pdf
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author Mohd Zaidi, Mohd Tumari
Mohd Ashraf, Ahmad
Mohd Helmi, Suid
Mohd Riduwan, Ghazali
author_facet Mohd Zaidi, Mohd Tumari
Mohd Ashraf, Ahmad
Mohd Helmi, Suid
Mohd Riduwan, Ghazali
author_sort Mohd Zaidi, Mohd Tumari
collection UMP
description This paper presents an improved sine cosine algorithm (iSCA) for the reduction of high-order single-input single-output (SISO) systems. The proposed iSCA is adopted to solve the imbalance portion of the exploration and exploitation stages in the standard sine cosine algorithm (SCA). Specifically, a nonlinear decreasing updated gain is adopted to provide a proper balance of exploration and exploitation stages. The proposed iSCA is expected to yield a most accurate reduced-order model for a particular original high-order system by minimizing the integral square error (ISE) between their system output responses. The effectiveness of the proposed technique is evaluated by reducing a 6 th order double pendulum overhead crane model. The obtained simulation results revealed that the proposed iSCA is highly effective and remarkably consistent in obtaining an ideal reduced-order model compared to its original version.
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spelling UMPir382562023-08-09T08:09:16Z http://umpir.ump.edu.my/id/eprint/38256/ Model order reduction method based on improved sine cosine algorithm Mohd Zaidi, Mohd Tumari Mohd Ashraf, Ahmad Mohd Helmi, Suid Mohd Riduwan, Ghazali TK Electrical engineering. Electronics Nuclear engineering This paper presents an improved sine cosine algorithm (iSCA) for the reduction of high-order single-input single-output (SISO) systems. The proposed iSCA is adopted to solve the imbalance portion of the exploration and exploitation stages in the standard sine cosine algorithm (SCA). Specifically, a nonlinear decreasing updated gain is adopted to provide a proper balance of exploration and exploitation stages. The proposed iSCA is expected to yield a most accurate reduced-order model for a particular original high-order system by minimizing the integral square error (ISE) between their system output responses. The effectiveness of the proposed technique is evaluated by reducing a 6 th order double pendulum overhead crane model. The obtained simulation results revealed that the proposed iSCA is highly effective and remarkably consistent in obtaining an ideal reduced-order model compared to its original version. IEEE 2023-01-02 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/38256/1/Model_Order_Reduction_Method_based_on_Improved_Sine_Cosine_Algorithm.pdf pdf en http://umpir.ump.edu.my/id/eprint/38256/7/Model%20order%20reduction%20method%20based%20on%20improved%20sine%20cosine%20algorithm.pdf Mohd Zaidi, Mohd Tumari and Mohd Ashraf, Ahmad and Mohd Helmi, Suid and Mohd Riduwan, Ghazali (2023) Model order reduction method based on improved sine cosine algorithm. In: 10th IEEE Conference on Systems, Process and Control, ICSPC 2022 , 17 December 2022 , Melaka, Malaysia. pp. 155-159.. ISBN 978-1-6654-7098-8 (Published) https://doi.org/10.1109/ICSPC55597.2022.10001773
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Mohd Zaidi, Mohd Tumari
Mohd Ashraf, Ahmad
Mohd Helmi, Suid
Mohd Riduwan, Ghazali
Model order reduction method based on improved sine cosine algorithm
title Model order reduction method based on improved sine cosine algorithm
title_full Model order reduction method based on improved sine cosine algorithm
title_fullStr Model order reduction method based on improved sine cosine algorithm
title_full_unstemmed Model order reduction method based on improved sine cosine algorithm
title_short Model order reduction method based on improved sine cosine algorithm
title_sort model order reduction method based on improved sine cosine algorithm
topic TK Electrical engineering. Electronics Nuclear engineering
url http://umpir.ump.edu.my/id/eprint/38256/1/Model_Order_Reduction_Method_based_on_Improved_Sine_Cosine_Algorithm.pdf
http://umpir.ump.edu.my/id/eprint/38256/7/Model%20order%20reduction%20method%20based%20on%20improved%20sine%20cosine%20algorithm.pdf
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