Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system

This paper presents an improved version of Sine Cosine Algorithm (SCA). The original SCA is a simple algorithm and it offers a good accuracy. However, for some problems and fitness landscapes, the accuracy achievement of the algorithm is not at optimal. Search agents of the algorithm stuck at the lo...

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Main Authors:	Shuhairie, Mohammad, Mohd Falfazli, Mat Jusof, Nurul Amira, Mhd Rizal, Ahmad Azwan, Abdul Razak, Ahmad Nor Kasruddin, Nasir, Raja Mohd Taufika, Raja Ismail, Mohd Ashraf, Ahmad
Format:	Conference or Workshop Item
Language:	English English
Published:	Universiti Malaysia Pahang 2019
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/26727/ http://umpir.ump.edu.my/id/eprint/26727/1/59.%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf http://umpir.ump.edu.my/id/eprint/26727/2/59.1%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf

id	ump-26727
recordtype	eprints
spelling	ump-267272019-12-23T01:34:33Z http://umpir.ump.edu.my/id/eprint/26727/ Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system Shuhairie, Mohammad Mohd Falfazli, Mat Jusof Nurul Amira, Mhd Rizal Ahmad Azwan, Abdul Razak Ahmad Nor Kasruddin, Nasir Raja Mohd Taufika, Raja Ismail Mohd Ashraf, Ahmad TK Electrical engineering. Electronics Nuclear engineering This paper presents an improved version of Sine Cosine Algorithm (SCA). The original SCA is a simple algorithm and it offers a good accuracy. However, for some problems and fitness landscapes, the accuracy achievement of the algorithm is not at optimal. Search agents of the algorithm stuck at the local optima. The proposed new algorithm which is called an EliminationDispersal Sine-Cosine Algorithm adopts Elimination–Dispersal (ED) strategy from Bacterial Foraging Algorithm. The ED helps search agents to solve the local optima problem. At the same time, an elitism approach is applied in the proposed algorithm. The elitism ensures some agents continue the next search operation from the currently best found solution. The proposed algorithm is tested on CEC2014 benchmark functions that have various fitness landscapes and properties. The accuracy performance is compared with the original SCA and analyzed. It also is applied to acquire and optimize a dynamic model for a Twin Rotor System (TRS). Result of the modelling shows that the proposed algorithm achieves a better accuracy and thus present less modelling error and better dynamic response for the TRS. Universiti Malaysia Pahang 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/26727/1/59.%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf pdf en http://umpir.ump.edu.my/id/eprint/26727/2/59.1%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf Shuhairie, Mohammad and Mohd Falfazli, Mat Jusof and Nurul Amira, Mhd Rizal and Ahmad Azwan, Abdul Razak and Ahmad Nor Kasruddin, Nasir and Raja Mohd Taufika, Raja Ismail and Mohd Ashraf, Ahmad (2019) Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system. In: 5th International Conference on Electrical, Control and Computer Engineering (INECCE 2019), 29-30 July 2019 , Swiss Garden Kuantan. pp. 1-12.. (Unpublished)
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English
topic	TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering Shuhairie, Mohammad Mohd Falfazli, Mat Jusof Nurul Amira, Mhd Rizal Ahmad Azwan, Abdul Razak Ahmad Nor Kasruddin, Nasir Raja Mohd Taufika, Raja Ismail Mohd Ashraf, Ahmad Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
description	This paper presents an improved version of Sine Cosine Algorithm (SCA). The original SCA is a simple algorithm and it offers a good accuracy. However, for some problems and fitness landscapes, the accuracy achievement of the algorithm is not at optimal. Search agents of the algorithm stuck at the local optima. The proposed new algorithm which is called an EliminationDispersal Sine-Cosine Algorithm adopts Elimination–Dispersal (ED) strategy from Bacterial Foraging Algorithm. The ED helps search agents to solve the local optima problem. At the same time, an elitism approach is applied in the proposed algorithm. The elitism ensures some agents continue the next search operation from the currently best found solution. The proposed algorithm is tested on CEC2014 benchmark functions that have various fitness landscapes and properties. The accuracy performance is compared with the original SCA and analyzed. It also is applied to acquire and optimize a dynamic model for a Twin Rotor System (TRS). Result of the modelling shows that the proposed algorithm achieves a better accuracy and thus present less modelling error and better dynamic response for the TRS.
format	Conference or Workshop Item
author	Shuhairie, Mohammad Mohd Falfazli, Mat Jusof Nurul Amira, Mhd Rizal Ahmad Azwan, Abdul Razak Ahmad Nor Kasruddin, Nasir Raja Mohd Taufika, Raja Ismail Mohd Ashraf, Ahmad
author_facet	Shuhairie, Mohammad Mohd Falfazli, Mat Jusof Nurul Amira, Mhd Rizal Ahmad Azwan, Abdul Razak Ahmad Nor Kasruddin, Nasir Raja Mohd Taufika, Raja Ismail Mohd Ashraf, Ahmad
author_sort	Shuhairie, Mohammad
title	Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
title_short	Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
title_full	Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
title_fullStr	Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
title_full_unstemmed	Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
title_sort	elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system
publisher	Universiti Malaysia Pahang
publishDate	2019
url	http://umpir.ump.edu.my/id/eprint/26727/ http://umpir.ump.edu.my/id/eprint/26727/1/59.%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf http://umpir.ump.edu.my/id/eprint/26727/2/59.1%20Elimination-dispersal%20sine%20cosine%20algorithm%20for%20a%20dynamic.pdf
first_indexed	2023-09-18T22:41:47Z
last_indexed	2023-09-18T22:41:47Z
_version_	1777416963752984576

Elimination-dispersal sine cosine algorithm for a dynamic modelling of a twin rotor system

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