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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| Format: | Conference or Workshop Item |
| Language: | English English |
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Universiti Malaysia Pahang
2019
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| Online Access: | 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 |
| _version_ | 1796993723362443264 |
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| 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 |
| collection | UMP |
| 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. |
| first_indexed | 2024-03-06T12:38:00Z |
| format | Conference or Workshop Item |
| id | UMPir26727 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T12:38:00Z |
| publishDate | 2019 |
| publisher | Universiti Malaysia Pahang |
| record_format | dspace |
| spelling | UMPir267272019-12-23T01:34:33Z 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) |
| 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 |
| title | 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_short | 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 |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | 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 |
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