Spiral Motion Enhanced Elite Whale Optimizer for Global Tasks. (31st August 2021)
- Record Type:
- Journal Article
- Title:
- Spiral Motion Enhanced Elite Whale Optimizer for Global Tasks. (31st August 2021)
- Main Title:
- Spiral Motion Enhanced Elite Whale Optimizer for Global Tasks
- Authors:
- Wang, GuoChun
Gui, Wenyong
Liang, Guoxi
Zhao, Xuehua
Wang, Mingjing
Mafarja, Majdi
Turabieh, Hamza
Xin, Junyi
Chen, Huiling
Ma, Xinsheng - Other Names:
- Sun Yanxia Academic Editor.
- Abstract:
- Abstract : The whale optimization algorithm (WOA) is a high-performance metaheuristic algorithm that can effectively solve many practical problems and broad application prospects. However, the original algorithm has a significant improvement in space in solving speed and precision. It is easy to fall into local optimization when facing complex or high-dimensional problems. To solve these shortcomings, an elite strategy and spiral motion from moth flame optimization are utilized to enhance the original algorithm's efficiency, called MEWOA. Using these two methods to build a more superior population, MEWOA further balances the exploration and exploitation phases and makes it easier for the algorithm to get rid of the local optimum. To show the proposed method's performance, MEWOA is contrasted to other superior algorithms on a series of comprehensive benchmark functions and applied to practical engineering problems. The experimental data reveal that the MEWOA is better than the contrast algorithms in convergence speed and solution quality. Hence, it can be concluded that MEWOA has great potential in global optimization.
- Is Part Of:
- Complexity. Volume 2021(2021)
- Journal:
- Complexity
- Issue:
- Volume 2021(2021)
- Issue Display:
- Volume 2021, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 2021
- Issue:
- 2021
- Issue Sort Value:
- 2021-2021-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-08-31
- Subjects:
- Chaotic behavior in systems -- Periodicals
Complexity (Philosophy) -- Periodicals
003 - Journal URLs:
- https://onlinelibrary.wiley.com/journal/10990526 ↗
http://onlinelibrary.wiley.com/ ↗
https://www.hindawi.com/journals/complexity/ ↗ - DOI:
- 10.1155/2021/8130378 ↗
- Languages:
- English
- ISSNs:
- 1076-2787
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3364.585500
British Library HMNTS - ELD Digital store - Ingest File:
- 18723.xml