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Author:

Wang, Xiong (Wang, Xiong.) | Wei, Yaxin (Wei, Yaxin.) | Guo, Zihao (Guo, Zihao.) | Wang, Jihong (Wang, Jihong.) | Yu, Hui (Yu, Hui.) | Hu, Bin (Hu, Bin.)

Indexed by:

Scopus SCIE

Abstract:

The Dung beetle optimization (DBO) algorithm, devised by Jiankai Xue in 2022, is known for its strong optimization capabilities and fast convergence. However, it does have certain limitations, including insufficiently random population initialization, slow search speed, and inadequate global search capabilities. Drawing inspiration from the mathematical properties of the Sinh and Cosh functions, we proposed a new metaheuristic algorithm, Sinh-Cosh Dung Beetle Optimization (SCDBO). By leveraging the Sinh and Cosh functions to disrupt the initial distribution of DBO and balance the development of rollerball dung beetles, SCDBO enhances the search efficiency and global exploration capabilities of DBO through nonlinear enhancements. These improvements collectively enhance the performance of the dung beetle optimization algorithm, making it more adept at solving complex real-world problems. To evaluate the performance of the SCDBO algorithm, we compared it with seven typical algorithms using the CEC2017 test functions. Additionally, by successfully applying it to three engineering problems, robot arm design, pressure vessel problem, and unmanned aerial vehicle (UAV) path planning, we further demonstrate the superiority of the SCDBO algorithm.

Keyword:

sinh and cosh metaheuristic algorithms dung beetle optimization optimization algorithms swarm intelligence algorithm enhancement

Author Community:

  • [ 1 ] [Wang, Xiong]Yunnan Univ, Sch Informat Sci & Engn, Kunming 650000, Peoples R China
  • [ 2 ] [Wei, Yaxin]Northeastern Univ, Coll Engn, Boston, MA 02115 USA
  • [ 3 ] [Guo, Zihao]Inst Polytech Paris, Telecom SudParis, F-91120 Palaiseau, France
  • [ 4 ] [Wang, Jihong]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Yu, Hui]Hubei Univ Arts & Sci, Sch Comp Engn, Xiangyang 441053, Peoples R China
  • [ 6 ] [Hu, Bin]Kean Univ, Dept Comp Sci & Technol, Union, NJ 07083 USA

Reprint Author's Address:

  • [Yu, Hui]Hubei Univ Arts & Sci, Sch Comp Engn, Xiangyang 441053, Peoples R China;;[Hu, Bin]Kean Univ, Dept Comp Sci & Technol, Union, NJ 07083 USA;;

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Source :

BIOMIMETICS

Year: 2024

Issue: 5

Volume: 9

4 . 5 0 0

JCR@2022

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 10

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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