GOHBA: Improved Honey Badger Algorithm for Global Optimization DOI Creative Commons
Yourui Huang, Sen Lu, Quanzeng Liu

et al.

Biomimetics, Journal Year: 2025, Volume and Issue: 10(2), P. 92 - 92

Published: Feb. 6, 2025

Aiming at the problem that honey badger algorithm easily falls into local convergence, insufficient global search ability, and low convergence speed, this paper proposes a optimization (Global Optimization HBA) (GOHBA), which improves ability of population, with better to jump out optimum, faster stability. The introduction Tent chaotic mapping initialization enhances population diversity initializes quality HBA. Replacing density factor range in entire solution space avoids premature optimum. addition golden sine strategy capability HBA accelerates speed. Compared seven algorithms, GOHBA achieves optimal mean value on 14 23 tested functions. On two real-world engineering design problems, was optimal. three path planning had higher accuracy convergence. above experimental results show performance is indeed excellent.

Language: Английский

GOHBA: Improved Honey Badger Algorithm for Global Optimization DOI Creative Commons
Yourui Huang, Sen Lu, Quanzeng Liu

et al.

Biomimetics, Journal Year: 2025, Volume and Issue: 10(2), P. 92 - 92

Published: Feb. 6, 2025

Aiming at the problem that honey badger algorithm easily falls into local convergence, insufficient global search ability, and low convergence speed, this paper proposes a optimization (Global Optimization HBA) (GOHBA), which improves ability of population, with better to jump out optimum, faster stability. The introduction Tent chaotic mapping initialization enhances population diversity initializes quality HBA. Replacing density factor range in entire solution space avoids premature optimum. addition golden sine strategy capability HBA accelerates speed. Compared seven algorithms, GOHBA achieves optimal mean value on 14 23 tested functions. On two real-world engineering design problems, was optimal. three path planning had higher accuracy convergence. above experimental results show performance is indeed excellent.

Language: Английский

Citations

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