Enhanced grasshopper optimization algorithm for solving continuous optimization problems

Jianpeng Ye; Min Lin; Yiwen Zhong; Juan Lin

doi:10.1117/12.3011794

7 December 2023 Enhanced grasshopper optimization algorithm for solving continuous optimization problems

Jianpeng Ye, Min Lin, Yiwen Zhong, Juan Lin

Proceedings Volume 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023); 1294117 (2023) https://doi.org/10.1117/12.3011794
Event: Third International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 203), 2023, Yinchuan, China

Abstract

Aiming at the problems of weak ability to jump out of local optimization and lack of randomness in grasshopper optimization algorithms, this paper proposes a multi-strategy Enhanced Grasshopper Optimization Algorithm (EGOA) based on Brown random walk. The EGOA incorporates multiple strategies, including a Brownian random walk, a nonlinearly decreasing strategy with perturbation, and an improved optimal value guidance step. These innovations enhance the algorithm's ability to escape local optima, increase randomness, balance exploration and exploitation, and expand individual search ranges. Experimental results demonstrate that EGOA surpasses other swarm intelligence algorithms in benchmark function tests.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Jianpeng Ye, Min Lin, Yiwen Zhong, and Juan Lin "Enhanced grasshopper optimization algorithm for solving continuous optimization problems", Proc. SPIE 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023), 1294117 (7 December 2023); https://doi.org/10.1117/12.3011794

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available