Improved Arithmetic Optimization Algorithm with Multi-Strategy Fusion Mechanism and Its Application in Engineering Design DOI Open Access
Yu Liu, Minge Chen,

Ran Yin

et al.

Journal of Applied Mathematics and Physics, Journal Year: 2024, Volume and Issue: 12(06), P. 2212 - 2253

Published: Jan. 1, 2024

This article addresses the issues of falling into local optima and insufficient exploration capability in Arithmetic Optimization Algorithm (AOA), proposing an improved with a multi-strategy mechanism (BSFAOA). algorithm introduces three strategies within standard AOA framework: adaptive balance factor SMOA based on sine functions, search strategy combining Spiral Search Brownian Motion, hybrid perturbation Whale Fall Mechanism Polynomial Differential Learning. The BSFAOA is analyzed depth well-known 23 benchmark CEC2019 test four real optimization problems. experimental results demonstrate that can better exploitation capabilities, significantly enhancing stability, convergence mode, efficiency algorithm.

Language: Английский

A Simplified Adaptive Fuzzy Min-Max Neural Network for pattern classification DOI
Mingrui Fu,

Shuai Chen,

Xiaoxiao Wei

et al.

Neurocomputing, Journal Year: 2025, Volume and Issue: unknown, P. 129668 - 129668

Published: Feb. 1, 2025

Language: Английский

Citations

0
Improved Arithmetic Optimization Algorithm with Multi-Strategy Fusion Mechanism and Its Application in Engineering Design DOI Open Access
Yu Liu, Minge Chen,

Ran Yin

et al.

Journal of Applied Mathematics and Physics, Journal Year: 2024, Volume and Issue: 12(06), P. 2212 - 2253

Published: Jan. 1, 2024

This article addresses the issues of falling into local optima and insufficient exploration capability in Arithmetic Optimization Algorithm (AOA), proposing an improved with a multi-strategy mechanism (BSFAOA). algorithm introduces three strategies within standard AOA framework: adaptive balance factor SMOA based on sine functions, search strategy combining Spiral Search Brownian Motion, hybrid perturbation Whale Fall Mechanism Polynomial Differential Learning. The BSFAOA is analyzed depth well-known 23 benchmark CEC2019 test four real optimization problems. experimental results demonstrate that can better exploitation capabilities, significantly enhancing stability, convergence mode, efficiency algorithm.

Language: Английский

Citations

2