July 31, 2025

Human Personality-Based Particle Swarm Optimization: A Trait-Driven Framework for High-Dimensional Heterogeneous Problems

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HPPSO demonstrates enhanced optimization performance in high-dimensional settings, highlighting its psychological modeling aspects.

HPPSO introduces a novel approach by integrating human personality traits into optimization algorithms.
Extensive experiments show HPPSO outperforms traditional metaheuristic algorithms across various benchmark functions.
The algorithm retains the same time and space complexity as standard PSO, ensuring efficiency in computation.
HPPSO's unique design aims to improve exploration and prevention of premature stagnation during optimization processes.

Sakka et al. (2025) studied this question.

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