Sang-Woon Jeon

A random elite ensemble learning swarm optimizer for high-dimensional optimization

2023 · Complex & Intelligent Systems

Abstract High-dimensional optimization problems are increasingly pervasive in real-world applications nowadays and become harder and harder to optimize due to increasingly interacting variables. To tackle such problems effectively, this paper designs a random elite ensemble …

Surrogate-Assisted Level-Based Learning Particle Swarm Optimizer Based on Expected Value Evaluation under High Noise Optimization

2024

Surrogate-assisted evolutionary algorithms (SAEAs) have emerged as an effective approach for addressing expensive optimization problems. However, in scenarios where uncertain factors such as evaluation noises exist, the performance and reliability of most SAEAs are compromised …