Xiao-Min Hu

Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization

2024 · IEEE Transactions on Evolutionary Computation

Distributed optimization has attracted lots of attention in recent years. Thanks to the intrinsic parallelism and great search capacity, evolutionary computation (EC) has the potential for black-box and non-convex distributed optimization. However, due to the …

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 …