Author

Glykeria Kyrou

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Open access Oct 2026

Parallel Optimized Particle Swarm Optimization: An Efficient Parallel Approach for Neural Network Training

Global optimization has become a cornerstone of modern machine learning, particularly for the challenging task of training high-dimensional neural network architectures. Despite the prevalence of established metaheuristics, traditional approaches frequently struggle with the irregular and multimodal error surfaces inhe...

K. Barkas, Ioannis G. Tsoulos, Vasileios Charilogis et al. · Mathematics · 0 citations

Open access Sep 2026

PEAO: A Cooperative Parallel Enzyme Optimization Algorithm with Adaptive Search Mechanisms

Bio-inspired optimization algorithms have become an effective class of techniques for addressing challenging continuous optimization problems. In this work, we introduce the Parallel Enzyme Action Optimization (PEAO) algorithm, a parallel bio-inspired optimization approach that incorporates a multi-strategy communicati...

Glykeria Kyrou, Ioannis G. Tsoulos, Vasileios Charilogis · Analytics · 0 citations