Author

Iakovos T. Michailidis

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Open access Sep 2026

Adaptive Heuristic Reinforcement Learning (AH-RL) for Safety-Aware Control in Building Energy Management Applications

Reinforcement learning has shown strong potential for sequential control problems, providing an effective framework for adaptive policy derivation in complex and dynamic environments. However, standalone RL controllers may behave unstably or too aggressively, particularly in safety-critical applications where constrain...

P. Michailidis, Iakovos T. Michailidis, F. Minelli et al. · Engineer · 0 citations

Review Open access Jul 2026

Reinforcement Learning for Optimizing Renewable Energy Utilization in Smart Grids: Recent Advances in Power Grids, Microgrids, and Building Energy Systems

A comprehensive review of RL-based control applications across RES-integrated energy domains, including power grids, microgrids, and building energy systems, identifies emerging trends and highlights dominant design patterns across power grid, microgrid, and building-level applications.

P. Michailidis, F. Minelli, H. Coban et al. · Infrastructures · 0 citations