Abstract: Highlights•A novel deep RL policy is introduced for active control of structures.•Proposed algorithm fuses the concepts of data-driven and physics-inspired RL.•The approach outperforms individual control policies.•Hybrid RL-controller works in digital and analog regime.•Designed controller showcases superior performance and faster execution time.
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