The Dual-Loop Control Framework uses digital twins and a reservoir of DRL agents to enable safer deployment of AI for data center cooling, delivering up to 4.09% energy savings in real-world case studies without violating service agreements.
Residual physics and post-posed shielding for safe deep reinforcement learning method.IEEE transactions on cybernetics, 54(2):865–876
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Dual-Loop Control in DCVerse: Advancing Reliable Deployment of AI in Data Centers via Digital Twins
The Dual-Loop Control Framework uses digital twins and a reservoir of DRL agents to enable safer deployment of AI for data center cooling, delivering up to 4.09% energy savings in real-world case studies without violating service agreements.