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.
Drl-s: Toward safe real-world learning of dynamic thermal management in data center.Expert Systems with Applications, 214:119146
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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.