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.
Reinforcement twinning: From digital twins to model-based reinforcement learning.Journal of Computational Science, 82:102421
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.