70 citations · 91 across the 7 of their papers we have counts for
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eess.SY2024
Modularized Neural Network Incorporating Physical Priors for Smart Building Control, Accuracy or Consistency?
Zixin Jiang, Bing Dong
Model predictive control can achieve significant energy savings, offer grid flexibility, and mitigate carbon emissions. However, the challenge of identifying individual control-ori…
cs.AI2024
The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability
Judah Goldfeder, Victoria Dean, Zixin Jiang +4
Commercial buildings account for 17% of U.S. carbon emissions, with roughly half of that from Heating, Ventilation, and Air Conditioning (HVAC). HVAC devices form a complex thermod…