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  • ​Modeling, operations, and cybersecurity of grid-interactive buildings

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Fig. 1 A convergence guaranteed communication-free local control for grid-interactive water heaters (GIWH) in frequency regulation.
 
 
 
Fig. 2 Real-time demand response power flexibility quantification for HVAC systems in commercial buildings.
 
 
 
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Fig. 3 Probabilistic prediction of commercial building power consumption using logistic regression Markov Chain (LRMC) model.
 
 

  • Machine learning-aided power system state estimation

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Fig. 4 Hybrid Learning Dynamic State Estimation (HL-DSE) architecture
 
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Fig. 5 Estimation trajectories of generator speed and angle in the WSCC test case
 
 
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Fig. 6 Neural Network-based Linear State Estimation (NNLSE) for bus voltage angle tracking under steady states
 
 
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