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eess.SY2026
Scalable Distributed Learning-Based MPC for Heterogeneous Consumer-Prosumer Building Aggregations: MPC-Aware Feature Selection and Convex Constraint-Coupled Optimization
Kaipeng Xu, Zhuo Zhi, Keyue Jiang
Buildings provide demand-response flexibility through controllable thermal loads and thermal inertia, while distributed photovoltaic deployment creates opportunities to share surpl…
eess.SY2026
End-to-End Differentiable Predictive Control with Probabilistic Constraint-Satisfaction Guarantees for Building Demand Response
Kaipeng Xu, Zhuo Zhi, Ruixuan Zhao +1
Building Demand Response (DR) benefits from Model Predictive Control (MPC) because thermal flexibility can be optimized over a future horizon while enforcing operational constraint…
eess.SY2026
Input Convex Encoder-Only Transformer for Computationally Efficient Model Predictive Control in Building Demand Response
Kaipeng Xu, Zhuo Zhi, Keyue Jiang
Learning-based Model Predictive Control (MPC) has emerged as a powerful strategy for building demand response (DR). However, its practical deployment is often hindered by the non-c…