4 papers
EvoCast: Reliable Autonomous Research Agents for Iterative Forecasting Architecture Evolution
Kaipeng Xu, Xianli Yan, Yan Wang +2
Deep time-series forecasting models have rapidly diversified, yet adapting them to a specific task still requires extensive expert effort in model selection, mechanism diagnosis, a…
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…
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…
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…