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Structured Neural-PI Control with End-to-End Stability and Output Tracking Guarantees
This paper bridges the gap between neural network-based controller design and the need for performance guarantees.
Wenqi Cui, Yan Jiang, Baosen Zhang, Yuanyuan Shi
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Efficient Reinforcement Learning Through Trajectory Generation
This paper proposes a trajectory generation algorithm, which adaptively generates new trajectories as if the system is being operated and explored under the updated control policies.
Wenqi Cui, Linbin Huang, Weiwei Yang, Baosen Zhang
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Design of capacity incentive and energy compensation for demand response programs

Variability and Uncertainties caused by renewable energy sources have called for large amount of balancing services. Demand side …
Zhoubin Liu, Wenqi Cui
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Two-stage payback model for the assessment of curtailment services provided by air conditioners

Demand-side resources (DSRs) show great potential to help maintain the real-time balance of power system through demand response (DR) …
Wenqi Cui, Yi Ding
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