Author

Yinliang Xu

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Preprint Sep 2026

Stochastic Model Predictive Control under AC Power-Flow Constraints Using Generative Learning

An end-to-end generative framework for efficiently solving multi-period and multi-scenario stochastic model predictive control problems under nonlinear AC power-flow constraints is proposed, and a constraint-aware differentiable architecture is introduced.

Jie Zhu, Yinliang Xu, Guan Wang · 0 citations

#small language model Sep 2026

Low Carbon Scheduling of Integrated Energy System Based on Large Language Model-Embedded Multi-Agent Reinforcement Learning

The complex multi-energy coupling characteristics inherent to integrated energy system (IES) present unprecedented challenges for the implementation of low-carbon scheduling. Existing optimization methods often exhibit limitations in system scalability, algorithm adaptivity, and carbon reduction efficacy for complex IE...

Chen Xia, Tong Gou, Yinliang Xu et al. · IEEE Transactions on Smart G... · 1 citation