4 papers
Bridging Natural Language and Microgrid Dynamics: A Context-Aware Simulator and Dataset
Tinko Sebastian Bartels, Ruixiang Wu, Xinyu Lu +5
Addressing the critical need for intelligent, context-aware energy management in renewable systems, we introduce the OpenCEM Simulator and Dataset: the first open-source digital tw…
Context-Aware Model Predictive Control for Microgrid Energy Management via LLMs
Ruixiang Wu, Jiahao Ai, Tinko Sebastian Bartels +1
The optimal operation of modern microgrids, particularly those integrating stochastic renewable generation and battery energy storage system (BESS), relies heavily on load and dist…
InstructMPC: A Human-LLM-in-the-Loop Framework for Context-Aware Control
Ruixiang Wu, Jiahao Ai, Tongxin Li
Model Predictive Control (MPC) is a powerful control strategy widely utilized in domains like energy management, building control, and autonomous systems. However, its effectivenes…
Behavior-Aware Efficient Detection of Malicious EVs in V2G Systems
Ruixiang Wu, Xudong Wang, Tongxin Li
With the rapid development of electric vehicles (EVs) and vehicle-to-grid (V2G) technology, detecting malicious EV drivers is becoming increasingly important for the reliability an…