4 papers
A Rule-Aware Prompt Framework for Structured Numeric Reasoning in Cyber-Physical Systems
Yichen Liu, Hongyu Wu, Bo Liu
Smart grids rely on high-dimensional numeric telemetry and explicit operating rules to maintain reliable and secure operation. Recent large language models (LLMs) are increasingly…
EEG-Based Emergency Braking Intensity Prediction Using Blind Source Separation
Zikun Zhou, Wenshuo Wang, Wenzhuo Liu +5
Electroencephalography (EEG) signals have been promising for long-term braking intensity prediction but are prone to various artifacts that limit their reliability. Here, we propos…
Reservoir observer enhanced with residual calibration and attention mechanism
Yichen Liu, Wei Xiao, Tianguang Chu
Reservoir observers provide a data-driven approach to the inference of unmeasured variables from observed ones for nonlinear dynamical systems. While previous studies have demonstr…
Evaluation of Large Language Models for Numeric Anomaly Detection in Power Systems
Yichen Liu, Hongyu Wu, Bo Liu
Large language models (LLMs) have gained increasing attention in power grids for their general-purpose capabilities. Meanwhile, anomaly detection (AD) remains critical for grid res…