3 papers
eess.SY2026
Grid-Orch: An LLM-Powered Orchestrator for Distribution Grid Simulation and Analytics
Boming Liu, Jin Dong, Jianming Lian +1
The power distribution engineering workforce faces a projected shortage of up to 1.5 million engineers by 2030, creating urgent demand for more accessible analysis tools. This pape…
cs.LG2024
Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis
Haowen Xu, Ali Boyaci, Jianming Lian +1
Detecting and analyzing complex patterns in multivariate time-series data is crucial for decision-making in urban and environmental system operations. However, challenges arise fro…
eess.SY2024
Optimal Management of Grid-Interactive Efficient Buildings via Safe Reinforcement Learning
Xiang Huo, Boming Liu, Jin Dong +2
Reinforcement learning (RL)-based methods have achieved significant success in managing grid-interactive efficient buildings (GEBs). However, RL does not carry intrinsic guarantees…