3 papers
eess.SY2026
Physically Constrained Agentic AI for Energy Scheduling
Dafnag Zhao, Yang Deng, Zhengmao Li
Agentic AI extends energy management beyond fixed-form interaction by translating natural-language requests into coordinated scheduling actions. We present a hierarchical ReAct Ene…
cs.LG2024
A Unified Energy Management Framework for Multi-Timescale Forecasting in Smart Grids
Dafang Zhao, Xihao Piao, Zheng Chen +2
Accurate forecasting of the electrical load, such as the magnitude and the timing of peak power, is crucial to successful power system management and implementation of smart grid s…
cs.LG2024
Improving Building Temperature Forecasting: A Data-driven Approach with System Scenario Clustering
Dafang Zhao, Zheng Chen, Zhengmao Li +2
Heat, Ventilation and Air Conditioning (HVAC) systems play a critical role in maintaining a comfortable thermal environment and cost approximately 40% of primary energy usage in th…