3 papers
cs.LG2025
Privacy-preserving Decision-focused Learning for Multi-energy Systems
Yangze Zhou, Ruiyang Yao, Dalin Qin +2
Decision-making for multi-energy system (MES) dispatch depends on accurate load forecasting. Traditionally, load forecasting and decision-making for MES are implemented separately.…
cs.LG2025
Large Language Model-Empowered Interactive Load Forecasting
Yu Zuo, Dalin Qin, Yi Wang
The growing complexity of power systems has made accurate load forecasting more important than ever. An increasing number of advanced load forecasting methods have been developed.…
cs.LG2024
Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts
Dalin Qin, Yehui Li, Weiqi Chen +5
Complex distribution shifts are the main obstacle to achieving accurate long-term time series forecasting. Several efforts have been conducted to capture the distribution character…