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math.OC2024
Predict-and-Optimize Robust Unit Commitment with Statistical Guarantees via Weight Combination
Rui Xie, Yue Chen, Pierre Pinson
The growing uncertainty from renewable power and electricity demand brings significant challenges to unit commitment (UC). While various advanced forecasting and optimization metho…
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…