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cs.LG2025
SARIMAX-Based Power Outage Prediction During Extreme Weather Events
Haoran Ye, Qiuzhuang Sun, Yang Yang
This study develops a SARIMAX-based prediction system for short-term power outage forecasting during extreme weather events. Using hourly data from Michigan counties with outage co…
cs.LG2025
Noise or Signal? Deconstructing Contradictions and An Adaptive Remedy for Reversible Normalization in Time Series Forecasting
Fanzhe Fu, Yang Yang
Reversible Instance Normalization (RevIN) is a key technique enabling simple linear models to achieve state-of-the-art performance in time series forecasting. While replacing its n…
cs.LG2024
Early Prediction of Natural Gas Pipeline Leaks Using the MKTCN Model
Xuguang Li, Zhonglin Zuo, Zheng Dong +1
Natural gas pipeline leaks pose severe risks, leading to substantial economic losses and potential hazards to human safety. In this study, we develop an accurate model for the earl…