2 papers
cs.LG2026
Liquid Neural Network Models for Natural Gas Spot Price Time-Series Forecasting
Yiqian Liu, Jiayi Niu, Adam Kelleher +1
Natural gas is undoubtedly an essential component of the global energy system. Accurate short-term forecasting of natural gas price is challenging due to pronounced volatility driv…
cs.LG2025
A Hybrid PCA-PR-Seq2Seq-Adam-LSTM Framework for Time-Series Power Outage Prediction
Subhabrata Das, Bodruzzaman Khan, Xiao-Yang Liu
Accurately forecasting power outages is a complex task influenced by diverse factors such as weather conditions [1], vegetation, wildlife, and load fluctuations. These factors intr…