Baolei Liu

FTT-Transformer: A Feature-Time Tokenization Approach with Multi-Head Self-Attention for Oilfield Production Forecasting

Oilfield production forecasting serves as the decision-making basis for monthly production allocation and injection–production system optimization. Existing mainstream prediction methods face significant limitations: the Arps decline curve extrapolates historical production trends, yet its accuracy degrades rapidly fol...