A5102952241- Reservoir Engineering and Simulation Methods
- Oil and Gas Production Techniques
- Anomaly Detection Techniques and Applications
- Time Series Analysis and Forecasting
- Hydraulic Fracturing and Reservoir Analysis
- Drilling and Well Engineering
Southwest Petroleum University
2022-2023
Summary Liquid loading occurs when gas production falls below the critical liquid-carrying flow rate of well, resulting in inability to remove condensate or water well. can lead a sharp reduction production, which affects well ultimate recovery. Accurate prediction timing liquid is important for implementing mitigations that reduce accumulation tubing and prevent impairment, as stability production. Existing liquid-loading forecasting methods have time offset determination loading, there...
Liquid loading is one of the main factors that can severely impede shale gas production. It crucial for efficient operation production to forecast liquid in real time. Most existing techniques prediction are based on physical modeling, which generally limited by human knowledge underlying mechanism formation. In this study, we propose a data-driven method wells deep anomaly detection technology. particular, employ neural networks learn normal behavior well and test given sequence measuring...