By A Staff Writer Enhancing Reservoir Modeling with AI for Maximized Recovery.
Reservoir simulation involves creating a detailed model of the subsurface to predict the behavior of oil and gas reservoirs. AI enhances this process by analyzing geological data, past performance, and various reservoir characteristics to improve the accuracy of simulations. This allows engineers to make more informed decisions about extraction strategies, leading to better resource management and maximized recovery.
How to Do It?
- Gather geological and geophysical data from exploration studies.
- Train AI models using historical reservoir performance and well data.
- Run simulations with AI models to predict reservoir behavior under different extraction scenarios.
- Adjust extraction plans based on AI-generated insights to optimize recovery.
- Continuously update AI models with new data from ongoing extraction to refine simulations.
Benefits:
- Improves accuracy in forecasting reservoir performance.
- Helps optimize extraction strategies for maximum recovery.
- Reduces uncertainty in reservoir management.
- Informs better decision-making for investment in drilling operations.
Risks and Pitfalls:
- High dependency on accurate geological data for reliable simulations.
- Integration challenges with existing modeling tools.
- Requires skilled professionals to interpret AI-generated results accurately.
Example:
Shell’s AI-Driven Reservoir Simulation Tools
Shell has adopted AI-driven reservoir simulation tools to model complex subsurface conditions and predict how reservoirs will behave during extraction. This technology has enabled Shell to enhance the accuracy of recovery forecasts and design more effective extraction strategies, ultimately improving production efficiency and resource management.
Remember:
AI-driven reservoir simulation empowers oil and gas companies to make more accurate predictions and optimize extraction plans, leading to more efficient resource recovery and better decision-making.
Note: For more Use Cases in Oil and Gas Extraction, please visit https://www.kognition.info/industry_sector_use_cases/ai-use-cases-in-oil-and-gas-extraction/
For AI Use Cases spanning functional areas and sectors visit https://www.kognition.info/functional-use-cases-for-enterprises/