Data-driven reservoir modeling : top-down modeling (TDM) : a paradigm shift in reservoir modeling, the art and science of building reservoir models based on field measurements /
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| Format: | Book |
| Language: | English |
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Richardson, Texas :
Society of Petroleum Engineers,
2017.
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Table of Contents:
- Introduction
- Data-driven problem solving
- Reservoir modeling
- Data-driven technologies
- Pitfalls of using machine learning in reservoir modeling
- Fact-based reservoir management
- Top-down modeling
- The spatio-temporal database
- History matching the top-down model
- Post-modeling analysis of the top-down model
- Examples and case studies
- Limitations of data-driven reservoir modeling
- The future of data-driven reservoir modeling.