Integrated Modeling and AI in Upstream Oil & Gas Course

Alan Tominey

This course on Integrated Modeling and AI in Upstream Oil & Gas offers a comprehensive exploration of the interconnected nature of reservoir, well, and surface facility systems. Traditionally managed in separate silos, these systems benefit greatly from an integrated approach that combines technical expertise with clear communication across disciplines. Participants will master the fundamentals and advanced concepts of Integrated Production Modeling (IPM) through practical examples, hands-on exercises, and quizzes. The curriculum emphasizes leveraging traditional methodologies alongside AI and machine learning to optimize production efficiency and profitability. The course also delves into complex modeling topics such as well modeling, fluid properties, and multiphase flow, providing a solid foundation for managing the entire oil and gas production system cohesively.Read more...

Who Should Take This Course
• Petroleum engineers and production specialists
• Data scientists and IT specialists in oil & gas
• Managers seeking integrated decision-making skills
• Professionals in reservoir and production engineering

What You Will Learn
• Applying AI and machine learning in IPM
• Well modeling and fluid property analysis
• Optimizing production through integration
• Foundations of Integrated Production Modeling

Why This Course Works
• Improve production efficiency and cost control
• Address complex, real-world oil & gas scenarios
• Unlock full value of integrated production models
• Enhance collaboration across technical disciplines

Access All SAGA Wisdom Training content Subscribe
Already a member? Sign in

Course contents

    Chapter 1 - Foundations of Integrated Production Modelling

    01-01 - The Why of Integration (16 min.)  Sample Lesson

    01-02 - Building Blocks of IPM - Well Modelling (10 min.)

    01-03 - From Concept to Model - Reservoir Model (7 min.)

    01-04 - The Integrated Production Model (8 min.)

    01-05 - Basic Forecasting and Material Balance (9 min.) Quiz

    Chapter 2 - Mastering Integrated Production Modelling Challenges

    02-01 - Dynamic Interactions (10 min.)

    02-02 - Mixed-Level Optimization Problems (5 min.)

    02-03 - Troubleshooting and Optimization (9 min.) Quiz

    Chapter 3 - IPM for Effective Field Management

    03-01 - Real-Time Optimization (8 min.)

    03-02 - Learning From Experience (5 min.)

    03-03 - Integrated Production Modelling in Unconventional Assets (4 min.) Quiz

    Chapter 4 - The Future of Integrated Production Modelling

    04-01 - Integrating AI/ML and Digital Twins (11 min.)

    04-02 - AI/ML in the Production World (5 min.) Quiz