This Petrogenium course aims at all those interested in understanding the impact Machine Learning will have on the Geosciences and then specifically the impact on geophysical processing and interpretation. Hence, geologists, geophysicists and petroleum and reservoir engineers, involved in exploration and development of hydrocarbon fields, but also those working in shallow-surface geophysics.
Participants will gain understanding how gravity and magnetic fields can be used to investigate subsurface structures, and to appreciate both their limitations and recent advances in these methods. Specifically, learners should be able to describe the Earth’s gravity and magnetic fields, explain how anomalies relate to density and magnetization contrasts, and recognize the non-uniqueness issues in interpreting potential-field data. Learners should also understand why gravity gradiometry and new magnetic interpretation techniques are promising developments for improving resolution and reducing ambiguity.
1. Biography, Program, Moodle, 52 Things, Teams
2. Geophysical Methods, Gravity JDF I
3. Exercise: Depth Sphere
4. Exercise: Depth Anticline
5. Videos: Gravity
6. Exercise: Gravity Sphere
7. Gravity JDF II
8. Exercise: Grav2dc 4D, Swing
9. Quiz 1
10. Team a: Preparation Summary of day 1
1. Team a: Summary of day 1
2. Gravity JDF III
3. Exercise: Depth Estimation
4. Exercise Olympic, Tapei Tower
5. Videos: Tokyo Skytree, Gravity Train
6. Exercise: Grav2dc Inv
7. Introduction Machine Learning
8. Exercise:Gravity Resolution
9. Quiz 2
10. Team b: Preparation Summary of day 2
1. Team b: Summary of day 2
2. Magnetics
3. Exercise: Magnetics
4. Magnetics JDF I
5. Exercise: Mag2dc Incl, Mag Anomaly
6. 12:00-13:00 Magnetics JDF III
7. 14:00-15:00 Videos: The North
8. 15:00-15:30 Grav-Mag Sign
9. 15:45-16:15 Exercise: Resolution Basement
10. 16:15-17:00 Seis-Grav-Mag-Grad
11. 17:00-17:30 Quiz 3
12. 17:00-17:30 Team c: Preparation Summary of day 3
1. Teamc: Summary of day 3
2. Magnetics JDF IV
3. Exercise: Mag2dc Inv
4. Local Magnetics
5. Exercise: Magnetic Latitudes
6. Videos: Magnetic Dangers, PGK Machine learning
7. Exercise: Grav-Mag
8. ML Keras, TensorFlow
9. Exercise: Geomodel Inv
10. Supervised, Unsupervised and Semi-Supervised learning
11. Quiz 4
This course can be tailored and delivered at your own facility — adapted to your specific units, equipment, and team experience level. We come to you, wherever you are in the world.
All content can be customised for awareness, intermediate, or experienced staff. Post-course consultancy and help-desk support is also available.
Request In-House TrainingAll courses can be tailored, combined, or run exclusively for your team — anywhere in the world.
training@petrogenium.com ← All Courses