EAGE Short Course 1 Compressive Sensing, Explained and Challengedw
Sunday
1 June 2025
Time
To be confirmed
CPD Points
5
Instructor
Jan de Bruin
JdB VitalSeis
Overview
This course will, after all the euphoria about Compressive Sensing (CS), serve to get our feet back on the ground by taking a fresh and objective view. What works and what doesn’t? Which promises are realistic and which are less so? To decide whether or not to use CS we should not mainly, or solely, rely on mathematicians telling us that it works, with no recourse to any challenge of that viewpoint. A fair amount of understanding is necessary before challenging CS is possible, appropriate, and has a chance to succeed. This course provides that understanding. Advanced math will be avoided as much as possible but some simple mathematical principles will be explained.
Course Objectives
Understand how CS is supposed to work, and how it does work in specific cases, which will result in the ability to make informed decisions about if and when to use it.
Course Outline
1. Introduction
2. The data
3. Signal and noise, coherent and incoherent
4. The Measurement domain and the sparse domain
5. Dictionaries and atoms
6. Sparse or Compressible
7. Other areas where CS is used
8. Dynamic range
9. Resolution
10. Randomization and sparsification
11. Adaptive and non-adaptive
12. Reconstruction
13. Thresholding
14. Analysis of some published examples
15. The theory
Participants’ Profile
This course is strongly recommended for seismic survey designers and those expected to provide support to those designs. It is not intended for Compression Sensing experts, although they are very welcome to join.
Pre-read
1. J.de Bruin, Compressive Sensing Challenged, MEOS-GEO exhibition 7-9 March 2023 in Bahrain
2. J.de Bruin, Compressive Sensing, Criteria to evaluate a new technology, Second EAGE Seabed Seismic Today Workshop, 18-20 September, Milan
Time | Activity |
---|---|
08:00 | Departure from conference center Messe Wien |
09:00 – 09:20 | Safety introduction ITC |
09:20 – 10:50 | ITC / TECH Center & Lab |
10:50 – 11:00 | Group exchange |
11:00 – 12:30 | ITC / TECH Center & Lab |
12:30 – 13:30 | Lunch at the ITC event area |
14:30 | Arrival back at conference center Messe Wien |