Date Thursday, 27 March
Time 09:00 – 17:00 GMT
Prof. Vasily Demyanov Heriot-Watt University
Farah Rabie, PhD Heriot-Watt University
Vitalii Starikov, Research Assistant Heriot-Watt University
The course will focus on several specific AI application to reservoir data that demonstrate how AI can provide added value to conventional modelling workflows:
Participants will gain practice with pre-composed Python Jupyter-notebooks for data visualisation, modelling and analysis of reservoir data from a real field. The course will include a brief introduction of relevant machine learning algorithms and in-class hands-on practice with Python notebooks.
This course is for anyone who is interested in getting familiar with running machine learning applications and data analytics for subsurface data. Domain knowledge of subsurface data, such as petrophysics, facies, seismic, production/PTA would be beneficial.
The course does not imply any prior knowledge of machine learning and will include a basic introduction of algorithms. No prior Python coding experience is required â all template codes will be provided.Â
Basic understanding of scripting language (like Python) would come handy.Â
The participants will be expected to use their own laptops for the course exercises with Python Jupiter notebooks following the instructions provided.
Basic understanding of reservoir data: wireline, seismic, well pressure transients would be essential.Â
| Time | Activity |
|---|---|
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
| 00:00 - 00:00 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur non hendrerit turpis, ac mollis quam. |
Seize the chance to elevate your skills in digitalization! By registering for one of our workshops, short courses, or field trips, youâll gain cutting-edge insights, hands-on experience, and connect with industry experts. These activities are crafted to keep you ahead in a rapidly digitalizing world. Donât waitâtake the first step towards mastering the digital transformation!
Our members, volunteers, and sponsors are the fuel that power this organisation. We can use Questionpro’s free survey templates to constantly keep in touch with them, understand their expectations and work towards their satisfaction with this simple yet robust tool.
Prof. Dr Dominique Guérillot, former member of the Executive Committee of IFP and Program Director for the Upstream R&D of Saudi Aramco, he is focusing in Oil and Gas Exploration and Production including Unconventional, CO2 EOR and Carbon storage. After a PhD in Applied Mathematics, he joined IFP in 1982 in the Reservoir Engineering Dpt.
He started his career in the Exploration and Production sector developing Expert system for selecting EOR methods and Advanced Compositional Reservoir Simulators for EOR (CO2 and thermal methods).
In 1985, he began cooperating with geologists and he invented with the Paris School of Mines the first software package integrating reservoir characterization and flow simulations in porous media proposing innovative methods for upscaling absolute permeabilities.
After being the Director of the Geology and Geochemistry (95-01, in 2001, he became member of the Executive Committee of IFP and Managing Director of Exploration and Reservoir Engineering Centre with a total budget of 30 Millions of Euros. Consequently, IFP nominated him as board member of several Exploration and Production subsidiaries of IFP: Beicip-Franlab and RSI in France, IFP MEC in Bahrain, etc. He developed new strategic orientations for the business unit he was in charge modifying its business model to generate revenues based on royalties through the development of several strategic marketed software for IFP.
In 2009, he created a Young Innovative Company (YIC), Terra 3E, in Energy and Environment: http://www.Terra3E.com developing innovative plug-ins in Petrel software among which the first tool for accurate calculations of fluids in place for gas and oil shales and upscaling transmissivities. From 2010 to 2013, he was senior expert for Petrobras, Brazil.
In 2012, he served the European Commission for selecting R&D projects on CO2 Storage. In 2013, Qatar Petroleum called Dominique Guérillot for developing their R&D Centre at the Qatar Sciences and Technology park in Doha, Qatar. He is currently full professor at Texas A&M University in their campus of Qatar.
He published more than 50 full and refereed papers, holds 5 patents, is member of the IJOGCT editorial team, the SPE and EAGE associations, is referee of the Oil & Gas Science and Technology (OGST), and member of the editorial board of the Petroleum Geoscience journal of the Geological Society.