Workshop 15

Geostatistics and its Latest Developments Using Machine Learning Methods Sunday June 9th | Room 11

Convenors

  • Alessandro Mannini (Santos)
  • Luc Sandjivy (ERMS)

Description

The main objective of this second workshop is to share and discuss recent geostatistics development in the world of AI and machine learning applied to geosciences. Since its inception in the 1970s, geostatistics has developed in two main areas, spatial statistics and probabilistic modeling. Its progress and acceptance by the geosciences community have always been conditioned by computing power and costs. In the digital age, these constraints have disappeared, unleashing the power of geostatistical algorithms to best valorize large seismic and well data sets. Geostatistics today meet two major challenges facing operating companies: How can we reduce geo processing and modeling turnaround times and expand the asset team capabilities while ensuring the transfer of in-house expertise to the next generation of digital geoscientists?

Sub-Topics that will be covered in the workshop:

  • Earth Intelligence, Deep Diffusion models, stochastic partial differential equations

    (SPDEs).

Participant Profile

Subsurface practitioners Geostatistician. AI/ML practitioners, , Accademia researchers and software developers.

Workshop Programme

TimeActivity
“Intelligent” E&P asset management Business cases & Round table
9:00DIAM : Digital Intelligent “Earth” Asset Management
Technology - Luc Sandjivy (ERM.S)
Business - Alessandro Mannini (SANTOS)
10:00Coffee break
10:30 Round table : DIAM road map and timeline
A panel of major to smaller size E&P company digital champions share their DIAM business strategies, successes and failures.
12:30Lunch
Spatial statistics & Probabilistic Modeling Latest developments & Round table
13:30 Latest ML developments
Spatial statistics & Artificial Intelligence - Antoine Thomas (Seisnetics)
Geophysics Geostatistics: - Jean-Luc Mari (Geophysicist)
14:30Coffee break
15:00Round table : 2024 Digital Manifesto for Geostatistics
Academics, developers, champions and endusers come together to express the “2024 digital manifesto for geostatistics”
17:00End of the Workshop