We’re thrilled to share that the CSSR recently hosted a groundbreaking hybrid Joint Industry Workshop in Bergen on the 16th of April 2024! The topic of the workshop was – Data-driven approaches to improving modelling, simulation, and optimization.



From above : Tor Harald Sandve (WP 4 leader) (NORCE); Left: Peter Moritz von Schultzendorff (PhD student, UoB); Right: Rolf Johan Lorentzen (WP3 Leader) (NORCE); Photos by Maya Havre (NORCE)
With robust research in machine learning and active partnerships with industry leaders and NORCE in general, CSSR was able to bring together nearly 40 participants, including researchers, operators, and service providers of CSSR. This workshop provided a unique opportunity for participants to share experiences and interact with each other. Feedback from the participants was overwhelmingly positive, describing the program as intriguing, educational, and timely. The workshop concluded with a delightful social get-together with pizza, leaving all participants inspired and sated. CSSR continues to be at the forefront of data-driven innovation, driving change and growth in an ever-evolving industry.


From left : The participants at the Joint Industry Workshop, Rolf Johan Lorentzen (WP3 Leader); Roman Berenblyum (IC secretary); Ketil Djurhuus (Centre deputy); Right: Antoine Lechevallier (PostDoc, NORCE)
Equinor is a proud industry partner in CSSR. In the domain of data-driven modeling, simulation & optimization, we see value in collaborating closely with CSSR and appreciated participating in the recent joint industry workshop on this topic hosted by NORCE in Bergen. We look forward to the next stages of the research and development work..”
By Thom van der Heijden, R&D task leader ‘Production Forecasting & Optimization’, Equinor
Presentations at the workshop:
| Tai Xue-Cheng (Norce) | Deep Neural Networks for flow simulations and PDE optimization problems |
| Pit Arnold (Wintershall Dea) | Coupling Digital Rock Analysis with Machine Learning and Custom Laboratory Solutions for Enhanced Simulation Accuracy |
| Thom van der Heijden (Equinor) and Tobias Müller (Equinor) | Data driven predictions & decisions |
| Olwijn Leeuwenburgh (TNO) | Hybrid Data-Physics Modelling for Reservoir Performance Prediction |
| Kristian Fossum (Norce) | Ensemble History-Matching Workflow Using Interpretable Spade-Gan Geomodel |
| Mathias Nilsen (Norce) | Wind-powered Well Control Optimization |
| Peter Moritz von Schultzendorff (UiB) | A machine-learned near-well model in OPM Flow |
| Antoine Lechevallier (Norce) | Hybrid Newton’s method for acceleration of reservoir simulation |
| Rolf Lorentzen (Norce) | Adaptive surrogate modeling to accelerate PDE-constrained optimization |
| Jan Martin Nordbotten (UiB) | Integrating models of different character and complexity: Lessons from the past and warnings for the future |
| Tor Harald Sandve (Norce) | Summary, discussion, CSSR perspectives |
Thank you to Rolf Johan Lorentzen(WP 3 leader) and Tor Harald Sandve(WP 4 leader), who organized the workshop, and to all who contributed to making it a success.

