Distinguish

Publications and outreach

Only lists those co-authored by our members:

• Conf-paper by: Alyaev, S. , Djecta, H.E., Muhammad, R.B., Cheraghi, Y., Bratvold, R.B., Li, J., Shevyrev, N., Bogoedov, D., An, H. (2025)

  Geology Forecast Challenge: Data-Driven Probabilistic Modeling of Subsurface Layer Deformations

  European Conference on Numerical Mathematics and Advanced Applications 2025

• Book-chapter by: Djecta, H.E., Alyaev, S. , Fossum, K. , Bratvold, R.B., Muhammad, R.B., Srivastava, A. (2025)

  Uncertainty-Aware Well Placement: Simulator-Verified Dual-Network Reinforcement Learning Approach Meets Particle Filters

  Springer Nature

• Paper by: Cheraghi, Y., Alyaev, S. , Bratvold, R.B., Hong, A., Kuvaev, I., Clark, S., Zhuravlev, A. (2025)

  Analyzing expert decision-making in geosteering: Statistical insights from a large-scale controlled experiment

  Applied Computing and Geosciences

• Lecture by: Alyaev, S. (2025)

  Real-Time Geological Inversion for Decision-Making and Stratigraphic Inversion Exercise

  Geilo Winter School

• Paper by: Muhammad, R.B., Cheraghi, Y., Alyaev, S. , Srivastava, A., Bratvold, R.B. (2025)

  Geosteering Robot Powered by Multiple Probabilistic Interpretation and Artificial Intelligence: Benchmarking Against Human Experts

  SPE Journal

• Poster by: Bratvold, R.B., Muhammad, R.B., Hong, A., Alyaev, S. (2025)

  Value Creation in Sustainable Energy Transition Using Reinforcement Learning

  Geilo Winter School

• Poster by: Saleem, H., Alyaev, S. , Blaser, N., Fossum, K. (2025)

  Latent Diffusion For Text Generation and its Application in Geology

  Geilo Winter School

• Poster by: Fossum, K. , Alyaev, S. (2025)

  Incorporating Jacobian Information in Ensemble Kalman Inversion for Real-Time Geosteering

  EnKF Workshop

• Poster by: Alyaev, S. , Fossum, K. , Djecta, H.E., Tveranger, J., You, J., Elsheikh, A.H. (2025)

  AI-Enhanced Well-Steering: Open Workflow Implementation with Latent Space Geomodeling and Uncertainty Quantification

  EnKF Workshop

• Poster by: Djecta, H.E., Alyaev, S. , Fossum, K. , Bratvold, R.B., Muhammad, R.B., Srivastava, A. (2025)

  Solving Geosteering as a Partially Observable Markov Decision Process: Integrating Deep Learning with Data Assimilation

  EnKF Workshop

• Lecture by: Muhammad, R.B., Cheraghi, Y., Alyaev, S. , Srivastava, A., Bratvold, R.B., Tartakovsky, D.M. (2024)

  High-Precision Geosteering via Reinforcement Learning and Particle Filters

  Monthly Data Assimilation seminar

• Book-chapter by: Muhammad, R.B., Cheraghi, Y., Alyaev, S. , Srivastava, A., Bratvold, R.B. (2024)

  Enhancing geosteering with AI : Integrating a decision-making robot into a cloud-based environment and benchmarking against human experts

  Society of Petroleum Engineers

• Conf-paper by: Alyaev, S. , Muhammad, R.B., Cheraghi, Y., Bratvold, R.B., Srivastava, A., Tartakovsky, D.M. (2024)

  Optimizing Sequential Decisions in Geosteering: Reinforcement Learning vs Human Experts in Fast-Paced Uncertain Environment

  CSSR Annual Conference 2024

• Conf-paper by: Alyaev, S. , Muhammad, R.B., Cheraghi, Y., Bratvold, R.B., Srivastava, A., Tartakovsky, D.M. (2024)

  How to Explain Geology to a Robot? DISTINGUISHing Patterns for Optimal Geosteering Decisions

  DigiWells Seminar 2024

• Conf-paper by: Muhammad, R.B., Cheraghi, Y., Alyaev, S. , Srivastava, A., Bratvold, R.B. (2024)

  Enhancing Geosteering With AI: Integrating a Decision-Making Robot Into a Cloud-Based Environment and Benchmarking Against Human Experts

  SPE Norway Subsurface Conference

• Conf-paper by: Alyaev, S. , Fossum, K. , Djecta, H.E., Tveranger, J., Elsheikh, A.H. (2024)

  Laying the Foundation for Generative AI-Enhanced Geosteering: The Complete DISTINGUISH Workflow

  Geosteering and Formation Evaluation Workshop by NORCE and NFES 2024

• Book-chapter by: Alyaev, S. , Fossum, K. , Djecta, H.E., Tveranger, J., Elsheikh, A.H. (2024)

  DISTINGUISH Workflow: a New Paradigm of Dynamic Well Placement Using Generative Machine Learning

  European Association of Geoscientists and Engineers (EAGE)

• Conf-paper by: Djecta, H.E., Cheraghi, Y., Muhammad, R.B., Alyaev, S. , Fossum, K. , Bratvold, R.B., Srivastava, A. (2024)

  Improvement of Reinforcement Learning Strategies of the Pluralistic Robot Validated in Competitive Geosteering

  Geosteering and Formation Evaluation Workshop by NORCE and NFES 2024

• Conf-paper by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2024)

  Ensemble History-Matching Workflow Using Interpretable Spade-Gan Geomodel

  Monthly Data Assimilation seminar

• Conf-paper by: Alyaev, S. , Fossum, K. , Djecta, H.E., Tveranger, J., Elsheikh, A.H. (2024)

  DISTINGUISH Workflow: a New Paradigm of Dynamic Well Placement Using Generative Machine Learning

  ECMOR 2024

• Paper by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2024)

  Ensemble history-matching workflow using interpretable SPADE-GAN geomodel

  First Break

• Conf-paper by: Alyaev, S. (2023)

  DISTINGUISH from the depth of detection to the probabilistic distance of prediction

  DigiWells Seminar

• Conf-paper by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2023)

  Ensemble History-Matching Workflow Using Interpretable Spade-Gan Geomodel

  Fifth EAGE Conference on Petroleum Geostatistics

• Book-chapter by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2023)

  Ensemble History-Matching Workflow Using Interpretable Spade-Gan Geomodel (Extended abstract)

  European Association of Geoscientists and Engineers (EAGE)

Total: 24

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