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
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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
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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
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Lecture by: Alyaev, S. (2025)
Real-Time Geological Inversion for Decision-Making and Stratigraphic Inversion Exercise
Geilo Winter School
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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
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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
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Poster by: Saleem, H., Alyaev, S. , Blaser, N., Fossum, K. (2025)
Latent Diffusion For Text Generation and its Application in Geology
Geilo Winter School
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Poster by: Fossum, K. , Alyaev, S. (2025)
Incorporating Jacobian Information in Ensemble Kalman Inversion for Real-Time Geosteering
EnKF Workshop
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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
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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
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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
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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
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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
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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
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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
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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
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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)
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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
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Conf-paper by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2024)
Ensemble History-Matching Workflow Using Interpretable Spade-Gan Geomodel
Monthly Data Assimilation seminar
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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
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Paper by: Fossum, K. , Alyaev, S. , Elsheikh, A.H. (2024)
Ensemble history-matching workflow using interpretable SPADE-GAN geomodel
First Break
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Conf-paper by: Alyaev, S. (2023)
DISTINGUISH from the depth of detection to the probabilistic distance of prediction
DigiWells Seminar
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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
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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