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AI-Driven Reservoir Modeling & Optimization

Wednesday, 21 October
Room 370 ADBE
Technical Session
This session highlights the latest advances in artificial intelligence and machine learning for reservoir modeling and optimization, including physics-informed approaches, thermodynamic property prediction, data-driven forecasting, and integrated subsurface–surface workflows. Contributions demonstrate how autonomous and intelligent systems can enhance decision-making, improve prediction accuracy, and enable more efficient reservoir management across a range of applications, from geosteering to CO2 EOR and field-scale production optimization.
Session Chairpersons
Mun-Hong Hui - Chevron Corporation
Wathiq Al-Mudhafer - Basra Oil Company
  • 1400-1425 234123
    Reinforcement Learning Driven Adaptive Spatial Inference And Multi-objective Optimization For Autonomous Geosteering
    R.C. Tosanwumi, S. Srinivasan, Pennsylvania State University
  • 1425-1450 233993
    Data Analytic Coupled Machine Learning Applications For Active Reservoir Management: Co2 Eor Use Case
    G. Liu, M. Mark-Moser, U.S. Department of Energy National Technology Lab; D.M. Vikara, NETL Support Contract, National Energy Technology Laboratory; L. Cunha, U.S. Department of Energy National Technology Lab
  • 1450-1515 234206
    AI-Driven Reservoir Modeling For Field-Scale Production Optimization In A Mature Offshore Oil Field
    S. Negahban, N.S. Ibrahim, Dragon Oil; A. Ibrahim Hassan, M.G. Aboelhassan, M. Abudooh, A. Adel, Gulf of Suez Petroleum Co.; M. El-Sheikh, Dragon Oil; A. Moussa, S. Hashim, Gulf of Suez Petroleum Co.; S. Mohaghegh, D. Chamberlain, A. Ansari, M. Zamirian, Rosenxt
  • 1545-1610 234179
    Multilayer Reservoir Graph Networks Coupled With Surface Production Networks For Rapid Field-scale Forecasting And Optimization
    Z. Guo, U. Sinha, V. Sabharwal, Xecta Digital Labs
  • 1610-1635 233852
    Scaling The Expert Eye: Automating Subsurface Modeling Via Reservoir Engineering Inspired AI Agents
    P. Sarma, F. Gutierrez, Tachyus
  • 1635-1700 234136
    A Conversational User Interface For Autonomous Reservoir Simulation Deck Generation And Execution
    I. Matejka, Blauweiss EDV; W. Laube, Blauweiss EDV LLC; D. Perschke, Consultant
  • Alternate 233876
    Accelerating Agent Driven Insights In Exploration And Production: Introducing The Visualization Agent
    S. Gupta, R. Kannan, SLB
  • Alternate 234049
    Data Augmentation And EUR Prediction In Tight Gas Fields Via MLP-enhanced GANs
    X. Liu, J. Li, L. Liu, Y. Bai, Y. Shen, PetroChina Changqing Oilfield Company
  • Alternate 233918
    A Thermodynamic Cross-attention Transformer With Interpretable Gray-box Correlation For Co₂ Solubility In Ionic Liquids
    K. Hayford, New Mexico Institute Of Mining and Technology; C.D. Adenutsi, Kwame Nkrumah University of Science & Technology; J.N. Turkson, University of Virginia; H. Rahnema, New Mexico Institute Of Mining and Technology; G. Akpabli, New Mexico Inst-Mining & Tech