Our Recent Publications
• Paper titled "Non-stationary and multivariate production forecasting using Koopman neural predictors" will be presented at the 85th EAGE Annual Conference & Exhibition held in Oslo, Norway.
• Paper titled "Vision transformer based foundation model for oil reservoir forecasting" will be presented at the 85th EAGE Annual Conference & Exhibition held in Oslo, Norway.
• Paper titled "Long-term, multi-variate production forecasting using non-stationary transformer" was presented at the 2024 International Petroleum Technology Conference (IPTC 2024) to be held in Dammam, Saudi Arabia.
• Paper titled "Joint optimization of well control and placement using Monte-Carlo tree search based variable selection" was presented at the 84th EAGE Annual Conference & Exhibition held in Vienna, Austria.
• Paper titled "High-dimensional Bayesian optimization using sparse-axis aligned subspaces for joint optimization of well control and placement" was presented at the 84th EAGE Annual Conference & Exhibition held in Vienna, Austria.
• Paper titled "Modeling of multi-component and thermal flow for geologic carbon sequestration using operator-based linearization approach" was presented at the 2023 Middle East Oil, Gas and Geosciences Show (MEOS GEO) held in Bahrain.
• Paper titled "Search space partitioning, MCTS and trust-region Bayesian optimization for joint optimization of well placement and control" was presented at the 83rd EAGE Annual Conference & Exhibition held in Madrid, Spain.
• Paper titled "Joint optimization of well placement and control using multi-scale CMA-ES with restarts" was presented at the 83rd EAGE Annual Conference & Exhibition held in Madrid, Spain.
• Paper: Surrogate model for field optimization using beta-VAE based regression. arXiv:2008.11433
• Paper titled "Hybrid of PSO and CMA-ES algorithms for joint optimization of well placement and control" was presented at the 82nd EAGE Annual Conference & Exhibition held in Amsterdam, The Netherlands.
• Paper: Multi-stage, multi-swarm PSO for joint optimization of well placement and control. arXiv:2106.01146
• Paper: Hybrid evolutionary optimization approach for oilfield well control optimization. arXiv:2103.15608
• Paper: Reservoir Simulation of CO2 Storage in Deep Saline Aquifers. doi:10.2118/89343-PA