Research output per year
Research output per year
Personal profile
Research interests
- Fluid control using artificial intelligence
- Predictive modeling using machine learning
- Generative modeling and unsupervised learning
- Data Assimilation and nonlinear filtering
- Bayesian uncertainty quantification and model comparison
Biography
- August 2021, Professor, Institute for GeoEnergy Engineering, Heriot-Watt University, Scotland
- August 2017 - July 2021, Associate Professor, Institute for GeoEnergy Engineering, Heriot-Watt University, Scotland
- August 2013 - July 2017, Assistant Professor, Institute of Petroleum Engineering, Heriot-Watt University, Scotland
- June 2012 - July 2013, Research Fellow, ICES, The University of Texas at Austin, USA
- 2010-2012, Research Associate, ESE, Imperial College London, UK
- 2007-2010, Assistant Professor, Al-Azhar Univeristy, Egypt
- 2007 Ph.D., McMaster University, Ontario, Canada
- 2002 MASc., McMaster University, Ontario, Canada
- 1999 BASc., Al-Azhar Univeristy, Cairo, Egypt
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Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework
Dixit, A. & Elsheikh, A. H., Apr 2023, In: Mathematical Geosciences. 55, 3, p. 345-375 31 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)5 Downloads (Pure) -
Direct Multi-Modal Inversion of Geophysical Logs Using Deep Learning
Alyaev, S. & Elsheikh, A. H., 20 Sept 2022, In: Earth and Space Science. 9, 9, e2021EA002186.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)4 Downloads (Pure) -
Generating unrepresented proportions of geological facies using Generative Adversarial Networks
Abdellatif, A., Elsheikh, A. H., Graham, G., Busby, D. & Berthet, P., May 2022, In: Computers and Geosciences. 162, 105085.Research output: Contribution to journal › Article › peer-review
Open AccessFile3 Downloads (Pure) -
Machine learning-based multiscale constitutive modelling: Development and application to dual-porosity mass transfer
Ashworth, M., Elsheikh, A. H. & Doster, F., May 2022, In: Advances in Water Resources. 163, 104166.Research output: Contribution to journal › Article › peer-review
Open AccessFile24 Downloads (Pure) -
Probabilistic model-error assessment of deep learning proxies: An application to real-time inversion of borehole electromagnetic measurements
Rammay, M. H., Alyaev, S. & Elsheikh, A. H., Sept 2022, In: Geophysical Journal International. 230, 3, p. 1800-1817 18 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Citations (Scopus)3 Downloads (Pure)