Presentations in EAGE 2022

06 June, 2022

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​In EAGE 2022 Annual Conference in Madrid the members of SWAG will be sharing the progress of their research.​​​


Tuesday 7 June

Title: "Advances in self-supervised, blindspot denoising"
Authors: C. Birnie*, S. Liu, N. Luiken, M. Ravasi, and T. Alkhalifah
Session: 8.01 AI in Geoscience and Geophysics: Current Trends and Future Prospects
Format: Oral
Time: 9:30 AM - 12:30 PM

Title: "High-dimensional wavefield solutions using physics-informed neural networks with frequency-extension"
Authors: X. Huang*, T. Alkhalifah, and F. Wang
Session: PINNs & ML for Seismic
Format: Oral
Time: 3:15 PM - 3:35 PM

Title: "Predictive uncertainty quantification for Bayesian Physics-Informed Neural Network (PINN) in hypocentre estimation problem"
Authors: M. Izzatullah*, I.E. Yildirim, U.b. Waheed, and T. Alkhalifah
Session: PINNs & ML for Seismic
Format: Oral
Time: 3:55 PM - 4:15 PM

Title: "Upwind, No More: Flexible Traveltime Solutions using Physics-Informed Neural Networks"
Authors: M.H. Taufik*, U.b. Waheed, and T. Alkhalifah
Session: Poster: Velocity Estimation and FWI Methodologies
Format: Poster
Time: 4:15 PM - 4:35 PM

Title: "StorSeismic: An approach to pre-train a neural network to store seismic data features"
Authors: M.R.C. Harsuko*, and T. Alkhalifah
Session: PINNs & ML for Seismic
Format: Oral
Time: 4:15 PM - 4:35 PM

Title: "Learning to unflood the salt in Full-waveform inversion, application on vintage GOM data"
Authors: A. Alali*, and T. Alkhalifah
Session: PINNs & ML for Seismic
Format: Oral
Time: 5:55 PM - 6:15 PM


Wednesday 8 June

Title: "High-wavenumber extrapolation for band-limited FWI results using deep learning"
Authors: Y. Li*, and T. Alkhalifah
Session: Machine Learning & AI for Seismic Imaging & Interpretation
Format: Oral
Time: 9:50 AM - 10:10 AM

Title: "Coherent noise suppression via a self-supervised deep learning scheme"
Authors: S. Liu*, C.E. Birnie, and T. Alkhalifah
Session: Signal, Noise and Separating Wavefields
Format: Oral
Time: 10:30 AM - 10:50 AM

Title: "High-resolution target reservoir inversion underlying a transversely isotropic elastic overburden"
Authors: Y. Li*, and T. Alkhalifah
Session: Joint Reflection and Velocity Estimation and Multi-Parameter FWI
Format: Oral
Time: 11:30 AM - 11:50 AM


Thursday 9 June

Title: "Automatic Microseismic Event Location Using Deep Neural Networks in Anisotropic Media"
Authors: Y. Yang*, H. Wang, Y. Li, C.E. Birnie, and T. Alkhalifah
Session: Microseismic Monitoring and Passive Seismics 2
Format: Oral
Time: 11:50 AM - 12:10 PM

Title: "PINNhypo: Hypocenter Localization Using Physics Informed Neural Networks"
Authors: I.E. Yildirim*, U.b. Waheed, M. Izzatullah, and T. Alkhalifah
Session: Microseismic Monitoring and Passive Seismics 2
Format: Oral
Time: 12:10 PM - 12:30 PM


The full agenda of the Technical Programme can be found here.