In EAGE 2024 Annual Conference in Oslo the members of Deepwave will be sharing the progress of their research.
Tuesday 11 June
Title: "Learned frequency-domain scattered wavefield solutions using neural operator"
Authors: Xinquan Huang, and Tariq Alkhalifah
Session: ML & IA for FWI and Imaging
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "Learned regularizations for multi-parameter elastic full waveform inversion using diffusion models"
Authors: Mohammad Hasyim Taufik, Fu Wang, and Tariq Alkhalifah
Session: ML & IA for FWI and Imaging
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "Local slope guided seismic signal separation with Physics Informed Neural Networks"
Authors: Francesco Brandolin, Matteo Ravasi, and Tariq Alkhalifah
Session: Regularization & Compressive Sensing
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "SSDeblend3D: leveraging self-supervised, blind-spot deep denoisers for 3D seismic deblending"
Authors: Nicolaas Luiken, and Matteo Ravasi
Session: Simultaneous Source
Style: Oral
Time: 8:30 AM - 9:50 AM
Title: "Controllable velocity synthesis using generative diffusion models"
Authors: Fu Wang, Xinquan Huang, and Tariq Alkhalifah
Session: ML & IA for Velocity Model Building
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "VelocityGPT: A sequential depth-wise velocity model generator in an autoregressive framework"
Authors: Randy Harsuko, Shijun Cheng, and Tariq Alkhalifah
Session: ML & IA for Velocity Model Building
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "Denoising Distributed Acoustic Sensing Data Using a Guided Unsupervised Deep Learning Network"
Authors: Omar Aly, Matteo Ravasi, and Tariq Alkhalifah
Session: FWI Imaging
Style: Oral
Time: 2:30 PM - 5:30 PM
Wednesday 12 June
Title: "Gabor-based learnable sparse representation for self-supervised ground roll removal"
Authors: Sixiu Liu, Shijun Cheng, and Tariq Alkhalifah
Session: ML/AI for Seismic Processing - Denoising
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "Application of a Transformer-based network on land seismic data: a case study on ground roll suppression"
Authors: Randy Harsuko, Omar Mohamed Saad, and Tariq Alkhalifah
Session: ML/AI for Seismic Processing - Denoising
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "StorSeismic deep learning paradigm for seismic processing: Attention is all what a seismic dataset needs"
Authors: Tariq Alkhalifah, and Randy Harsuko
Session: ML/AI for Seismic Processing - Data (Re)construction and Modelling
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "3D Microseismic Event Direct Location with 3-Component Surface and Borehole Data Using Deep Learning"
Authors: Yuanyuan Yang, Omar M. Saad, and Tariq Alkhalifah
Session: Micro & Passive Seismic
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "Deep learning for moment tensor determination with uncertainty quantification"
Authors: Xiao Ma, Claire Birnie, and Tariq Alkhalifah
Session: Micro & Passive Seismic
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "Wavefield solutions using a physics-informed neural network as a function of velocity"
Authors: Mohammad Hasyim Taufik, Xinquan Huang, and Tariq Alkhalifah
Session: ML/AI for Seismic Processing - Data (Re)construction and Modelling
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "A self-supervised learning framework for multi-tasks seismic processing via meta-learning"
Authors: Shijun Cheng, Randy Harsuko, and Tariq Alkhalifah
Session: ML/AI for Seismic Processing - Data (Re)construction and Modelling
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "An efficient approach to uncertainty quantification for deep learning based microseismic source location"
Authors: Claire Birnie, and Matteo Ravasi
Session: Micro & Passive Seismic
Style: Oral
Time: 2:30 PM - 5:30 PM
Thursday 13 June
Title: "Plug-and-Play regularized 3D seismic inversion with 2D pre-trained denoisers"
Authors: Nick Luiken, and Matteo Ravasi
Session: ML & AI for Seismic Inversion
Style: Oral
Time: 8:30 AM - 11:30 AM
Title: "Attenuation-compensated reverse time migration for viscoelastic media"
Authors: Xinru Mu, and Tariq Alkhalifah
Session: Poster - Seismic Modeling and Migration
Style: Poster
Time: 1:30 PM - 2:30 PM
Title: "Geological and Well prior assisted full waveform inversion using conditional diffusion models"
Authors: Fu Wang, and Tariq Alkhalifah
Session: FWI - Velocities
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "Diffusion-based subsurface multiphysics monitoring and forecasting"
Authors: Xinquan Huang, and Tariq Alkhalifah
Session: 4D Reservoir Monitoring II
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "4D-IntraSeismic: Simultaneous 4D seismic inversion with coordinate-based learning"
Authors: Juan Romero, Wolfgang Heidrich, Nick Luiken, and Matteo Ravasi
Session: 4D Reservoir Monitoring II
Style: Oral
Time: 2:30 PM - 5:30 PM
Title: "SiameseFWI: A Deep Learning Model for Full Waveform Inversion"
Authors: Omar Aly, and Tariq Alkhalifah
Session: FWI - Velocities
Style: Oral
Time: 2:30 PM - 5:30 PM
The full agenda of the Technical Programme can be found
here.
