List of Publications

A. Mustafa, M. Alfarraj, and G. AlRegib, "Joint Learning for Spatial Context-Based Seismic Inversion of Multiple Datasets for Improved Generalizability and Robustness," Geophysics, submitted on Jun. 19 2020.

Y. Hu, Z. Long, A. Sundaresan, M. Alfarraj, G. AlRegib, S. Park, and S. Jayaraman, "Fabric Surface Characterization: Assessment of Deep Learning-Based Texture Representations Using a Challenging Dataset," in The Textile Institute, Mar. 12 2020. [ArXiv][GitHub]

M. Alfarraj, and G. AlRegib, “Semi-supervised Sequence Modeling for Elastic Impedance Inversion”, Interpretation, Aug 2019. [ArXiv][GitHub]

Y. Alaudah, P. Michalowicz, M. Alfarraj, G. AlRegib, “A Machine Learning Benchmark for Facies Classification”, Interpretation, Aug 2019. [ArXiv][GitHub]

M. Alfarraj, Y. Alaudah, Z. Long, and G. AlRegib, “Multiresolution Analysis and Learning for Computational Seismic Interpretation,” The Leading Edge 37.6 (2018): 443-450. [ArXiv][GitHub]

Y. Alaudah, M. Alfarraj, and G. AlRegib, “Structure Label Prediction Using Similarity-Based Retrieval and Weakly-Supervised Label Mapping”, Geophysics, 2018.

H. Di, M. Alfaraj, and G. AlRegib, “Three-dimensional Curvature Analysis of Seismic Waveforms and its Interpretational Implications”, Geophysical Prospecting, Dec 2018. [ArXiv][GitHub]

Z. Long, Y. Alaudah, M.A. Qureshi, Y. Hu, Z. Wang, M. Alfarraj, G. AlRegib, A. Amin, M. Deriche, S. Al-Dharrab, and H. Di, “A comparative study of texture attributes for characterizing subsurface structures in seismic volumes,” Interpretation, 2018. [ArXiv][GitHub]

AlRegib, G., Deriche, M., Long, Z., Di, H., Wang, Z., Alaudah, Y., Shafiq, M.A. and Alfarraj, M., "Subsurface Structure Analysis Using Computational Interpretation and Learning: A Visual Signal Processing Perspective," IEEE Signal Processing Magazine35.2 (2018): 82-98. [ArXiv]

A. Mustafa, M. Alfarraj, and G. AlRegib, "Spatiotemporal Modeling of Seismic Images for Acoustic Impedance Estimation," in Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Oct. 11-16 2020. [PDF]

M. Alfarraj and G. AlRegib, “Semi-supervised Learning for Acoustic Impedance Inversion,” Expanded Abstracts of the SEG Annual Meeting , San Antonio, TX, Sep. 15-20, 2019.

A. Mustafa, M. Alfarraj, and G. AlRegib, “Estimation of Acoustic Impedance from Seismic Data using Temporal Convolutional Network,” Expanded Abstracts of the SEG Annual Meeting , San Antonio, TX, Sep. 15-20, 2019.

M. Alfarraj and G. AlRegib, “Petrophysical Property Estimation from Seismic Data Using Recurrent Neural Networks,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [ArXiv][GitHub]

M. Alfarraj, H Di, and G. AlRegib, ”Multiscale Fusion for Seismic Geometric Attribute Enhancement,” SEG 87th Annual Meeting, Houston, Texas, Sep. 24-29, 2017
[ArXiv][GitHub][Poster]

H. Di, M. Alfarraj, and G. AlRegib , ”3D curvature analysis of seismic waveform and its interpreta tional implications,” SEG 87th Annual Meeting, Houston, Texas, Sep. 24-29, 2017
[PDF] [Poster] [Code]

M. Alfarraj, H Di, and G. AlRegib, ”Multiscale Fusion for Improved Instantaneous Attribute Analysis,” 79th EAGE Annual Conference & Exhibition, Paris, June 12-15, 2017
[PDF][Poster][Code]

M. Alfarraj , Y. Alaudah, and G. AlRegib , ”Content-adaptive Non-parametric Texture Similarity Measure,” 2016 IEEE Workshop on Multimedia Signal Processing, Montreal, Canada, Sep. 21-23, 2016
[ArXiv][GitHub][Poster]

Z. Long, Y. Alaudah, M. Qureshi, M. Alfarraj, Z. Wang, A. Amin, M. Deriche, and G. AlRegib, ”Characterization of migrated seismic volumes using texture attributes: a comparative study,” Expanded Abstracts of the SEG 85th Annual Meeting, New Orleans, Louisiana, Oct. 18-23, 2015
[ArXiv]

M. Alfarraj and G. AlRegib, "Estimation of Elastic Properties From Seismic Data Using Semi-Supervised Sequence Modeling," at SIAM conference on Imaging Science, Toronto, Canada, Invited, Jul. 6-17 2020.

A. Mustafa, M. Alfarraj, and G. Alregib, "A Transfer Learning Approach to Rock Property Estimation Workflows," at AAPG 2020 Annual Convention & Exhibition, Houston, TX, Jun. 7-10 2020.

M. Alfarraj, N. Keni, and G. AlRegib, "Property Prediction From Seismic Attributes Using a Boosted Ensemble Machine Learning Scheme," at SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.