List of Publications

  • Journal Papers

    • 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]

  • Conference Papers

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

    • 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]