Publications — Yazeed Alaudah

Patent Applications

Systems and Methods for Emission Source Attribution

S. Malvar, L. Nunes, M. Milletari, N. Talbert, Y. Alaudah, J. Reynolds, Y. Oruganti, A. Bhatia, and A. Badam

2022U.S. Patent Application 17/807,685, filed June 17, 2022. Published as US 2023/0282316 A1.

Pollutant Sensor Placement

S. Wang, S. Malvar, L. Nunes, K. Whitehall, Y. Oruganti, Y. Alaudah, A. Badam, and M. Milletari

2022U.S. Patent Application 17/726,206, filed April 21, 2022. Published as US 2023/0169222 A1. Grew out of provisional 63/284,327, filed November 30, 2021.

Google Patents WIPO

Pollutant Sensor Placement

C. Kelly, A. Bhatia, Y. Oruganti, P. Kumar, A. Badam, L. Nunes, S. Wang, Y. Alaudah, N. Talbert, X. Chen, and F. Zamanian

2021U.S. Patent Application 17/363,202, filed June 30, 2021. Published as US 2023/0007082 A1.

Google Patents WIPO

Ph.D. Thesis

Weakly-supervised semantic labeling of migrated seismic data

Y. Alaudah

2019Ph.D. dissertation, Georgia Institute of Technology

PDF Repository

Journal Articles

Self-supervised delineation of geologic structures using orthogonal latent space projection

O. J. Aribido, G. AlRegib, and Y. Alaudah

2021Geophysics, 86(6), V497–V508

DOI arXiv

A machine-learning benchmark for facies classification

Y. Alaudah, P. Michałowicz, M. Alfarraj, and G. AlRegib

2019Interpretation, 7(3), SE175–SE187

DOI arXiv Code

Structure label prediction using similarity-based retrieval and weakly supervised label mapping

Y. Alaudah, M. Alfarraj, and G. AlRegib

2019Geophysics, 84(1), V67–V79

PDF DOI arXiv

A comparative study of texture attributes for characterizing subsurface structures in seismic volumes

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

2018Interpretation, 6(4), T1055–T1066

DOI arXiv

Successful leveraging of image processing and machine learning in seismic structural interpretation: A review

Z. Wang, H. Di, M. A. Shafiq, Y. Alaudah, and G. AlRegib

2018The Leading Edge, 37(6), 451–461

DOI

Multiresolution analysis and learning for computational seismic interpretation

M. Alfarraj, Y. Alaudah, Z. Long, and G. AlRegib

2018The Leading Edge, 37(6), 443–450

DOI

Subsurface structure analysis using computational interpretation and learning: A visual signal processing perspective

G. AlRegib, M. Deriche, Z. Long, H. Di, Z. Wang, Y. Alaudah, M. A. Shafiq, and M. Alfarraj

2018IEEE Signal Processing Magazine, 35(2), 82–98

PDF DOI arXiv

Conference Proceedings

Source attribution and emissions quantification for methane leak detection: A non-linear Bayesian regression approach

M. Milletarì, S. Malvar, Y. D. Oruganti, L. O. Nunes, Y. Alaudah, and A. Badam

2022International Conference on Machine Learning, Optimization, and Data Science (LOD), Siena, Italy — Best Paper Special Mention

MSR PDF DOI

Unsupervised machine learning framework for sensor placement optimization: Analyzing methane leaks

S. Wang, S. Malvar, L. O. Nunes, K. D. Whitehall, Y. D. Oruganti, Y. Alaudah, and A. Badam

2021Conference on Neural Information Processing Systems (NeurIPS), Workshop on Tackling Climate Change with Machine Learning

Paper MSR

Detecting methane leaks using machine learning techniques on the Azure cloud

K. D. Whitehall, Y. D. Oruganti, Y. Alaudah, C. Kelly, J. Reynolds, A. Bhatia, et al.

2021American Geophysical Union (AGU) Fall Meeting, New Orleans, LA, USA

Facies classification with weak and strong supervision: A comparative study

Y. Alaudah, M. Soliman, and G. AlRegib

2019Society of Exploration Geophysicists (SEG) Annual Meeting, San Antonio, TX, USA

DOI

Learning to label seismic structures with deconvolution networks and weak labels

Y. Alaudah, S. Gao, and G. AlRegib

2018Society of Exploration Geophysicists (SEG) Annual Meeting, Anaheim, CA, USA

PDF DOI

Weakly-supervised subsurface structure labeling

Y. Alaudah and G. AlRegib

2018Brazilian Geophysical Society (SBGf) / Society of Exploration Geophysicists (SEG) Machine Learning Workshop, Rio de Janeiro, Brazil

A directional coherence attribute for seismic interpretation

Y. Alaudah and G. AlRegib

2017Society of Exploration Geophysicists (SEG) Annual Meeting, Houston, TX, USA

DOI

A weakly supervised approach to seismic structure labeling

Y. Alaudah and G. AlRegib

2017Society of Exploration Geophysicists (SEG) Annual Meeting, Houston, TX, USA

DOI Code

Salt dome detection within migrated seismic volumes using phase congruency

M. A. Shafiq, Y. Alaudah, H. Di, and G. AlRegib

2017Society of Exploration Geophysicists (SEG) Annual Meeting, Houston, TX, USA

DOI

Weakly supervised seismic structure labeling via orthogonal non-negative matrix factorization

Y. Alaudah, H. Di, and G. AlRegib

201779th European Association of Geoscientists and Engineers (EAGE) Conference & Exhibition, Paris, France

EAGE

Salt dome delineation using edge- and texture-based attributes

M. A. Shafiq, Y. Alaudah, and G. AlRegib

201779th European Association of Geoscientists and Engineers (EAGE) Conference & Exhibition, Paris, France

EAGE

Interpreter-assisted interactive delineation of salt domes using phase congruency and gradient of texture attributes

M. A. Shafiq, H. Di, Y. Alaudah, and G. AlRegib

2017American Association of Petroleum Geologists (AAPG) Annual Convention & Exhibition, Houston, TX, USA

Phase congruency for image understanding with applications in computational seismic interpretation

M. A. Shafiq, Y. Alaudah, G. AlRegib, and M. Deriche

2017IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, USA

DOI

Content-adaptive non-parametric texture similarity measure

M. Alfarraj, Y. Alaudah, and G. AlRegib

2016IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, QC, Canada

DOI BibTeX

Weakly-supervised labeling of seismic volumes using reference exemplars

Y. Alaudah and G. AlRegib

2016IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, USA

DOI BibTeX

A generalized tensor-based coherence attribute

Y. Alaudah and G. AlRegib

201678th European Association of Geoscientists and Engineers (EAGE) Conference & Exhibition, Vienna, Austria

EAGE

A hybrid approach for salt dome delineation within migrated seismic volumes

M. A. Shafiq, Y. Alaudah, and G. AlRegib

201678th European Association of Geoscientists and Engineers (EAGE) Conference & Exhibition, Vienna, Austria

EAGE

A hybrid spatio-frequency approach for delineating subsurface structures in seismic volumes

Y. Alaudah, M. A. Shafiq, and G. AlRegib

2016Society for Industrial and Applied Mathematics (SIAM) Conference on Imaging Science, Albuquerque, NM, USA

Characterization of migrated seismic volumes using texture attributes: A comparative study

Z. Long, Y. Alaudah, M. A. Qureshi, M. Al Farraj, Z. Wang, A. Amin, M. Deriche, and G. AlRegib

2015Society of Exploration Geophysicists (SEG) Annual Meeting, New Orleans, LA, USA

DOI arXiv BibTeX

A curvelet-based distance measure for seismic images

Y. Alaudah and G. AlRegib

2015IEEE International Conference on Image Processing (ICIP), Quebec City, QC, Canada

DOI BibTeX