Machine Learning–Based Digital Integration of Geotechnical and Ultrahigh–Frequency Geophysical Data for Offshore Site Characterizations

Author:

Chen Jinbo1ORCID,Vissinga Marianne2,Shen Yi3ORCID,Hu Shuang4,Beal Elizabeth5,Newlin Jason6

Affiliation:

1. Geotechnical Engineer, Shell Global Solutions (US), Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079 (corresponding author). ORCID: .

2. Geophysicist, Shell International Exploration and Production, Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079.

3. Geophysicist, Shell International Exploration and Production, Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079. ORCID: .

4. Geotechnical Engineer, Shell International Exploration and Production, Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079.

5. Principal Geophysicist, Shell International Exploration and Production, Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079.

6. Civil Marine Team Lead, Shell International Exploration and Production, Inc., 150 N. Dairy Ashford Rd., Houston, TX 77079.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Geotechnical Engineering and Engineering Geology,General Environmental Science

Reference33 articles.

1. ASTM. 2019. Standard test methods for laboratory determination of water (moisture) content of soil and rock by mass. ASTM D2216-19. West Conshohocken PA: ASTM.

2. Aubeny C. R. Dutt A. G. Young J. D. Murff R. B. Gilbert and E. Doyle. 2013. “An expert panel review of geotechnical site investigation regulations and current industry state of practice.” In Proc. Offshore Technology Conf. Richardson TX: Society of Petroleum Engineers.

3. Beale, M., M. Hagan, and H. Demuth. 2010. Neural network toolbox user’s guide. Natick, MA: MathWorks.

4. Bishop, C. M. 2006. Pattern recognition and machine learning. New York: Springer.

5. AUV technology for seabed characterization and geohazards assessment

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