Hostname: page-component-78c5997874-g7gxr Total loading time: 0 Render date: 2024-11-05T02:42:11.748Z Has data issue: false hasContentIssue false

Quantitative Image Analysis of Source Rocks Using Machine Learning Segmentation

Published online by Cambridge University Press:  30 July 2020

Shannon Eichmann
Affiliation:
Aramco Services Company: Aramco Research Center - Houston, Houston, Texas, United States
Poorna Srinivasan
Affiliation:
Aramco Services Company, Houston, Texas, United States
Shawn Zhang
Affiliation:
DigiM Solution LLC, Burlington, Massachusetts, United States
James Howard
Affiliation:
DigiM Solution LLC, Burlington, Massachusetts, United States

Abstract

Image of the first page of this content. For PDF version, please use the ‘Save PDF’ preceeding this image.'
Type
Call of the Wild: Advances in Microanalysis and Microscopy of Geological and Extraterrestrial Materials
Copyright
Copyright © Microscopy Society of America 2020

References

Peters, KE and Cassa, MR, in “The Petroleum System – From Source to Trap” ed. Magoon, LB and Dow, WG, (AAPG, Tulsa) p. 93.Google Scholar
Bryndzia, LT and Braunsdof, NR, Elements 10 (2014) p. 271.10.2113/gselements.10.4.271CrossRefGoogle Scholar
Vandenbroucke, M, Rev. IFP, Oil & Gas Science and Technology 58 (2003) p. 243.10.2516/ogst:2003016CrossRefGoogle Scholar
van Krevelen, DW, “Coal: typology, physics, chemistry, constitution” (Elsevier, Amsterdam).Google Scholar
Schluter, S et al. , Water Resources Research 50 (2014) p. 3615.10.1002/2014WR015256CrossRefGoogle Scholar
Collins, TJ, Biotechniques 43 (S1) (2007) p. 25.10.2144/000112517CrossRefGoogle Scholar
Sheppard, A, Sok, R and Averdunk, H, Physica A 339 (1-2) (2004) p. 145.10.1016/j.physa.2004.03.057CrossRefGoogle Scholar
Andra, H et al. , Computers and Geoscience 50 (2013) p. 25.10.1016/j.cageo.2012.09.005CrossRefGoogle Scholar
Idowu, N et al. , SPE Reservoir Evaluation and Engineering 17 (2014) p. 473.10.2118/166030-PACrossRefGoogle Scholar
Howard, J, Lin, S and Zhang, S, Petrophysics 60 (2) (2019) p. 240.Google Scholar
Karimpoulia, S and Tahmasebi, P, Computers and Geoscience 126 (2019) p. 142.10.1016/j.cageo.2019.02.003CrossRefGoogle Scholar
Varfolomeev, I, Yakimchuk, I and Safonov, I, Computers 8 (2019) p. 72.10.3390/computers8040072CrossRefGoogle Scholar
We would like to thank Josh Brothers for assistance in image collection.Google Scholar