Mixture decompositions and lithofacies clustering from wireline logs

Journal of Applied Geophysics

Volumn 102, Issue , 2014, Pages 10-20

  Ma, Y Zee ^a   Wang, Hongliang ^b   Sitchler, Jason ^a   Gurpinar, Omer ^a   Gomez, Ernest ^a   Wang, Yating ^a  

^a China University of Geosciences ^*

^b CHINA UNIVERSITY OF GEOSCIENCES   (China)

Author keywords

Hierarchical or multilevel clustering; Mixture decomposition; Principal component analysis (PCA); Rock properties; Rotating principal components; Wireline logs

Indexed keywords

MIXTURE DECOMPOSITION; MULTILEVEL CLUSTERING; PRINCIPAL COMPONENTS; ROCK PROPERTIES; WIRELINE;

DECOMPOSITION; MATHEMATICAL TRANSFORMATIONS; PRINCIPAL COMPONENT ANALYSIS;

MIXTURES;

CLUSTER ANALYSIS; DECOMPOSITION ANALYSIS; FINITE ELEMENT METHOD; HIERARCHICAL SYSTEM; LITHOFACIES; NUMERICAL MODEL; PRINCIPAL COMPONENT ANALYSIS; PROBABILITY; ROCK PROPERTY;

EID: 84892654471     PISSN: 09269851     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jappgeo.2013.12.011     Document Type: Article

References (29)

1. Chang J.-H., Fan K.-C., Chang Y.-L. Multi-modal gray-level histogram modeling and decomposition. Image Vis. Comput. 2002, 20:203-216.
2. Comaniciu D., Meer P. Distribution free decomposition of multivariate data. Pattern. Anal. Applic. 1999, 2:22-30.
3. Efron, Tibshirani An Introduction to the Bootstrap 1993, Chapman & Hall, New York.
4. Eisenberger I. Genesis of bimodal distributions. Technometrics 1964, 6(4):357-363.
5. Everitt B.S., Dunn G. Applied Multivariate Data Analysis 2002, Arnold Publisher, London, (342 p.). 2nd edition.
6. Hardle W., Muller M., Sperlich S., Werwatz A. Nonparametric and Semiparametric Models 2004, Springer, Berlin.
7. Huber P.J. Data Analysis: What can be learned from the Past 50years 2011, Wiley, New Jersey.
8. Jain A., Narasimha M., Flynn P. Data clustering: a review. ACM Comput. Surv. 1999, 31(3):264-323.
9. Kaufman L., Rousseeuv P.J. Finding Groups in Data 1990, Wiley, New York.
10. Kettenring J.R. The practice of clustering analysis. J. Classif. 2006, 23:3-30.
11. Ma Y.Z. Simpson's paradox in natural resource evaluation. Math. Geosci. 2009, 10.1007/s11004-008-9187-z.
12. Ma Y.Z. Error types in reservoir characterization and management. J. Petrol. Sci. Eng. 2010, 72(3-4):290-301. 10.1016/j.petrol.2010.03.030.
13. Ma Y.Z. Lithofacies clustering using principal component analysis and neural network, Math. Geosciences 2011, 43:401-419.
14. Ma Y.Z. Uncertainty analysis in reservoir characterization and management: How much should we know about what we don't know?. APG Memoir 2011, 96. (Tulsa). Y.Z. Ma, P. LaPointe (Eds.).
15. Ma Y.Z., Seto A., Gomez E. Frequentist Meets Spatialist: A Marriage Made in Reservoir Characterization and Modeling: SPE 115836 2008, SPE ATCE, Denver, CO.
16. Ma Y.Z., Seto A., Gomez E. Depositional facies analysis and modeling of Judy Creek reef complex of the Late Devonian Swan Hills, Alberta, Canada. AAPG Bull. 2009, 93(9):1235-1256. 10.1306/05220908103.
17. Ma Y.Z., Gomez E., Young T.L., Cox D.L., Luneau B., Iwere F. Integrated reservoir modeling of a Pinedale tight-gas reservoir in the Greater Green River Basin, Wyoming. AAPG Memoir 2011, 96. (Tulsa). Y.Z. Ma, P. LaPointe (Eds.).
18. McLachlan G.J., Peel D. Finite Mixture Models 2000, John Wiley & Sons, New York, (419 p.).
19. Moore W.R., Ma Y.Z., Urdea J., Bratton T. Uncertainty analysis in well log and petrophysical interpretations. AAPG Memoir 2011, 96. (Tulsa). Y.Z. Ma, P. LaPointe (Eds.).
20. Roislien J., Omre H. T-distributed random fields: a parametric model for heavy-tailed well-log data: Math. Geology 2006, 38(7):821-849.
21. Schlumberger Log Interpretation Principles/Applications, 8th Print 1999, Schlumberger Educational Services, Sugarland, Texas.
22. Scott D.W. Multivariate Density Estimation 1992, John Wiley & Sons, (317 p.).
23. Silverman B.W. Density Estimation for Statistics and Data Analysis 1986, Chapman and Hall, London, (175 p.).
24. Tilke P.G., Allen D., Gyllensten A. Quanitative analysis of porosity heterogeneity: application of geostatistics to borehole image. Math. Geol. 2006, 38(2):155-174.
25. Titterington D.M., Smith A.F., Makov U.E. Statistical Analysis of Finite Mixture Distributions 1985, John Wiley & Sons, Chichester, (243 p.).
26. Tukey J.W. Exploratory Data Analysis 1977, Addison-Wesley.
27. Wang G., Carr T.R. Marcellus shale lithofacies prediction by multiclass neural network classification in the Appalachian basin. Math. Geosci. 2012, 44:975-1004.
28. Wolff M., Pelissier-Combescure J. FACIOLOG - automatic electrofacies determination. Proceeding of Society of Professional Well Log Analysts Annual Logging Symposium, Paper FF 1982.
29. Zhu H., Journel A.G. Mixture of population: Math. Geology 1991, 23(4):647-671.