PVT correlations of Indian crude using support vector regression

Energy and Fuels

Volumn 23, Issue 11, 2009, Pages 5483-5490

  Dutta, Sarit ^a   Gupta, J P ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

Author keywords

[No Author keywords available]

Indexed keywords

BUBBLE POINT PRESSURE; DEVELOPED MODEL; GAS OIL RATIOS; GRID SEARCH; HYPERPARAMETERS; LOSS FUNCTIONS; NELDER-MEAD SIMPLEX; OIL FORMATION; RADIAL BASIS FUNCTIONS; RELATIVE ERRORS; RESERVOIR MODELING; SEQUENTIAL MINIMAL OPTIMIZATION; SUPPORT VECTOR REGRESSIONS;

PETROLEUM ANALYSIS; RADIAL BASIS FUNCTION NETWORKS;

OPTIMIZATION;

EID: 72449153929     PISSN: 08870624     EISSN: None     Source Type: Journal    
DOI: 10.1021/ef900518f     Document Type: Article

References (40)

1. Katz, D. L. Drill. Prod. Prac., API 1942, 137-147.
2. Sutton, R. P. In Petroleum Engineering Handbook; SPE, Richardson, TX, 2006; Vol. 1, pp 256-331.
3. Gharbi, R. Energ. Fuels 1997, 11, 372-378.
4. Elsharkawy, A. M. Modeling of properties of crude oil and gas systems using RBF network. SPE Paper 49961, SPE Asia Pacific Oil and Gas Conference and Exhibition, Perth, Australia, October 12-14, 1998.
5. Gharbi, R. B.; Elsharkawy, A. M.; Kartoub, M. Energ. Fuels 1999, 13, 454-458.
6. Gharbi, R.; Elsharkawy, A. M. SPE Reserv. Eval. Eng. 1999, 2, 255-265.
7. Elsharkawy, A. M.; Gharbi, R. Adv. Eng. Softw. 2001, 32, 215- 224.
8. Al-Marhoun, M. A.; Osman, E. A. Using artificial neural networks to develop new PVT correlations for Saudi crude oils. SPE Paper 78592, Abu Dhabi International Petroleum Exhibition and Conference, Abu Dhabi, UAE, October 13-16, 2002.
9. Al-Marhoun, M. A. J. Petrol. Technol. 1988, 40, 650-666.
10. Al-Marhoun, M. A. J. Can. Petrol. Technol. 1992, 31, 22-26.
11. Osman, E. A.; Abdel-Wahhab, O. A.; Al-Marhoun, M. A. Prediction of oil PVT properties using neural networks. SPE Paper 68233, Middle East Oil Show, Bahrain, March 17-20, 2001.
12. Malallah, A. M.; Gharbi, R.; Algharaib, M. Energ. Fuels 2006, 20, 688-698.
13. El-Sebakhy, E. J. Petrol. Sci. Eng. 2009, 64, 25-34.
14. Hanafy, H.; Macary, S. M.; ElNady, Y. M.; Bayomi, A. A.; El Batanony, M. H. Empirical PVT correlations applied to Egyptian crude oils exemplify significance of using regional correlations. SPE Paper 37295, International Symposium on Oilfield Chemistry, Houston, TX, February 18-21, 1997.
15. Yu, P. S.; Chen, S. T.; Chang, I. F. J. Hydrol. 2006, 328, 704-716.
16. Gandhi, A. B.; Joshi, J. B.; Jayaraman, V. K.; Kulkarni, B. D. Chem. Eng. Sci. 2007, 62, 7078-7089.
17. Rajasekaran, S.; Gayathri, S.; Lee, T. Ocean Eng. 2008, 35, 1578- 1587.
18. Zheng, L. G.; Zhou, H.; Cen, K. F.; Wang, C. L. Expert Syst. Appl. 2009, 36, 2780-2793.
19. Cristianini, N.; Shawe-Taylor, J. An Introduction to Support Vector Machines and Other Kernel-based Learning Methods; Cambridge University Press: 2000.
20. Smola, A. J.; Scholkopf, B. Stat. Comput. 2004, 14, 199-222.
21. Vapnik, V. N. The nature of Statistical Learning Theory, 2nd ed.; Springer: New York, 2000.
22. Bishop, C.M. PatternRecognition and Machine Learning; Springer: New York, 2006.
23. Chang, C. C.; Lin, C. J. LIBSVM: A Library for Support Vector Machines; 2001. Available at: http://www.csie.ntu.edi.tw/∼cjlin.
24. Platt, J. C. In Advances in Kernel Methods - Support Vector Learning; Scholkopf, B., Burges, C. J. C., Smola, A. J., Eds.; MIT Press: Cambridge, MA, 1998; Ch. Fast Training of Support Vector Machines Using Sequential Minimal Optimization.
25. Joachims, T. In Advances in Kernel Methods - Support vector Learning; Scholkopf, B., Burges, C. J. C., Smola, A. J., Eds.; MIT Press: Cambridge, MA, 1998; Chapter Making Large-Scale SVM Learning Practical.
26. Hsu, C.; Chang, C. C.; Lin, C. J. A Practical Guide to Support Vector Classification; Technical Report, 2008.
27. Cherkassky, V.; Ma, Y. Neural Networks 2004, 17, 113-126.
28. Standing, M. B. Drill. Prod. Prac., API 1947, 275-287.
29. Elsharkawy, A. M.; Alikhan, A. A. J. Petrol. Sci. Eng. 1997, 17, 291-302.
30. Vazquez, M.; Beggs, H. D. J. Petrol. Technol. 1980, 32, 968.
31. Glasoe, O. J. Petrol. Technol. 1980, 32, 785-795.
32. Al-Shammasi, A. A. Bubblepoint pressure and oil formation volume factor correlations. SPE Paper 53185, Middle East Oil Show and Conference, Bahrain, February 20-23, 1999.
33. Dindoruk, B.; Christman, P. G. PVT Properties and Viscosity Correlations for Gulf of Mexico Oils. SPE Paper 71633, SPE Annual Technical Conference and Exhibition, New Orleans, LA, September 30 to October 3, 2001.
34. Petrosky, G. E., Farshad, F. F. Pressure-volume-temperature correlations for Gulf of Mexico. SPE Paper 26644, SPE Annual Technical Conference and Exhibition, Houston, TX, October 3-6, 1993.
35. Elsharkawy, A. M.; Alikhan, A. A. Fuel 1999, 78, 891-903.
36. Petrosky, G. E., Farshad, F. F. Viscosity correlations for Gulf of Mexico crude oils. SPE Paper 29468, SPE Production Operations Symposium, Oklahoma City, OK, April 2-4, 1995.
37. Beggs, H. D.; Robinson, J. R. J. Petrol. Technol. 1975, 27, 1140- 1141.
38. Chew, J.; Connally, C. A., Trans. AIME 1959, 216, 23-25.
39. Labedi, R. J. Petrol. Sci. Eng. 1992, 8, 221-234.
40. Beal, C. Trans. AIME 1946, 165, 94-115.