Improved sensitivity based linear learning method for permeability prediction of carbonate reservoir using interval type-2 fuzzy logic system

Applied Soft Computing Journal

Volumn 14, Issue PART B, 2014, Pages 144-155

  Olatunji, Sunday Olusanya ^a   Selamat, Ali ^a   Abdul Raheem, Abdul Azeez ^b  

^a UNIVERSITI TEKNOLOGI MALAYSIA   (Malaysia)

^b KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS   (Saudi Arabia)

Author keywords

Hybrid intelligent systems; Permeability; Sensitivity based linear learning method (SBLLM); Type 2 fuzzy logic systems

Indexed keywords

CARBONATE RESERVOIR; GENERALIZATION ABILITY; GENERALIZATION CAPABILITY; HYBRID INTELLIGENT SYSTEM; INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS; PERMEABILITY PREDICTION; SENSITIVITY BASED LINEAR LEARNING METHODS (SBLLM); TYPE-2 FUZZY LOGIC SYSTEM;

COMPUTER SIMULATION; FUZZY LOGIC; HYBRID SYSTEMS; INTELLIGENT SYSTEMS; LEARNING SYSTEMS; MECHANICAL PERMEABILITY;

STATISTICAL TESTS;

EID: 84888295223     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2013.02.018     Document Type: Article

References (72)

1. A. Giovanni, and L. Vincenzo Using FML and fuzzy technology in adaptive ambient intelligence environments International Journal of Computational Intelligence Research 1 2 2005 171 182
2. E. Castillo A very fast learning method for neural networks based on sensitivity analysis (Pubitemid 44015301)
3. A.S. Castillo A general method for local sensitivity analysis with application to regression models and other optimization problems Technometrics 46 4 2004 430 445
4. N.N. Karnik, and J.M. Mendel Type-2 fuzzy logic systems: type-reduction 1998 IEEE International Conference on Systems, Man and Cybernetics 1998
5. Y. Li, X. Sun, J. Hua, and C. Gong Modelling redundant structure in ecosystem by type-2 fuzzy logic system Ecological Modelling 211 1-2 2008 113 120 10.1016/j.ecolmodel.2007.08.017
6. Q. Liang, N.N. Karnik, and J.M. Mendel Connection admission control in ATM networks using survey-based type-2 fuzzy logic systems: applications and reviews IEEE Transactions on Systems, Man and Cybernetics: Part C 30 2000 329 339 (Pubitemid 32076169)
7. Q. Liang, and J.M. Mendel Interval type-2 fuzzy logic systems: theory and design IEEE Transactions Fuzzy Systems 8 2000 535.550
8. Q. Liang, and J.M. Mendel Overcoming time-varying co-channel interference using type-2 fuzzy adaptive filters IEEE Transactions on Circuits and Systems 47 12 2000 1419 1428 (Pubitemid 32251542)
9. M.H. Fazel Zarandi, B. Rezaee, I.B. Turksen, and E. Neshat A type-2 fuzzy rule-based expert system model for stock price analysis Expert Systems with Applications 36 1 2009 139 154
10. J.M. Mendel Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions 1st ed. 2001 Prentice-Hall New Jersey p. 555
11. J.M. Mendel Fuzzy sets for words: a new beginning The 12th IEEE International Conference on Fuzzy Systems Los Angeles 2003
12. W. Dongrui, and J.M. Mendel A vector similarity measure for linguistic approximation: interval type-2 and type-1 fuzzy sets Information Sciences 178 2008 381 402 (Pubitemid 47600200)
13. M.R. Mashinchi, and A. Selamat Constructing a customer's satisfactory evaluator system using GA-based fuzzy artificial neural networks World Applied Sciences Journal 5 4 2008 432 440
14. M.R. Mashinchi, and A. Selamat An improvement of genetic-based learning method for fuzzy artificial neural networks Applied Soft Computing, Elsevier Science 9 4 2009 1208 1216
15. K.I. Ali, R. Mohammadreza, and A.M. Seyed A fuzzy logic approach for estimation of permeability and rock type from conventional well log data: an example from the Kangan reservoir in the Iran Offshore Gas Field Journal of Geophysics Engineering 3 4 2006 356 369
16. I. Akkurt Prediction of photon attenuation coefficients of heavy concrete by fuzzy logic Journal of the Franklin Institute 347 9 2010 1589 1597
17. P. Pendharkar Fuzzy classification using the data envelopment analysis Knowledge-Based Systems 31 0 2012 183 192
18. S. Miller, and R. John An interval type-2 fuzzy multiple echelon supply chain model Knowledge-Based Systems 23 4 2010 363 368
19. M. Khashei, A. Zeinal Hamadani, and M. Bijari A fuzzy intelligent approach to the classification problem in gene expression data analysis Knowledge-Based Systems 27 2012 465 474
20. W. Wang, X. Liu, and Y. Qin Multi-attribute group decision making models under interval type-2 fuzzy environment Knowledge-Based Systems 30 0 2012 121 128
21. H. Bing, L. Hua-xiong, and W. Da-kuan Dominance-based rough set model in intuitionistic fuzzy information systems Knowledge-Based Systems 28 2012 115 123
22. B. Huang Graded dominance interval-based fuzzy objective information systems Knowledge-Based Systems 24 7 2011 1004 1012
23. C.W. Chen, W.L. Chiang, and F.H. Hsiao Stability analysis of T-S fuzzy models for nonlinear multiple time-delay interconnected systems Mathematics and Computers in Simulation 66 6 2004 523 537
24. C.-W. Chen Application of fuzzy-model-based control to nonlinear structural systems with time delay: an LMI method Journal of Vibration and Control 16 11 2010 1651 1672
25. H.-M. Kuo, and C.-W. Chen A novel viewpoint on information and interface design for auction web sites Human Factors and Ergonomics in Manufacturing & Service Industries 22 4 2011 287 295
26. C.-W. Chen Stability conditions of fuzzy systems and its application to structural and mechanical systems Advances in Engineering Software 37 9 2006 624 629 (Pubitemid 44093260)
27. C. Chen-Yuan The study of a forecasting sales model for fresh food Expert Systems with Applications 37 12 2010 7696 7702
28. T.-H. Chen, and C.-W. Chen Application of data mining to the spatial heterogeneity of foreclosed mortgages Expert Systems with Applications 37 2 2010 993 997
29. J.-W. Lin, C.-W. Chen, and S.-H. Chung Modeling and assessment of bridge structure for seismic hazard prevention Natural Hazards 61 3 2011 1115 1126
30. J.-W. Lin, C.-W. Chen, and C.-Y. Peng Kalman filter decision systems for debris flow hazard assessment Natural Hazards 60 3 2011 1255 1266
31. C.-P. Tseng, C.-W. Chen, and Y.-P. Tu A new viewpoint on risk control decision models for natural disasters Natural Hazards 59 3 2011 1715 1733
32. C.-W. Chen Fuzzy control of interconnected structural systems using the fuzzy Lyapunov method Journal of Vibration and Control 17 11 2010 1693 1702
33. C.-W. Chen Stability analysis and robustness design of nonlinear systems: an NN-based approach Applied Soft Computing 11 2 2011 2735 2742
34. C.-W. Chen, M.-L. Chang, and C.-P. Tseng Human factors of knowledge-sharing intention among Taiwanese enterprises: A model of hypotheses Human Factors and Ergonomics in Manufacturing & Service Industries 22 4 2012 362 371
35. L. Ling-Zhong, and H. Tsuen-Ho Designing a model of FANP in brand image decision-making Applied Soft Computing 11 1 2011 561 573
36. C.W. Shen A fuzzy AHP-based fault diagnosis for semiconductor lithography process International Journal of Innovative Computing, Information and Control 7 2 2011 805 816
37. Wan-I Lee A comparative study on the forecast of fresh food sales using logistic regression: moving average and BPNN methods Journal of Marine Science and Technology 20 2 2012 142 152
38. W.-K. Hsu An integrated flood risk assessment model for property insurance industry in Taiwan Natural Hazards 58 3 2011 1295 1309
39. P.C. Chen GA-based decoupled adaptive FSMC for nonlinear systems by a singular perturbation scheme Neural Computing and Applications 20 4 2011 517 526
40. B. Balan, S. Mohaghegh, and S. Ameri State-of-the-art in permeability determination from well log data: part I - A comparative study model development SPE Eastern Regional Conference and Exhibition West Virginia 1995
41. B. Balan, S. Mohaghegh, and S. Ameri State-of-the-art in permeability determination from well log data: part 2 - verifiable, accurate permeability predictions, the touchstone of all models SPE Eastern Regional Conference and Exhibition West Virginia, USA 1995
42. G.E. Archie The electrical resistivity log as an aid in determining some reservoir characteristics Transactions on AIME 146 1 1942 54 62
43. M.P. Tixier Evaluation of permeability from electric-log resistivity gradients Oil & Gas Journal 1949 111 113
44. M.R.J. Wyllie, and W.D. Rose Some theoretical considerations related to the quantitative evaluation of the physical characteristics of reservoir rock from electric log data Journal of Petroleum Technology 2 4 1950 105 118
45. S.J. Pirson Handbook of Well Log Analysis 1963 Prentice-Hall, Inc. Englewood Cliffs, NJ
46. A. Timur An investigation of permeability: porosity, and residual water saturation relationship for sandstone reservoirs The Log Analyst 9 4 1968 8 21
47. G.R. Coates, and J.L. Dumanoir A new approach to improved log-derived permeability Annual Logging Symposium of Society of Petrophysicists & Well Log Analysts 1974
48. W.A. Wendt, S. Sakurai, and P.H. Nelson Permeability prediction from well logs using multiple regression L.W.a.C. Lake, Reservoir Characterization 1986 Academic Press New York
49. S. Mohsen, A. Morteza, and Y.V. Ali Design of neural networks using genetic algorithm for the permeability estimation of the reservoir Journal of Petroleum Science and Engineering 59 59 2007 97 105
50. A.G. Bruce A state-of-the-art review of neural networks for permeability prediction APPEA Journal 40 2000 343 354
51. S.J. Rogers Determination of lithology from well logs using a neural network American Association of Petroleum Geologists Bulletin 76 1992 731 739
52. E. Abdelkader, T. Djebbar, and M. Amine Application of artificial intelligence to characterize naturally fractured zones in hassi messaoud oil field Algeria Journal of Petroleum Science and Engineering 49 3-4 2005 122 141
53. A.E. El-Sebakhy Functional network as a novel approach for prediction of permeability in a carbonate reservoir SPE Conference Bahrain 2007
54. A. Abdulraheem Estimation of permeability from wireline logs in a middle eastern carbonate reservoir using fuzzy logic The 15th SPE Middle East Oil & Gas Show and Conference Kingdom of Bahrain 2007
55. S. Cuddy The application of mathematics of fuzzy logic to petrophysics SPWLA Annual Logging Symposium 1997
56. D. Tamhane Soft computing for intelligent reservoir characterization SPE Asia Pacific Conference on Integrated Modelling for Asset Management Yokohama, Japan 2000
57. J. Finol, Y. Ke Guo, and X.D. Jing A rule based fuzzy model for the prediction of petrophysical rock parameters Journal of Petroleum Science and Engineering 29 2 2001 97 113 (Pubitemid 32434781)
58. T. Tagagi, and M. Sugeno Derivation of fuzzy control rules from human operator's control actions Proceedings of the IFAC Symposium on Fuzzy Information, Knowledge Representation and Decision Analysis 1983 55 60 (Pubitemid 14633040)
59. M. Nikravesh, and F. Aminzadeh Mining and fusion of petroleum data with fuzzy logic and neural network agents Journal of Petroleum Science and Engineering 29 2001 221 238 (Pubitemid 32497581)
60. H. Yuantu, G. Tom, and W. Patrick An integrated neural-fuzzy-genetic- algorithm using hyper-surface membership functions to predict permeability in petroleum reservoirs Engineering Applications of Artificial Intelligence 14 2001 15 21
61. L. Jong-Se Reservoir properties determination using fuzzy logic and neural networks from well data in offshore Korea Journal of Petroleum Science and Engineering 49 2005 182 192
62. H. Tarek, F. Anifowose, and F. Kanaan Hybrid computational models for the characterization of oil and gas reservoirs Expert Systems with Applications 37 7 2010 5353 5363
63. J.M. Mendel, and R.I.B. John Type-2 fuzzy sets made simple IEEE Transactions On Fuzzy Systems 10 2 2002 117 127 (Pubitemid 34554858)
64. F. Liu An efficient centroid type-reduction strategy for general type-2 fuzzy logic system Information Sciences 178 9 2008 2224 2236
65. S. Greenfield The collapsing method of defuzzification for discretised interval type-2 fuzzy sets Information Sciences 179 13 2009 2055 2069
66. D. Dubois, and H. Prade Fuzzy Sets and Systems: Theory and Applications 1982 Academic Press New York
67. L.A. Zadeh The concept of a linguistic variable and its application to approximate reasoning - I Information Sciences 8 1975 199 249
68. N.N. Karnik, J.M. Mendel, and Q. Liang Type-2 fuzzy logic systems IEEE Transactions on Fuzzy Systems 7 1999 643 658 (Pubitemid 32212156)
69. A.C. Castillo, J.M. Guti'errez, and R.E. Pruneda Working with differential, functional and difference equations using functional networks Applied Mathematical Modelling 23 2 1999 89 107
70. A.S. Castillo, J.M. Guti'errez, and A. Hadi Sensitivity analysis in discrete Bayesian networks IEEE Transactions on Systems, Man and Cybernetics 26 7 1997 412 423 (Pubitemid 127770711)
71. J.M. Mendel, and R.I.B. John Type-2 fuzzy sets made simple IEEE Transactions On Fuzzy Systems 10 2. 2002
72. N.N. Karnik, J.M. Mendel, and Q. Liang Type-2 fuzzy logic systems IEEE Transactions Fuzzy Systems 7 1999 643 658 (Pubitemid 32212156)