Carbonate lithofacies and permeability Estimation Using Fuzzy Logic - Softcover

OLATUNJI, SUNDAY OLUSANYA

 
9783639257281: Carbonate lithofacies and permeability Estimation Using Fuzzy Logic
Softcover
ISBN 10: 3639257286 ISBN 13: 9783639257281
Publisher: VDM Verlag Dr. Müller, 2010

Synopsis

This work explores the capability of both Type-1 and Type-2 Fuzzy Inference Systems as novel approaches for predicting carbonate lithofacies and permeability from Well Logs. As expected, these new computational intelligence approaches overcome the weaknesses of the standard neural networks limitations. In addition, we carried out a comparative study to compare their performances with those of the conventional artificial neural network models and other popular techniques. Empirical results show that the performance of T1&T2 FIS novel approaches outperform most of the common existing approaches, particularly in the area of ability to handle data in uncertain situations, which are the common characteristics of well logs data. As an additional advantage of this work, a Type-2 fuzzy logic based model has been developed that will generate, not only the target forecast, but also prediction intervals without extra compuational cost. The methodology involved were described and We have developed smart simulation structure to attack such problem with real-industry data to prove our contribution.

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About the Author

Sunday Olusanya Olatunji had B.Sc., M.Sc. in computer science, Master of Science (MS) in information and Computer Science. He is currently pursuing his PhD in Computer Science. He has participated in research projects making use of artificial intelligence based methods in solving real industrial problems. He is a member of ACM and IEEE.

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Publisher
VDM Verlag Dr. Müller
Publication date
2010
Language
English
ISBN 10 
3639257286
ISBN 13 
9783639257281
Binding
Paperback
Number of pages
184