Carbonate lithofacies and permeability Estimation Using Fuzzy Logic

Name: Carbonate lithofacies and permeability Estimation Using Fuzzy Logic
Brand: VDM Verlag
SKU: 9783639257281
Price: 70.17 EUR
Availability: InStock

Автор: Sunday O. Olatunji

Език:

Корици: С меки корици

Издател: VDM Verlag

Наличност: Налично при издателя, по поръчка

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This work explores the capability of both Type-1 and Type-2 Fuzzy Inference Systems as novel approac...

Информация за книгата

Автор

Sunday O. Olatunji

Език

Английски език

Корици

Книга - С меки корици

Издадена

2010

страници

184

EAN

9783639257281

ISBN

3639257286

Enbook ID

06833146

Издател

VDM Verlag

Теглоt

277

Размери

152 x 229 x 11

Пълно описание

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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Carbonate lithofacies and permeability Estimation Using Fuzzy Logic

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