Application of Deep Learning for Reservoir Porosity Prediction and Self Organizing Map for Lithofacies Prediction

• Published in: Journal of applied geophysics Vol. 230; p. 105502
• Main Authors: Hussain, Mazahir, Liu, Shuang, Hussain, Wakeel, Liu, Quanwei, Hussain, Hadi, Ashraf, Umar
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.11.2024
• Subjects: Convolutional Neural Network; Deep Learning; Lithofacies; Porosity; Self-Organizing Map; Convolutional Neural Network; Self-Organizing Map; Porosity; Lithofacies; Deep Learning

While there is a connection between petrophysical logs and reservoir porosity, finding analytical solutions for this relationship is still difficult. This paper presents a novel approach for forecasting porosity and lithofacies by using a convolutional neural network (CNN) model in conjunction with...