About This Item

Share This Item

The AAPG/Datapages Combined Publications Database

Fort Worth Geological Society

Abstract

Southwest Section AAPG Convention. March 1-4, 2003.

ABSTRACT: Determining Petrophysical Previous HitPropertiesNext Hit and Gas Content in the Barnett Shale Using a Log-based Neural Network Solution

By

Lee Utley

 

Petroleum Consultant, Houston, Texas

The Barnett Shale in the Fort Worth Basin of Texas is an organic-rich black shale capable of producing large amounts of natural gas and natural gas liquids. Traditional log analysis methods have not yielded acceptable results when attempting to determine standard petrophysical Previous HitpropertiesNext Hit. Therefore, log analysis alone is an impractical method of predicting production in the Barnett Shale. Production in the Barnett Shale is affected by several factors, only some of which may be measured or calculated using log data, making gas content a poor predictor of well performance. However, a neural network technique has been developed to successfully estimate reservoir potential that relies on log derived qualitative and quantitative parameters.

Log analysis in the complex lithology of the Barnett Shale is very difficult. The existence of several exotic minerals in the matrix along with significant amounts of organic Previous HitmaterialNext Hit makes a algorithm-based solution virtually impossible. Using extensive core data, a neural network solution was developed to calibrate the logs to the needed petrophysical Previous HitpropertiesTop, and thus enable the foot-by-foot calculation of gas content of the Barnett Shale. Since any evaluation technique requires proper verification, examples will be shown to demonstrate the effectiveness of the calibration.

The logs required to perform the analysis are readily available on most wells in the Fort Worth Basin, making the solution a practical exploration/exploitation tool. Outputs from the analysis include porosity, total organic content, water saturation, lithology, and gas content, both in the sorbed and free states.

Lee Utley is an independent petrophysical consultant specializing in unconventional reservoirs. After spending 10 years with Halliburton, he worked for 5 years as a petrophysical engineer with Mitchell Energy in The Woodlands as the primary petrophysicist in the Barnett Shale and the Fort Worth Basin. He is also the Houston representative for Petroleum Software Technologies, providing technical support for their suite of resistivity and SP modeling software as well as neural network software. Lee has a Bachelors degree in Petroleum Engineering from Texas Tech University and a Masters degree in Business Administration from Southern Methodist University.

 

Copyright © 2004 by Fort Worth Geological Society. All rights reserved.