Evaluation of procedures for prediction of unconventional gas in the presence of geologic trends
Natural Resources Research
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Abstract
This study extends the application of local spatial nonparametric prediction models to the estimation of recoverable gas volumes in continuous-type gas plays to regimes where there is a single geologic trend. A transformation is presented, originally proposed by Tomczak, that offsets the distortions caused by the trend. This article reports on numerical experiments that compare predictive and classification performance of the local nonparametric prediction models based on the transformation with models based on Euclidean distance. The transformation offers improvement in average root mean square error when the trend is not severely misspecified. Because of the local nature of the models, even those based on Euclidean distance in the presence of trends are reasonably robust. The tests based on other model performance metrics such as prediction error associated with the high-grade tracts and the ability of the models to identify sites with the largest gas volumes also demonstrate the robustness of both local modeling approaches. ?? International Association for Mathematical Geology 2009.
Suggested Citation
Attanasi, E.D., and Coburn, T., 2009, Evaluation of procedures for prediction of unconventional gas in the presence of geologic trends: Natural Resources Research, v. 18, no. 3, p. 153-171, https://doi.org/10.1007/s11053-009-9100-6.
ISSN: 1573-8981 (online)
| Publication type | Article |
|---|---|
| Publication Subtype | Journal Article |
| Title | Evaluation of procedures for prediction of unconventional gas in the presence of geologic trends |
| Series title | Natural Resources Research |
| DOI | 10.1007/s11053-009-9100-6 |
| Volume | 18 |
| Issue | 3 |
| Publication Date | July 14, 2009 |
| Year Published | 2009 |
| Language | English |
| Larger Work Type | Article |
| Larger Work Subtype | Journal Article |
| Larger Work Title | Natural Resources Research |
| First page | 153 |
| Last page | 171 |