Prediction method of physical parameters based on linearized rock physics inversion
| Autor: | Fan Xianggang, Zhang Jiajia, Zhang Guangzhi, Yin Xingyao, GU Yipeng |
|---|---|
| Rok vydání: | 2020 |
| Předmět: |
0211 other engineering and technologies
Energy Engineering and Power Technology Inverse transform sampling Geology 02 engineering and technology Inverse problem 010502 geochemistry & geophysics Geotechnical Engineering and Engineering Geology 01 natural sciences Inversion (discrete mathematics) Expression (mathematics) Physics::Geophysics symbols.namesake Geochemistry and Petrology Inverse operation lcsh:TP690-692.5 Taylor series symbols Applied mathematics Economic Geology 021108 energy lcsh:Petroleum refining. Petroleum products Global optimization 0105 earth and related environmental sciences |
| Zdroj: | Petroleum Exploration and Development, Vol 47, Iss 1, Pp 59-67 (2020) |
| ISSN: | 1876-3804 |
| DOI: | 10.1016/s1876-3804(20)60005-2 |
| Popis: | A linearized rock physics inversion method is proposed to deal with two important issues, rock physical model and inversion algorithm, which restrict the accuracy of rock physics inversion. In this method, first, the complex rock physics model is expanded into Taylor series to get the first-order approximate expression of the inverse problem of rock physics; then the damped least square method is used to solve the linearized rock physics inverse problem directly to get the analytical solution of the rock physics inverse problem. This method does not need global optimization or random sampling, but directly calculates the inverse operation, with high computational efficiency. The theoretical model analysis shows that the linearized rock physical model can be used to approximate the complex rock physics model. The application of actual logging data and seismic data shows that the linearized rock physics inversion method can obtain accurate physical parameters. This method is suitable for linear or slightly non-linear rock physics model, but may not be suitable for highly non-linear rock physics model. Key words: rock physics inversion, linearization, physical parameters, rock physics model, Taylor expansion |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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