Systems and methods for the quantitative estimate of production-forecast uncertainty
US-9223042-B2 · Dec 29, 2015 · US
US9383464B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9383464-B2 |
| Application number | US-201213421063-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 15, 2012 |
| Priority date | Mar 18, 2011 |
| Publication date | Jul 5, 2016 |
| Grant date | Jul 5, 2016 |
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A seismic imaging technology for imaging a subsurface structure is provided. The seismic imaging technology is applied to modeling parameters of a wave equation redefined in a new coordinate system resulting from converting space axes into a logarithmic scale. The redefined wave equation is applied to wave inversion or reverse-time migration.
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What is claimed is: 1. A seismic imaging apparatus comprising: a processor; a waveform inverter implemented by the processor and configured to obtain a modeling parameter of a wave equation redefined in a new coordinate system as a result of converting space axes into a logarithmic scale; a modeling parameter updater implemented by the processor and configured to minimize a residual function of an error between modeling data and measured data, wherein the modeling data is a solution of the wave equation to which the modeling parameter has been applied and the measured data has been measured by a receiver; and a subsurface structure display configured to display an image of a subsurface structure based on the modeling parameter. 2. The seismic imaging apparatus of claim 1 , wherein the waveform inverter comprises: a modeling data calculator configured to solve the wave equation redefined in the new coordinate system with given source data, thereby obtaining a solution of the wave equation as the modeling data; a residual function calculator configured to obtain a residual function of a residual between the measured data and the modeling data; and a modeling parameter calculator configured to update the modeling parameter of the wave equation to minimize the residual function and supply the updated modeling parameter to the modeling data calculator, in response to a value of the residual function being greater than a predetermined value, and to output the modeling parameter as a final output value, in response to the value of the residual function being smaller than the predetermined value. 3. The seismic imaging apparatus of claim 1 , wherein the subsurface structure display unit comprises: a migrator configured to perform reverse-time migration to generate a real subsurface image based on modeling parameters output from the waveform inverter; and a display data generator configured to generate visual subsurface image data from the reverse-time migrated data output from the migrator. 4. The seismic imaging apparatus of claim 3 , wherein the migrator comprises: a back-propagator configured to back-propagate the measured data with respect to the wave equation redefined in the new coordinate system; and a convolutor configured to convolve the back-propagated, measured data with source data, thereby outputting reverse-time migrated data. 5. A seismic imaging method performed by a seismic imaging apparatus, comprising: obtaining, at a waveform inverter implemented by a processor, a modeling parameter of a wave equation redefined in a new coordinate system as a result of converting space axes into a logarithmic scale; updating, using the processor, the modeling parameter to minimize a residual function of an error between modeling data and measured data, wherein the modeling data is a solution of the wave equation to which the modeling parameter has been applied and the measured data has been measured by a receiver; and imaging a subsurface structure based on the modeling parameter. 6. The seismic imaging method of claim 5 , wherein the obtaining of the modeling parameter comprises: solving the wave equation redefined in the new coordinate system with given source data to obtain a solution of the wave equation as the modeling data; obtaining a residual function regarding a residual between the measured data and the modeling data; and updating the modeling parameter of the wave equation in the direction of minimizing the residual function, in response to a value of the residual function being greater than a predetermined value, and outputting the modeling parameter as a final output value, in response to the value of the residual function being smaller than the predetermined value. 7. The seismic imaging method of claim 5 , wherein the imaging of the subsurface structure comprises: performing reverse-time migration to generate a real subsurface image based on modeling parameters output upon the obtaining of the modeling parameter; and generating visual subsurface image data based on the reverse-time migrated data. 8. The seismic imaging method of claim 7 , wherein the migration comprises: back-propagating the measured data with respect to the wave equation redefined in the new coordinate system; and convolving the back-propagated, measured data with source data to output the reverse-time migrated data. 9. A computer-readable non-transitory recording medium storing a computer-readable program for executing the method of claim 8 . 10. A computer-readable non-transitory recording medium storing a computer-readable program for executing the method of claim 5 .
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