Velocity Model Update via Decomposed Full Waveform Inversion Gradient
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Solution Overview
Problem
Existing full waveform inversion methods struggle to update low wavenumber components of velocity models at greater depths, especially when recorded data lacks coherent energy at low frequencies, leading to incomplete subsurface property characterization.
Innovation Solution
A decomposed full waveform inversion gradient is used to suppress high wavenumber components while preserving low wavenumber components, allowing for updates at greater depths by dynamically weighting the velocity sensitivity kernel, enabling the inclusion of low-frequency information and improving resolution.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If conventional full waveform inversion methods are used to update velocity models, then high wavenumber components can be updated, but low wavenumber components at greater depths cannot be updated due to lack of coherent energy at low frequencies
Solution Approach 1:
The inversion gradient is decomposed into separate wavenumber components (low wavenumber and high wavenumber parts). This segmentation allows selective processing where low wavenumber components are updated using refracted energy and high wavenumber components are updated using reflected energy, resolving the information loss problem at different depth ranges
Solution Approach 2:
Different updating strategies are applied to different wavenumber components based on their specific characteristics. Low wavenumber components use one updating approach optimized for deep penetration, while high wavenumber components use another approach optimized for shallow resolution, achieving locally optimal updates for each component type
2Manufacturing precision
If the velocity model is updated using reflected energy, then high wavenumber components are provided, but low wavenumber components at greater depths are suppressed
Solution Approach 1:
Instead of using only reflected energy for updates, the method inverts the approach by using refracted energy specifically for updating low wavenumber components. This reverse strategy compensates for the suppression effect and ensures complete wavenumber coverage
Solution Approach 2:
The updating process combines multiple energy types (reflected and refracted) and multiple wavenumber components into a composite update strategy. This composite approach leverages the strengths of each energy type to achieve comprehensive velocity model updates across all depth ranges and wavenumber spectra
Data Source
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Figure 3A~4B
AI summary
The present disclosure is related to a velocity model update with a full waveform inversion gradient. At least one method can include updating a velocity model of a subsurface, which can include suppressing high wavenumber components of the velocity model provided by reflected energy with a decomposed full waveform inversion gradient. Low wavenumber components can be preserved in the velocity model.