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Proof of concept for full-waveform inversion in ultrasound time-harmonic shear-wave elastography
Mohamed Aziz Boukraa1, Yücel Karabiyik1, Andreas Austeng1
1Department of Informatics, University of Oslo, Oslo, Norway.
None:
Objective.In ultrasound time-harmonic elastography (THE), tissue elasticity is estimated from the ultrasound-measured shear-wave displacement fields, generated by an external vibrator. Commonly used techniques to map from the ultrasound pulse-echo data to tissue elasticity maps, such as the phase-gradient and local-frequency estimation methods, base their estimates on a set of displacement field data and do not involve direct numerical modeling of the underlying shear-wave propagation. In the current proof-of-concept study, the objective is to develop a full-waveform inversion (FWI) approach to ultrasound-based THE, providing a physics-driven framework for improved tissue elasticity estimation.Approach.FWI is a methodology commonly applied in geophysics. It relies on simulating the wave propagation and scattering in heterogeneous media to model the intricate relationship between the observed wavefield and the propagation medium properties. Our FWI-based tissue-harmonic elastography approach is based on minimizing a cross-correlation based objective function that quantifies phase mismatches between measured and simulated shear waves.MainResults.Experiments on synthetic phantom data obtained from the fractional Kelvin-Voigt wave model demonstrate that our approach accurately reconstructs the shear wave speed of the medium, even in the presence of significant noise, and without relying on pre-filtering steps such as directional filtering, which selects waves based on their propagation direction. An improvement of approximately 0.4 m⋅s-1within the inclusion region, compared to an established method, is observed for a noisy wavefield with decreasing signal-to-noise ratio, ranging from 20 to-10dB from top to bottom of the ultrasound image. In addition, the reconstructed shear-wave speed map achieved a 50% reduction in standard deviation.Significance.This work demonstrates the potential for enhanced elasticity mapping using FWI-based reconstruction in THE with prospective impacts for future clinical applications.
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