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Cross-correlation adjustment full-waveform inversion with source encoding in ultrasound computed tomography.

Nuomin Zhang1, Yue Zhao1, Yu Yuan1

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A new ultrasound computed tomography (USCT) algorithm enhances full-waveform inversion (FWI) stability and reduces computational cost. This method improves sound speed reconstruction, even when initial models differ significantly from the ground truth.

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Area of Science:

  • Medical Imaging
  • Computational Physics
  • Acoustics

Background:

  • Full-waveform inversion (FWI) is a key technique in ultrasound computed tomography (USCT) for sound speed imaging.
  • Conventional FWI faces challenges in stability and computational expense.
  • Improving FWI robustness is crucial for broader USCT applications.

Purpose of the Study:

  • To propose a novel USCT algorithm, cross-correlation adjustment FWI with source encoding (CCAFWI-SE).
  • To enhance the stability and reduce the computational cost of FWI in USCT.
  • To demonstrate the effectiveness of the proposed algorithm in reconstructing sound speed models.

Main Methods:

  • Developed a CCAFWI-SE algorithm adjusting the gradient using cross-correlation-derived intermediate signals.
  • Implemented an intermittent update strategy to decrease computational load.
  • Validated the approach through numerical simulations and laboratory experiments.

Main Results:

  • The CCAFWI-SE algorithm successfully converged to the ground truth sound speed model where conventional FWI failed.
  • Experimental results confirmed improved stability and accurate sound speed model recovery.
  • The intermittent update strategy reduced computational costs, enabling source encoding.

Conclusions:

  • The proposed CCAFWI-SE algorithm significantly improves the stability and robustness of USCT reconstruction.
  • This method expands the applicability of FWI in scenarios with poor initial models.
  • The approach offers practical benefits by reducing computational demands and can be combined with existing techniques.