Fast linear least-squares method for ultrasound attenuation and backscatter estimation
Jasleen Birdi1, Arun Muraleedharan1, Jan D'hooge2
1Department of Cardiovascular Sciences, KU Leuven, Leuven, Belgium; Department of Electrical Engineering (ESAT), KU Leuven, Leuven, Belgium.
Ultrasonics
|June 25, 2021
Summary
A new linear least-squares method accurately estimates ultrasonic attenuation and backscatter coefficients using pulse-echo data. This approach improves accuracy, especially for attenuation, and offers potential for real-time clinical ultrasound applications.
Area of Science:
- Medical Physics
- Biomedical Engineering
- Acoustics
Background:
- Ultrasonic attenuation and backscatter coefficients are crucial acoustic parameters in medical imaging.
- Accurate estimation of these parameters has significant clinical applications.
Purpose of the Study:
- To propose a novel linear least-squares method for estimating ultrasonic attenuation and backscatter coefficients.
- To evaluate the method's accuracy, computational efficiency, and sensitivity to parameters.
Main Methods:
- A linear least-squares method fitting an ultrasound backscattered signal model to pulse-echo measurements.
- Simultaneous fitting in both frequency and depth dimensions.
- Analysis of parameter sensitivity (window length, overlap, bandwidth) and comparison with dynamic programming.
Main Results:
- The proposed method accurately estimates attenuation and backscatter coefficients.
- Inclusion of depth information enhances attenuation estimation accuracy.
- The method demonstrates superior accuracy and reduced computation time compared to a benchmark dynamic programming approach.
Conclusions:
- The developed linear least-squares method provides an efficient and accurate means for estimating ultrasonic attenuation and backscatter coefficients.
- Its low computational cost and high accuracy suggest suitability for real-time clinical ultrasound systems.
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