Application of autoregressive spectral analysis to cepstral estimation of mean scatterer spacing
- 1 January 1993
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control
- Vol. 40 (1) , 50-58
- https://doi.org/10.1109/58.184998
Abstract
The problem of estimation of mean scatterer spacing in an object containing regularly spaced structures is addressed. An autoregressive (AR) spectral estimation method is compared with a conventional fast Fourier transform (FFT)-based approach for this task. Regularly spaced structures produce a periodicity in the power spectrum of ultrasonic backscatter. This periodicity is manifested as a peak in the cepstrum. A phantom was constructed for comparison of the two methods. It contained regularly spaced nylon filaments. It also contained randomly positioned glass spheres that produced incoherent backscatter. In an experiment in which this target was interrogated using broadband ultrasound, the AR spectral estimate offered considerable improvement over the FFT when the analysis gate length was on the order of the structural dimension. Advantages included improved resolution, reduction in bias and variance of scatterer spacing estimates, and greater resistance to ringing artifacts. Data were also acquired from human liver in vivo. AR spectral estimates on human data exhibited a decreased dependence on gate length. These results offer promise for enhanced spatial resolution and accuracy in ultrasonic tissue characterization and nondestructive evaluation of materials.<>Keywords
This publication has 14 references indexed in Scilit:
- On the usefulness of singular value decomposition-ARMA models in Doppler ultrasoundIEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 1991
- Estimation of mean frequency and variance of ultrasonic Doppler signal by using second-order autoregressive modelIEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 1991
- Application of parametric spectral estimation to medical ultrasound and magnetic resonance spectroscopyPublished by SPIE-Intl Soc Optical Eng ,1990
- A comparative study and assessment of doppler ultrasound spectral estimation techniques part II: Methods and resultsUltrasound in Medicine & Biology, 1988
- A comparative study and assessment of doppler ultrasound spectral estimation techniques part I: Estimation methodsUltrasound in Medicine & Biology, 1988
- Analysis Of Ultrasound Image Texture Via Generalized Rician StatisticsOptical Engineering, 1986
- Unified Approach To The Detection And Classification Of Speckle Texture In Diagnostic UltrasoundOptical Engineering, 1986
- Ultrasonic Characterization of Tissue Structure in the In Vivo Human Liver and SpleenIEEE Transactions on Sonics and Ultrasonics, 1984
- Application Of Maximum-Entropy Spectrum Analysis To The Measurement Of Low-Frequency Radiographic Noise SpectraPublished by SPIE-Intl Soc Optical Eng ,1984
- Liver-Tissue Characterization by Digital Spectrum and Cepstrum AnalysisPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1981