Adaptive Ultrasound Tissue Harmonic Imaging Based on an Improved Ensemble Empirical Mode Decomposition Algorithm.
Suya Han1, Yufeng Zhang1, Keyan Wu1
1University Key Lab of Electronic Information Processing of High-Altitude Medicine, Yunnan University, Kunming, China.
Ultrasonic Imaging
|January 30, 2020
Summary
A new method, S_CEEMDAN, adaptively separates harmonic components in ultrasound imaging. This technique improves image quality by reducing artifacts compared to existing methods.
Area of Science:
- Medical Imaging
- Biomedical Engineering
- Signal Processing
Background:
- Accurate separation of harmonic components in ultrasonic radio frequency (RF) echo signals is crucial for enhancing harmonic imaging quality.
- Existing methods like S_HPF (subjective high-pass filtering) and S_PI (pulse inversion) have limitations, including subjectivity and motion artifacts, respectively.
Purpose of the Study:
- To introduce a novel adaptive method, S_CEEMDAN (complete ensemble empirical mode decomposition with adaptive noise), for separating second harmonic components in ultrasound tissue harmonic imaging.
- To evaluate the performance of S_CEEMDAN against established methods in both simulations and dynamic biological measurements.
Main Methods:
- The S_CEEMDAN method adaptively determines the ensemble size for CEEMDAN based on white noise standard deviation.
- Intrinsic mode functions (IMFs) are extracted from RF echo signals using CEEMDAN and further decomposed based on spectral analysis.
- Fundamental and harmonic components are separated by categorizing IMFs, and then reconstructed by signal accumulation.
Main Results:
- Simulation experiments showed S_CEEMDAN results comparable to S_HPF and superior to S_PI.
- For dynamic carotid artery measurements, S_CEEMDAN significantly improved harmonic images, increasing contrast, contrast-to-noise ratio (CNR), and tissue-to-clutter ratio (TCR) compared to S_HPF and S_PI.
Conclusions:
- The S_CEEMDAN method offers improved adaptivity and reduced motion artifacts, leading to enhanced harmonic images in ultrasound tissue harmonic imaging.
- S_CEEMDAN presents a promising alternative to current methods for achieving higher quality ultrasonic harmonic imaging.
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