基于模态分解的倒谱超声散射体间距测量

Wenlei Pan, Yi Shen, Ting Liu, Yan Wang
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引用次数: 1

摘要

骨损失与准周期骨小梁平均散射间距(MSS)的变化密切相关,超声后向散射是测量这些变化的有效方法。提出了基于模态分解的倒谱间隔测量方法,提高了骨散射测量的性能。与其他方法相比,MDCM方法具有自适应、经验性和利用具有特定物理意义的内禀模态函数(IMFs)的特点。基于Faran圆柱体模型和有限元法(FEM)两种不同方法获得的后向散射数据验证了该方法的有效性,其中散射体定义为等间隔和准周期间隔。仿真结果表明,经验模态分解(EMD)分解的第一模态(IMF1)保留了原始数据的固有特征,并清晰地显示了0.41 mm和0.5 mm的散射体间距。然后采用基于集成EMD (EEMD)的倒谱技术对干扰峰进行了抑制。此外,除了IMF 1, IMF 2也为MSS测量提供了有价值的信息。
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Mode Decomposition Based Cepstrum Measurement of Scatterer Spacing with Ultrasonic Scattering
Bone loss is closely related to the mean scatter spacing (MSS) changes of quasi-periodic trabecular, and ultra-sonic backscattering is an effective method to measure these changes. This paper presented the method of Mode Decomposition Based Cepstrum Spacing Measurement (MDCM) which improves the performance of the bone scatterer measurement. Compared with other techniques, MDCM approach is adaptive, empirical and takes advantage of the Intrinsic Mode Functions (IMFs) which have specific physical meanings. This technique was validated by backscattering data obtained from simulations based on two different methods, Faran cylinder model and Finite Element Method (FEM), where scatterers were defined to be equally and quasi-periodically spaced. Both the simulation results show that the first mode (IMF1) decomposed by Empirical Mode Decomposition (EMD) preserves the intrinsic feature of original data and clearly demonstrates the scatterer spacing of 0.41 mm and 0.5 mm. Then the Ensemble EMD (EEMD) based cepstrum technique was used and it shows that the interference peaks are suppressed. Besides, in addition to IMF 1, the IMF 2 also shows valuable information for MSS measurement.
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