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A comparison of the existence of 'cross terms' in the Wigner distribution and the squared magnitude of the wavelet transform and the short-time Fourier transform

机译:Wigner分布中“交叉项”的存在与小波变换和短时傅立叶变换的平方幅度的比较

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It is shown that cross terms comparable to those found in the Wigner distribution (WD) exist for the energy distributions of the wavelet transform (WT) and the short-time Fourier transform (STFT). The geometry of the cross terms is described by deriving mathematical expressions for the energy distributions of the STFT and the WT of a multicomponent signal. From those mathematical expressions it is inferred that the STFT and the WT cross terms: (1) occur at the intersection of the respective transforms of the two signals under consideration, whereas the WD cross terms occur at mid-time-frequency of the two signals; (2) are oscillatory in nature, as are the WD cross terms, and are modulated by a cosine whose argument is a function of the difference in center times and center frequencies of the signals under consideration; and (3) can have a maximum amplitude as large as twice the product of the magnitude of the transforms of the two signals in question, like WD cross terms. It is shown that the presence of these cross terms could lead to problems in analyzing a multicomponent signal. The consequences of this effect with respect to speech applications are discussed.
机译:结果表明,对于小波变换(WT)和短时傅立叶变换(STFT)的能量分布,存在与Wigner分布(WD)中可比的交叉项。通过推导多分量信号的STFT和WT的能量分布的数学表达式来描述交叉项的几何形状。从这些数学表达式可以推断出STFT和WT交叉项:(1)出现在所考虑的两个信号各自的变换的交点处,而WD交叉项出现在两个信号的中频处; (2)本质上是振荡的,与WD交叉项一样,并且由余弦调制,该余弦的自变量是所考虑信号的中心时间和中心频率之差的函数;和(3)的最大幅度可以是所讨论的两个信号的变换幅度的乘积的两倍,例如WD交叉项。结果表明,这些交叉项的存在可能导致分析多分量信号时出现问题。讨论了这种效果对语音应用的影响。

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