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Multiresolution based power spectral density estimation

机译:基于多分辨率的功率谱密度估计

摘要

Technologies are generally described for multi-resolution based power spectral density estimation. According to some examples, a first power spectral density (PSD) of a signal may be computed to determine a first frequency resolution and a first error variance (EV) value associated with the PSD. The first PSD may be computed using fewer segments of the signal to achieve a higher resolution. The higher resolution is associated with a higher EV because of the fewer segments used for the computation of the first PSD. Next, a second PSD may be computed using the signal while sampling more segments to determine second resolution and EV. The second PSD may be associated with a lower EV because of the additional segments used for the computing of the second PSD. Missing frequency variables of the second PSD may be determined using the first resolution and the second EV through an expectation maximization technique.
机译:通常描述用于基于多分辨率的功率谱密度估计的技术。根据一些示例,可以计算信号的第一功率谱密度(PSD)以确定与PSD相关联的第一频率分辨率和第一误差方差(EV)值。可以使用较少的信号段来计算第一PSD以实现更高的分辨率。由于用于计算第一PSD的段数较少,因此更高的分辨率与更高的EV相关联。接下来,可以在采样更多段的同时使用该信号来计算第二PSD,以确定第二分辨率和EV。由于用于第二PSD的计算的附加段,第二PSD可以与较低的EV相关联。可以通过期望最大化技术使用第一分辨率和第二EV来确定第二PSD的丢失频率变量。

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