When Interpolation-Induced Reflection Artifact Meets Time-Frequency Analysis
نویسندگان
چکیده
OBJECTIVE While extracting the temporal dynamical features based on the time-frequency analyses, like the reassignment and synchrosqueezing transform, attracts more and more interest in biomedical data analysis, we should be careful about artifacts generated by interpolation schemes, in particular when the sampling rate is not significantly higher than the frequency of the oscillatory component we are interested in. METHODS We formulate the problem called the reflection effect and provide a theoretical justification of the statement. We also show examples in the anesthetic depth analysis with clear but undesirable artifacts. RESULTS The artifact associated with the reflection effect exists not only theoretically but practically as well. Its influence is pronounced when we apply the time-frequency analyses to extract the time-varying dynamics hidden inside the signal. CONCLUSION We have to carefully deal with the artifact associated with the reflection effect by choosing a proper interpolation scheme.
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ورودعنوان ژورنال:
- IEEE transactions on bio-medical engineering
دوره 63 10 شماره
صفحات -
تاریخ انتشار 2015