کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6958697 1451947 2016 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Filter bank property of variational mode decomposition and its applications
ترجمه فارسی عنوان
خصوصیات بانکی برای تجزیه حالت واریانس و برنامه های کاربردی آن
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
چکیده انگلیسی
The variational mode decomposition (VMD) was proposed recently as an alternative to the empirical mode decomposition (EMD). To shed further light on its performance, we analyze the behavior of VMD in the presence of irregular samples, impulsive response, fractional Gaussian noise as well as tones separation. Extensive numerical simulations are conducted to investigate the parameters mentioned in VMD on these filter bank properties. It is found that, unlike EMD, the statistical characterization of the obtained modes reveals a different equivalent filter bank structure, robustness with respect to the nonuniformly sampling and good resolution in spectrum analysis. Moreover, we illustrate the influences of the main parameters on these properties, which provides a guidance on tuning them. Based on these findings, three potential applications in extracting time-varying oscillations, detrending as well as detecting impacts using VMD are presented.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Signal Processing - Volume 120, March 2016, Pages 509-521
نویسندگان
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