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| Content Provider | IET Digital Library |
|---|---|
| Author | Li, Yi Xia, Weijie Dong, Shiqi |
| Abstract | The decomposition of multi-component micro-Doppler signals overlapping in the time-frequency (T-F) domain is critical and challenging, especially in the case of irregular instantaneous Doppler frequency. The authors propose a novel time-based decomposition method called the short-time variational mode decomposition (STVMD) to analyse the irregular (FM) micro-Doppler signals, and present an optimal model combined with T-F transformation. Then, considering the STVMD may fail to extract the instantaneous frequency (IF) of overlapped components, an improved STVMD algorithm is put forward. Since the dependence of the STVMD algorithm on the initial value, they adopt the Kalman filtering to implement IF tracking and regrouping under the global constraint, further accelerating the convergence of the algorithm. Furthermore, due to the mode aliasing at the intersection point, they adopt a degenerate STVMD model to decompose the signals with known centre frequencies, which can be viewed as a Wiener filter. With the two steps, the improved STVMD algorithm can effectively solve the decomposition of T-F overlapping irregular FM micro-Doppler signals. Compared with the peak ridge technique and the ridge path regrouping and intrinsic chirp component decomposition (RPRG + ICCD), the proposed method shows the effectiveness and adaptability even for irregular FM signals with large T-F spectrum amplitude fluctuation in the low signal-to-noise ratio environment. |
| Starting Page | 1502 |
| Ending Page | 1511 |
| Page Count | 10 |
| ISSN | 17518784 |
| Volume Number | 14 |
| e-ISSN | 17518792 |
| Issue Number | Issue 10, Oct (2020) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-rsn/14/10 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-rsn.2020.0091 |
| Journal | IET Radar, Sonar & Navigation |
| Publisher Date | 2020-06-02 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Degenerate STVMD Model Filtering Method in Signal Processing Frequency Domain Analysis Hilbert Transform IF Tracking Improved STVMD Algorithm Instantaneous Frequency Integral Transforms in Numerical Analysis Irregular FM MicroDoppler Signal Irregular FM Signal Irregular Instantaneous Doppler Frequency Irregular MicroDoppler Signal Kalman Filter Kalman Filtering Low Signal-to-noise Ratio Environment Mathematical Analysis Multicomponent MicroDoppler Signal Overlapped Component Short-time Variational Mode Decomposition Signal Processing Theory T-F Overlapping T-F Spectrum Amplitude Fluctuation Time-based Decomposition Method Time-based Multicomponent Irregular FM MicroDoppler Signal Decomposition Time-frequency Time-frequency Analysis Wiener Filter |
| Content Type | Text |
| Resource Type | Article |
| Subject | Electrical and Electronic Engineering |
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