4.7 Article

Nonlinear Chirp Mode Decomposition: A Variational Method

Journal

IEEE TRANSACTIONS ON SIGNAL PROCESSING
Volume 65, Issue 22, Pages 6024-6037

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSP.2017.2731300

Keywords

Variational mode decomposition; nonlinear chirp signal; signal decomposition; alternating direction method of multipliers; time-frequency

Funding

  1. National Natural Science Foundation of China [11632011, 51121063]
  2. Technology Innovation Program of Advanced Aerospace Technology Joint Center [USCAST2016-26]

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Variational mode decomposition (VMD), a recently introduced method for adaptive data analysis, has aroused much attention in various fields. However, the VMD is formulated based on the assumption of narrow-band property of the signal model. To analyze wide-band nonlinear chirp signals (NCSs), we present an alternative method called variational nonlinear chirp mode decomposition (VNCMD). The VNCMD is developed from the fact that a wideband NCS can be transformed to a narrow-band signal by using demodulation techniques. Our decomposition problem is, thus, formulated as an optimal demodulation problem, which is efficiently solved by the alternating direction method of multipliers. Our method can be viewed as a time-frequency filter bank, which concurrently extracts all the signal modes. Some simulated and real data examples are provided showing the effectiveness of the VNCMD in analyzing NCSs containing close or even crossed modes.

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