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Nonlinear Chirp Mode Decomposition: A Variational Method
- Source :
- IEEE Transactions on Signal Processing. 65:6024-6037
- Publication Year :
- 2017
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2017.
-
Abstract
- 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.
- Subjects :
- 020208 electrical & electronic engineering
Bandwidth (signal processing)
020206 networking & telecommunications
02 engineering and technology
Filter bank
Time–frequency analysis
Nonlinear system
Variational method
Control theory
Signal Processing
0202 electrical engineering, electronic engineering, information engineering
Chirp
Demodulation
Electrical and Electronic Engineering
Wideband
Algorithm
Mathematics
Subjects
Details
- ISSN :
- 19410476 and 1053587X
- Volume :
- 65
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Signal Processing
- Accession number :
- edsair.doi...........64698e2b4d180a85869c6c333e787607