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| Content Provider | IET Digital Library |
|---|---|
| Author | Borio, Daniele |
| Abstract | Adaptive notch filters have been the focus of intense research for more than three decades. Low computational requirements and good performance make them attractive for tracking frequency modulated signals. Despite the extensive literature on adaptive notch filters, algorithm extensions and new models for describing the dynamics of the notch frequency continue to be proposed. In this study, the equivalence between adaptive notch filters using a plain gradient (PG) algorithm and frequency lock loops (FLLs) with exponential filtering is established. FLL theory is then used to analyse the noise performance and signal tracking capabilities of adaptive notch filters. A linear model describing the dynamics of the filter adaptation process is derived and the concepts of loop and Doppler bandwidths are introduced. Criteria based on the loop and Doppler bandwidths are suggested to set the PG adaptation step. Finally, algorithm extensions based on the FLL theory are proposed. Theoretical results are supported by Monte Carlo simulations which show the validity of the analysis performed. |
| Starting Page | 659 |
| Ending Page | 669 |
| Page Count | 11 |
| ISSN | 17519675 |
| Volume Number | 10 |
| e-ISSN | 17519683 |
| Issue Number | Issue 6, Aug (2016) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-spr/10/6 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-spr.2015.0310 |
| Journal | IET Signal Processing |
| Publisher | The Institution of Engineering and Technology |
| Publisher Date | 2016-08-01 |
| Access Restriction | Open |
| Rights License | Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) |
| Subject Keyword | Adaptive Filter Adaptive Notch Filter Doppler Bandwidths Doppler Effect Exponential Filtering Filter Adaptation Process Dynamics Filtering Method in Signal Processing FLL Theory Frequency Lock Loop Frequency Locked Loops Frequency Modulated Signal Tracking Frequency Modulation Linear Model Loop Analysis Modulation And Coding Method Monte Carlo Method Monte Carlo Simulation Method Noise Performance Analysis Notch Filter Notch Frequency PG Algorithm Plain Gradient Algorithm Signal Processing Theory Tracking Filter |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Electrical and Electronic Engineering |
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