Abstract
In many real world oscillatory signals, the fundamental component of a signal f(t) might be weak or does not exist. This makes it difficult to estimate the instantaneous frequency of the signal. A traditional approach is to apply the rectification trick, working with |f(t)| or ReLu(f(t)) instead, to enhance the fundamental component. This raises an interesting question: what type of nonlinear function g:R→R has the property that g(f(t)) has a more pronounced fundamental frequency? g(t)=|t| and g(t)=ReLu(t) seem to work well in practice; we propose a variant of g(t)=1/(1−|t|) and provide a theoretical guarantee. Several simulated signals and real signals are analyzed to demonstrate the performance of the proposed solution.
Original language | English (US) |
---|---|
Pages (from-to) | 135-143 |
Number of pages | 9 |
Journal | Applied and Computational Harmonic Analysis |
Volume | 63 |
DOIs | |
State | Published - Mar 2023 |
Keywords
- Activation function
- Fundamental component
- Rectification
ASJC Scopus subject areas
- Applied Mathematics