Publications [#368886] of Hau-Tieng Wu
Papers Published
- Steinerberger, S; Wu, HT. "Fundamental component enhancement via adaptive nonlinear activation functions." Applied and Computational Harmonic Analysis 63 (March, 2023): 135-143. [doi]
(last updated on 2024/07/23)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.