Fundamental component enhancement via adaptive nonlinear activation functions

نویسندگان

چکیده

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 instantaneous frequency signal. A traditional approach is apply rectification trick, working with |f(t)| ReLu(f(t)) instead, enhance component. raises an interesting question: what type nonlinear function g:R?R has property that g(f(t)) more pronounced frequency? g(t)=|t| and g(t)=ReLu(t) seem work well in practice; we propose variant g(t)=1/(1?|t|) provide theoretical guarantee. Several simulated signals are analyzed demonstrate performance proposed solution.

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ژورنال

عنوان ژورنال: Applied and Computational Harmonic Analysis

سال: 2023

ISSN: ['1096-603X', '1063-5203']

DOI: https://doi.org/10.1016/j.acha.2022.11.007