A continuous wavelet transform (CWT) is used to divide a continuous-time function into wavelets. Unlike Fourier transform, the continuous wavelet transform possesses the ability to construct a time-frequency representation of a signal that offers very good time and frequency localization. In mathematics, the continuous wavelet transform of a continuous, square-integrable function at a scale and translational value is expressed by the following integral
where is a continuous function in both the time domain and the frequency domain called the mother wavelet and represents operation of complex conjugate. The main purpose of the mother wavelet is to provide a source function to generate the daughter wavelets which are simply the translated and scaled versions of the mother wavelet. To recover the original signal, inverse continuous wavelet transform can be exploited.
is the dual function of . And the dual function should satisfy
Sometimes, where
is called the admissibility constant and is the Fourier transform of . For a successful inverse transform, the admissibility constant has to satisfy the admissibility condition:
It is possible to show that the admissibility condition implies that, so that a wavelet must integrate to zero.
Read more about Continuous Wavelet Transform: Mother Wavelet, Scaling Function, Scale Factor, Continuous Wavelet Transform Properties, Applications of The Wavelet Transform
Famous quotes containing the words continuous, wavelet and/or transform:
“We read poetry because the poets, like ourselves, have been haunted by the inescapable tyranny of time and death; have suffered the pain of loss, and the more wearing, continuous pain of frustration and failure; and have had moods of unlooked-for release and peace. They have known and watched in themselves and others.”
—Elizabeth Drew (18871965)
“These facts have always suggested to man the sublime creed that the world is not the product of manifold power, but of one will, of one mind; and that one mind is everywhere active, in each ray of the star, in each wavelet of the pool; and whatever opposes that will is everywhere balked and baffled, because things are made so, and not otherwise.”
—Ralph Waldo Emerson (18031882)
“But I must needs take my petulance, contrasting it with my accustomed morning hopefulness, as a sign of the ageing of appetite, of a decay in the very capacity of enjoyment. We need some imaginative stimulus, some not impossible ideal which may shape vague hope, and transform it into effective desire, to carry us year after year, without disgust, through the routine- work which is so large a part of life.”
—Walter Pater (18391894)