Method of Chirp time-frequency atoms denoted with three parameters
A parameter representation and time-frequency atomic technology, applied in the field of simplified representation, can solve the problems of low matching degree of Chirp components, unfavorable signal feature extraction and signal sparse representation, etc.
Inactive Publication Date: 2015-01-07
JIANGNAN UNIV
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Problems solved by technology
Gabor atoms can represent many non-stationary signals, but because their frequency is constant, the matching degree with the Chirp component whose frequency changes with time in the signal is low, and multiple Gabor time-frequency atoms can be used to represent a Chirp component, that is, a complete Chirp components are decomposed and diffused to multiple Gabor time-frequency atoms, which is not conducive to signal feature extraction and signal sparse representation
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[0029] Step 1: Apply the proportional operator to the Gaussian function to obtain a slender Gabor time-frequency atom;
[0030] Step 2: Apply the rotation operator to the Gabor time-frequency atom, that is, perform fractional Fourier transform on the signal to rotate the signal to the fractional domain;
[0031] Step 3: apply a radial shift operator, that is, make the rotated signal move radially along the direction of rotation;
[0032] Step 4: obtain the Chrip atom represented by three parameters of scale parameter, rotation parameter and radial displacement parameter.
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The invention discloses a simplified representation method of Chirp time-frequency atoms in self-adaption signal decomposition. For representation of time-frequency characteristics of non-stationary signals, time-frequency atoms of a better local time-frequency structure are used for replacing orthogonal basis functions, and linear combination of the best time-frequency atoms is used for representing signals. The time-frequency atoms are obtained through calculation by applying various operators on basic functions, the more operators applied on the basic functions, the more parameters the time-frequency atoms obtain, the stronger local capacity of the time-frequency atoms matching or approaching signals, while the harder the finding of optimal time-frequency atoms. The Chirp time-frequency atoms can well match frequency linear variation elements in the signals and approach nonlinear frequency variation elements. The Chirp time-frequency atoms are commonly represented by 4 parameters of proportion, time shift, frequency shift and linear frequency modulation. The simplified representation method of the Chirp time-frequency atoms in the self-adaption signal decomposition introduces revolve-radial shift operators and composition operators through fractional order Fourier transform to obtain the Chirp time-frequency atoms represented by the three parameters of proportion, revolve and radial shift. According to the simplified representation method of the Chirp time-frequency atoms in the self-adaption signal decomposition, advantages of more concise representation, more definite physical significance of each parameter, great time reduction for searching the optimal time-frequency atoms can be obtained.
Description
technical field [0001] The invention relates to a simplified representation method of Chirp time-frequency atoms in adaptive signal decomposition. Chirp time-frequency atoms are generally represented by four parameters: scale, time shift, frequency shift, and chirp. The present invention introduces rotation operator and radial shift operator through fractional Fourier transform, and can obtain Chirp time-frequency atom represented by three parameters of scale, rotation and radial shift. Background technique [0002] In order to describe the local time-frequency characteristics of non-stationary signals, in adaptive signal decomposition, time-frequency atoms with better local time-frequency structure are often used to replace the basis functions of orthogonal decomposition, and the best linear combination of time-frequency atoms is used to describe non-stationary signals. The time-frequency atom is obtained by performing various operator operations on the basic functions. T...
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IPC IPC(8): G06F17/14
Inventor 于凤芹
Owner JIANGNAN UNIV

