Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

An Improved Generalized S-Transform Time-Frequency Analysis Method Based on Parameter Optimization

A time-frequency analysis and time-frequency distribution technology, which is used in electrical digital data processing, special data processing applications, instruments, etc., can solve the problem of limited adjustment ability, large amount of calculation, time resolution and frequency resolution cannot be optimized at the same time, etc. problem, to achieve the effect of flexible adjustment, simple calculation, and optimal time-frequency aggregation performance

Active Publication Date: 2018-04-27
CHINA UNIV OF GEOSCIENCES (WUHAN)
View PDF2 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

For example, in 1997, Manshiha et al. proposed to replace the parameter f in the window function with f / r, which can properly adjust the form of the window function. The calculation is simple, but the adjustment ability is limited; Pinnegar et al. proposed in 2003 that the standard deviation of the window function The hyperbolic window function is tuned and the window is asymmetrical. The time window in the high frequency band is narrow, and the window function with better symmetry is selected to improve the frequency resolution. The time window in the low frequency band is wider, and the asymmetric window is selected function, but the calculation of the hyperbolic equation involving two parameters is more complicated; Chen Xuehua proposed in 2005 to introduce two parameters λ and p into the window function, using λ|f| p Replacing the parameter f further increases the flexibility of the window function adjustment, but it involves the exponential operation of the frequency f, and the amount of calculation is also large
[0005] The improved window functions in the above-mentioned generalized S-transform have their own characteristics. The more flexible the parameter adjustment, the greater the calculation amount, and the selection of parameters is limited by the principle of uncertainty, that is, the time resolution and frequency resolution cannot be optimal at the same time. , need to compromise

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • An Improved Generalized S-Transform Time-Frequency Analysis Method Based on Parameter Optimization
  • An Improved Generalized S-Transform Time-Frequency Analysis Method Based on Parameter Optimization
  • An Improved Generalized S-Transform Time-Frequency Analysis Method Based on Parameter Optimization

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0045] The technical solution of the present invention will be described in detail below in conjunction with the accompanying drawings and embodiments.

[0046] refer to figure 1 Shown, the time-frequency analysis method of the improved generalized S transform based on parameter optimization of the present invention, comprises the following steps:

[0047] S1, input non-stationary signal x(t), wherein t is time, non-stationary signal includes single component and multi-component mixed signal;

[0048] S2, for the window function of the improved generalized S transform of the first-order function containing the frequency f expressed by formula (1), determine the value range R of parameters a and b a and R b ;

[0049] S3, using formula (2) to calculate the time-frequency distribution of the input non-stationary signal x(t);

[0050] S4, performing energy normalization processing on the time-frequency distribution in step S3;

[0051] S5, using the time-frequency distributi...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses a parameter optimization based time frequency analysis method for an improved generalized S-transform. The parameter optimization based time-frequency analysis method comprises the steps of firstly selecting the range of parameters in the improved generalized S-transform; for each group of parameters, calculating time frequency distribution of an input signal by using the improved generalized S-transform and carrying out energy normalization processing on the time frequency distribution; then calculating the corresponding time frequency aggregation degree of each group of parameters and employing one group of parameters corresponding to maximum values as optimized parameters; finally introducing the optimized parameters into the improved generalized S-transform to calculate the time frequency distribution of the input signal. According to the parameter optimization based time frequency analysis method for the improved generalized S-transform, a first-order function with frequency as an independent variable is introduced into a window function of the S-transform so that the form of the window function is flexible and adjustable, the parameters of the first-order function are optimized through the time frequency aggregation degree, the energy aggregation of the signal time frequency distribution can be improved, the estimated accuracy of signal instantaneous parameters is enhanced, the calculated amount is small, the parameter optimization based time frequency analysis method is suitable for analysis and processing of communication, radar, earthquake and biomedicine signals.

Description

technical field [0001] The invention belongs to the field of digital signal processing, and in particular relates to an analysis method of non-stationary signals. The time-frequency analysis method of improved generalized S transform based on parameter optimization can be used for analysis and processing of communication, radar, earthquake and biomedical signals. Background technique [0002] Various types of non-stationary signals widely exist in practical engineering, and the analysis and processing of non-stationary signals is a research hotspot in the field of digital signal processing. Unlike stationary signals, the frequency of non-stationary signals changes with time, so its analysis requires a two-dimensional time-frequency analysis method combining time domain and frequency domain. [0003] Common time-frequency analysis methods include short-time Fourier transform (STFT), Wigner-Ville distribution (WVD), wavelet transform (WT) and S-transform (ST). The window func...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G06F19/00
CPCG16Z99/00
Inventor 薛伟朱继超黄玉金杨越张传科王华东
Owner CHINA UNIV OF GEOSCIENCES (WUHAN)
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products