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{{Merge to|FBI transform|discuss=Talk:FBI transform#Merge proposal|date=January 2013}}
The '''Gabor transform''', named after [[Dennis Gabor]], is a special case of the [[short-time Fourier transform]]. It is used to determine the [[Sine wave|sinusoid]]al [[frequency]] and [[phase (waves)|phase]] content of local sections of a signal as it changes over time. The function to be transformed is first multiplied by a [[Gaussian function]], which can be regarded as a [[window function]], and the resulting function is then transformed with a Fourier transform to derive the [[time-frequency analysis]]. The window function means that the signal near the time being analyzed will have higher weight. The Gabor transform of a signal x(t) is defined by this formula:
 
:<math> G_x(t,f) = \int_{-\infty}^\infty e^{-\pi(\tau-t)^2}e^{-j2\pi f\tau}x(\tau)\,d\tau </math>
 
[[File: Gaussian_by_stevencys.jpg|thumb|right|300px|Magnitude of Gaussian function.]]
The Gaussian function has infinite range and it is impractical for implementation. However, a level of significance can be chosen (for instance 0.00001) for the distribution of the Gaussian function.
 
:<math> \begin{cases}
e^{-{\pi}a^2} \ge 0.00001;  & \left| a \right| \le 1.9143  \\
e^{-{\pi}a^2} < 0.00001;  & \left| a \right| > 1.9143
\end{cases}</math>
 
Outside these limits of integration <math>\left| a \right| > 1.9143 </math>, the Gaussian function  is small enough to be ignored. Thus the Gabor transform can be satisfactorily approximated as
 
:<math> G_x(t,f) = \int_{-1.9143+t}^{1.9143+t} e^{-\pi(\tau-t)^2} e^{-j2\pi f\tau} x(\tau) \, d\tau </math>
 
This simplification makes the Gabor transform practical and realizable.
 
The window function width can also be varied to optimize the time-frequency resolution tradeoff for a particular application by replacing the <math> {-{\pi}(\tau-t)^2} </math> with  <math> {-{\pi}\alpha (\tau-t)^2} </math> for some chosen alpha.
 
== Inverse Gabor transform ==
 
 
The Gabor transform is invertible. The original signal can be recovered by the following equation{{Dubious|date=November 2013}}
 
:<math> x(t) = \int_{-\infty}^\infty \int_{-\infty}^\infty G_x(\tau,f) e^{j2\pi tf}\,df  \,d\tau</math>
 
== Properties of the Gabor transform ==
 
The Gabor transform has many properties like those of the Fourier transform. These properties are listed in the following tables.
 
{| class="wikitable"
! !! Signal !! Gabor transform !! Remarks
|-
|
|align="left"|<math> x(t)\,</math>
|align="left"|<math> G_x(t,f)=\int_{-\infty}^\infty e^{-\pi(\tau-t)^2}e^{-j2\pi f\tau}x(\tau)\,d\tau </math>
|
|-
| 1
|<math>a\cdot x(t) + b\cdot y(t)\,</math>
|<math>a\cdot G_x(t,f) + b\cdot G_y(t,f)\,</math>
|Linearity property
|-
| 2
|<math> x(t-t_0)\,</math>
|<math> G_x(t-t_0,f)e^{-j2\pi ft_0}\,</math>
|Shifting property
|-
| 3
|<math> x(t)e^{j2\pi f_0 t}\,</math>
|<math> G_x(t,f-f_0)\,</math>
|Modulation property
|-
|}
 
{| class="wikitable"
! !! !! Remarks
|-
| 1
| align="left"|<math> \int_{-\infty}^\infty \left| G_x(t,f) \right|^2\,df = \int_{-\infty}^\infty e^{-2\pi (\tau-t)^2}\left| x(\tau) \right|^2 d\tau \approx \int_{u-1.9143}^{u+1.9143}e^{-2\pi (\tau-u)^2}\left| x(\tau) \right|^2 d\tau </math>
|Power integration property
|-
| 2
| align="left"|<math> \int_{-\infty}^\infty \int_{-\infty}^\infty G_x(t,f)G_y^*(t,f)\,df\,dt = \int_{-\infty}^\infty x(\tau)y^*(\tau)\, d\tau </math>
|Energy sum property
|-
| 3
| align="left"|<math> \begin{cases} \displaystyle
\int_{-\infty}^\infty \left| G_x(t,f) \right|^2df < e^{-2\pi(t-t_0)^2}\int_{-\infty}^\infty \left| G_x(t_0,f) \right|^2\,df;  & \text{if } x(t) =0 \text{ for }t>t_0  \\[12pt]
\displaystyle
\int_{-\infty}^\infty \left| G_x(t,f) \right|^2\,dt < e^{-2\pi(f-f_0)^2}\int_{-\infty}^\infty \left| G_x(t,f_0) \right|^2\,dt;  & \text{if } X(f) =FT[x(t)] = 0 \text{ for }f>f_0
\end{cases}</math>
|Power decay property
|-
| 4
| align="left"|<math> \int_{-\infty}^\infty G_x(t,f) e^{j2\pi ktf}\,df = e^{-\pi (k-1)^2 t^2} x(kt) </math>
|Integration property
|-
|-
| 5
| align="left"|<math> \int_{-\infty}^\infty G_x(t,f) e^{j2\pi tf}\,df = x(t) </math>
|Recovery property
|-
|}
 
== Application and example ==
[[File: Gabor_by_stevencys.jpg|thumb|right|400px|Time/frequency distribution.]]
The main application of the Gabor transform is used in time frequency analysis. Take the following equation as an example. The input signal has 1Hz frequency component when ''t''&nbsp;≤&nbsp;0 and has 2Hz frequency component when ''t''&nbsp;>&nbsp;0
 
:<math>
x(t) = \begin{cases}
\cos(2\pi t) & \text{for } t \le 0, \\
\cos(4\pi t) & \text{for } t> 0.
\end{cases}</math>
 
But if the total bandwidth available is 5Hz, other frequency bands except ''x''(''t'') are wasted. Through time frequency analysis by applying the Gabor transform, the available bandwidth can be known and those frequency bands can be used for other applications and bandwidth is saved. The right side picture show the input signal ''x''(''t'') and the output of the Gabor transform. As was our expectation, the frequency distribution can be separated into two parts. One is ''t''&nbsp;≤&nbsp;0 and the other is ''t''&nbsp;>&nbsp;0. The white part is the frequency band occupied by ''x''(''t'') and the black part is not used.
 
== Discrete Gabor-transformation==
A discrete version of Gabor representation
 
:<math> y(t)= \sum_{m = - \infty}^ \infty \sum_{n=- \infty}^ \infty C_{nm} \cdot g_{nm} (t) </math>
 
with <math>g_{nm} (t) = s(t-m \tau_0 ) \cdot e^{j\Omega nt}</math>
 
can be derived easily by discretizing the Gabor-basis-function in these equations. Hereby the continuous parameter t is replaced by the discrete time k. Furthermore the now finite summation limit in Gabor representation has to be considered. In this way, the sampled signal y(k) is split into M time frames of length N. According to <math>\Omega \le \tfrac{2\pi}{\tau_0}</math>, the factor Ω for critical sampling is <math>\Omega = \tfrac{2\pi}{N}</math>
 
Similar to the DFT (discrete Fourier transformation) a frequency domain split into N discrete partitions is obtained. An inverse transformation of these N spectral partitions then leads to N values y(k)for the time window, which consists of N sample values. For overall M time windows with N sample values, each signal y(k) contains K=N <math> \cdot</math> M sample values: (the discrete Gabor representation)
 
:<math> y(k)= \sum_{m=0}^ {M-1} \sum_{n=0}^{N-1} C_{nm} \cdot g_{nm} (k) </math>
 
with  <math>g_{nm} (k) = s(k-mN) \cdot e^{j\Omega nk}</math>
 
According to the equation above, the N<math> \cdot</math>M coefficients <math>C_{nm} </math> correspond to the number of sample values K of the signal.
 
For over-sampling <math>\Omega</math> is set to <math>\Omega \le \tfrac{2\pi}{N} = \tfrac{2\pi}{N^\prime}</math> with N' > N, which results in N' > N summation coefficients in the second sum of the discrete Gabor representation. In this case, the number of obtained Gabor-coefficients would be M<math> \cdot</math>N'>K. Hence, more coefficients than sample values are available and therefore a redundant representation would be achieved.
 
==See also==
* [[Gabor filter]]
** [[Gabor wavelet]]
* [[Gabor atom]]
* [[Time-frequency representation]]
* [[S transform]]
* [[Short-time Fourier transform]]
* [[Wigner distribution function]]
 
==References==
*Jian-Jiun Ding, Time frequency analysis and wavelet transform class note, the Department of Electrical Engineering, National Taiwan University (NTU), Taipei, Taiwan, 2007.
 
[[Category:Integral transforms]]

Revision as of 08:46, 15 January 2014



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Magnitude of Gaussian function.

The Gaussian function has infinite range and it is impractical for implementation. However, a level of significance can be chosen (for instance 0.00001) for the distribution of the Gaussian function.

Outside these limits of integration , the Gaussian function is small enough to be ignored. Thus the Gabor transform can be satisfactorily approximated as

This simplification makes the Gabor transform practical and realizable.

The window function width can also be varied to optimize the time-frequency resolution tradeoff for a particular application by replacing the with for some chosen alpha.

Inverse Gabor transform

The Gabor transform is invertible. The original signal can be recovered by the following equationTo succeed in selling a home, it is advisable be competent in real estate advertising and marketing, authorized, monetary, operational aspects, and other information and skills. This is essential as a result of you want to negotiate with more and more sophisticated buyers. You could outperform rivals, use latest technologies, and stay ahead of the fast altering market.

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Properties of the Gabor transform

The Gabor transform has many properties like those of the Fourier transform. These properties are listed in the following tables.

Signal Gabor transform Remarks
1 Linearity property
2 Shifting property
3 Modulation property
Remarks
1 Power integration property
2 Energy sum property
3 Power decay property
4 Integration property
5 Recovery property

Application and example

File:Gabor by stevencys.jpg
Time/frequency distribution.

The main application of the Gabor transform is used in time frequency analysis. Take the following equation as an example. The input signal has 1Hz frequency component when t ≤ 0 and has 2Hz frequency component when t > 0

But if the total bandwidth available is 5Hz, other frequency bands except x(t) are wasted. Through time frequency analysis by applying the Gabor transform, the available bandwidth can be known and those frequency bands can be used for other applications and bandwidth is saved. The right side picture show the input signal x(t) and the output of the Gabor transform. As was our expectation, the frequency distribution can be separated into two parts. One is t ≤ 0 and the other is t > 0. The white part is the frequency band occupied by x(t) and the black part is not used.

Discrete Gabor-transformation

A discrete version of Gabor representation

with

can be derived easily by discretizing the Gabor-basis-function in these equations. Hereby the continuous parameter t is replaced by the discrete time k. Furthermore the now finite summation limit in Gabor representation has to be considered. In this way, the sampled signal y(k) is split into M time frames of length N. According to , the factor Ω for critical sampling is

Similar to the DFT (discrete Fourier transformation) a frequency domain split into N discrete partitions is obtained. An inverse transformation of these N spectral partitions then leads to N values y(k)for the time window, which consists of N sample values. For overall M time windows with N sample values, each signal y(k) contains K=N M sample values: (the discrete Gabor representation)

with

According to the equation above, the NM coefficients correspond to the number of sample values K of the signal.

For over-sampling is set to with N' > N, which results in N' > N summation coefficients in the second sum of the discrete Gabor representation. In this case, the number of obtained Gabor-coefficients would be MN'>K. Hence, more coefficients than sample values are available and therefore a redundant representation would be achieved.

See also

References

  • Jian-Jiun Ding, Time frequency analysis and wavelet transform class note, the Department of Electrical Engineering, National Taiwan University (NTU), Taipei, Taiwan, 2007.