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Electronics

What is Fourier Transform?

by Team Goseeko 09/07/2021
written by Team Goseeko 09/07/2021 0 comment

The Fourier transform simply states that any non-periodic signal which has finite area under the curve can be represented into integrals of the sines and cosines after being multiplied by a certain weight. The Fourier transform is given by

The inverse is given as

Conditions for Fourier Transform

We can find Fourier transform of a function if it satisfies Dirichlet’s condition. For the existence of its Fourier Transform. The conditions are

  • The function must have finite maxima and minima.
  • In a given interval of time the function should have finite discontinuities.
  • The function must be integrable at a given interval of time.

Discrete Time Fourier Transform

The sequence in discrete time can be represented by x[n] and the sequence terms are of complex exponential terms as shown below.

The DTFT sequence is as shown

The Inverse DTFT is as shown

Condition for Convergence

The term x[n] in the below series is always summable irrespective of the fact whether the series converges or not.

Then the sequence will have finite energy if it is absolutely summable and most importantly, finite energy sequence is not always absolutely summable.

Properties

If x(t)↔ X(⍵) and the output y(t)↔Y(⍵). Then the properties of Fourier Transform are

Linearity property

Then this property follows the superposition theorem. Moreover the linearity property shows that

Time Shifting Property

The time-shifting property means that a shift in time corresponds to a phase rotation in the frequency domain.

Frequency Shifting Property

Secondly, This property shows that multiplication in frequency domain results in frequency shifting

Time Reversal Property

Lastly the time reversal property is as shown

Time Scaling Property

This property shows that if a function is expanded in time by a quantity a , the F.T is compressed in frequency by the same amount.

Hence, we can write the property is as shown in equation.

Differentiation Property

Integration Property

Convolution Property

Application

Their main application is in  image compression, filtering and image analysis.

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