How Do You Prove the Fourier Transform Definition Using Integral Evaluation?

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SUMMARY

The discussion centers on proving the Fourier transform definition for a continuous non-periodic function using integral evaluation. The Fourier transform is expressed as $$f(x) = \int_{-\infty}^\infty c(k) e^{ikx} dk$$, with $$c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x) e^{-ikx} dx$$. Participants explored various methods, including integration by parts and the properties of the Dirac Delta function, ultimately suggesting the use of the Dirichlet Kernel $$D_K(y)$$ to demonstrate convergence. The conclusion emphasizes that for "reasonably nice functions," the limit of the integral converges to the function value at points of continuity.

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  • Understanding of Fourier transforms and their definitions.
  • Familiarity with integral calculus, particularly improper integrals.
  • Knowledge of the Dirac Delta function and its properties.
  • Basic concepts of convergence in mathematical analysis.
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  • Study the properties and applications of the Dirichlet Kernel in Fourier analysis.
  • Learn about the convergence theorems related to Fourier transforms.
  • Explore the implications of the Dirac Delta function in signal processing.
  • Review advanced integral techniques, including integration by parts and limiting arguments.
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Matt Chu
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Homework Statement



Given a continuous non-periodic function, its Fourier transform is defined as:

$$f(x) = \int_{-\infty}^\infty c(k) e^{ikx} dk, \ \ \ \ \ \ \ \ \ \ \ \ \ c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x) e^{-ikx} dx$$

The problem is proving this is true by evaluating the integral when ##c(k)## is plugged into the equation for ##f(x)##.

Homework Equations



$$f(x) = \int_{-\infty}^\infty c(k) e^{ikx} dk$$
$$c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x) e^{-ikx} dx$$

The Attempt at a Solution



This ends up with a long integral:

$$f(x) = \int_{-\infty}^\infty \left( \frac{1}{2\pi} \int_{-\infty}^\infty f(x') e^{-ikx'} dx' \right) e^{ikx} dk$$

I'm not sure really how to proceed from here. I moved the ##e^{ikx}## into the inner integral, which I figured was fine since it's constant relative to ##x'##.

$$f(x) = \int_{-\infty}^\infty \left( \frac{1}{2\pi} \int_{-\infty}^\infty f(x') e^{ik(x-x')} dx' \right) dk$$

I tried to kill at least one of the integrals by seeing if something evaluated to a Dirac Delta but I can't seem to get that result. I also tried integrating by parts, but that led me nowhere.
 
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Use the fact that: ##\int_{-\infty}^{\infty}\exp(ik(x-x'))dk/2\pi = \delta(x-x')##.
 
MathematicalPhysicist said:
Use the fact that: ##\int_{-\infty}^{\infty}\exp(ik(x-x'))dk/2\pi = \delta(x-x')##.

Is there an issue with the the bounds of integration in this case? I wouldn't think so but I'm not positive.
 
Matt Chu said:
Is there an issue with the the bounds of integration in this case? I wouldn't think so but I'm not positive.
No there's no issue.

I think but not sure that that is one of the many definitions of Dirac Delta Distribution (DDD).
Anyway, you can search google or wiki for further explanations.
 
MathematicalPhysicist said:
No there's no issue.

I think but not sure that that is one of the many definitions of Dirac Delta Distribution (DDD).
Anyway, you can search google or wiki for further explanations.
If you take that as the definition of the delta distribution then you must show that it has the other properties that are more common to use for its definition. If you define it (more normally) by its integral property, then you must show that what is given is actually a representation of the delta distribution. This is often done in a hand-waving manner in introductory courses.
 
Matt Chu said:

Homework Statement



Given a continuous non-periodic function, its Fourier transform is defined as:

$$f(x) = \int_{-\infty}^\infty c(k) e^{ikx} dk, \ \ \ \ \ \ \ \ \ \ \ \ \ c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x) e^{-ikx} dx$$

The problem is proving this is true by evaluating the integral when ##c(k)## is plugged into the equation for ##f(x)##.

Homework Equations



$$f(x) = \int_{-\infty}^\infty c(k) e^{ikx} dk$$
$$c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x) e^{-ikx} dx$$

The Attempt at a Solution



This ends up with a long integral:

$$f(x) = \int_{-\infty}^\infty \left( \frac{1}{2\pi} \int_{-\infty}^\infty f(x') e^{-ikx'} dx' \right) e^{ikx} dk$$

I'm not sure really how to proceed from here. I moved the ##e^{ikx}## into the inner integral, which I figured was fine since it's constant relative to ##x'##.

$$f(x) = \int_{-\infty}^\infty \left( \frac{1}{2\pi} \int_{-\infty}^\infty f(x') e^{ik(x-x')} dx' \right) dk$$

I tried to kill at least one of the integrals by seeing if something evaluated to a Dirac Delta but I can't seem to get that result. I also tried integrating by parts, but that led me nowhere.

You can do it by a limiting argument; that is the way every treatment I have ever seen has done it. Define
$$c(k) = \frac{1}{2\pi} \int_{-\infty}^\infty f(x') e^{-ikx'} dx'$$
and
$$f_K(x) = \int_{-K}^K c(k) e^{ikx} dk$$
We want the value of ##\lim_{K \to \infty} f_K(x).##

Note that
$$f_K(x) = \int_{ -\infty}^{\infty} f(x') D_K(x-x') \, dx' = \int_{-\infty}^\infty f(x-y) D_K(y) \, dy$$
where
$$D_K(y) = \frac{1}{2 \pi} \int_{-K}^K e^{iky} \, dk = \frac{1}{\pi} \frac{\sin(Ky)}{y}.$$
The function ##D_K(y)## is sharply peaked at ##y = 0##, and ##\int_{-\infty}^{\infty} D_K(y) \, dy = 1##--see the link below. Intuitively, this suggests that as ##K \to \infty## the integral of ## f(x-y) D_K(y)## will just pick out the value ##f(x)## coming from ##y = 0##. That is, ##\lim_{K \to \infty} D_K(y) = \delta(y).##

In fact, this is not quite true. What can be proven is that for "reasonably nice functions" ##f(x)##---absolutely integrable, of bounded variation on finite intervals and having a finite number of jump discontinuities on finite intervals---we will have
$$\lim_{K \to \infty} f_K(x) = \frac{1}{2} [ f(x+) + f(x-) ],$$
where ##f(x+)## and ##f(x-)## are the right-hand and left-hand limits of ##f(y)## as ##y \to x##; that is,
$$ f(x+) = \lim_{y \downarrow x} f(y), \;\; f(x-) = \lim_{y \uparrow x} f(y).$$ Of course we have ##f_K(x) \to f(x)## at any point where ##f(x)## is continuous.

The function ##D_K(y)## is called the Dirichlet Kernel, and is well-studied in Fourier series treatments; the convergence theorems proved for Fourier series go through for Fourier transforms, because they both involve limits of integrals like ##f_K(x)## above.

See, eg., http://www.sosmath.com/fourier/fourier3/fourier31.html#proof3 . Be sure to click on the word "proof" that appears a few times in that article. Better still, go to the library and take out a book about Fourier series.
 
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