Solving Fourrier Transform Problems: Schwartz Space & exp(-ax^2)

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  • Thread starter AkilMAI
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In summary: As $f_k$ is smooth and satisfies the boundness condition, we have shown that it also belongs to the Schwartz class.
  • #1
AkilMAI
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I"m want to get a better understanding of the fourrier transform so I've started to do some problems.
^_f=fourrier transform of f.

The function f belongs to the schwartz space and k>0 f_k(x)=f(kx).
1)show that f_k also belongs to the schwartz space and ^_f(e)=(1/k)^_f(e/k)
2)the fourrier transform of exp((−x^2)/2) is sqrt(2pi)*exp((−e^2)/2) use the first part to obtain the fourrier transform for exp(−ax^2)

Attempt:
f belongs to the schwartz space then f is infinitly diff also f(kx)=kf(x) which belongs to the schwartz space.
then f_k(x)=f(kx)=kf(x) which belongs to the schwartz space.
I don't know if this is correct or how to continue...any help will be great.Thank you
 
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  • #2
Can you explain your notation? What does it mean f_k ?
 
  • #3
Sorry,f_k=f<sub>k
sqrt= square root
(Thinking)...is there something else?
 
Last edited:
  • #4
James said:
Sorry,f_k=f<sub>k
sqrt= square root
(Thinking)...is there something else?

What does f_k mean? I understand you want to say $f_k$, but what is this the notation for?
 
  • #5
I'm sorry but that's how the problem is stated...f_k is defined to be f_k(x)=f(kx).
 
  • #6
Let $S$ be the Schwartz class of functions. By definition $\varphi:\mathbb{R}\to \mathbb{R}$ belongs to $S$ means that $\varphi$ is smooth (has infinitely many derivatives) and that it satisfies the following very strong boundness condition: $|x|^n |\varphi^{(m)} (x)| \leq M_{n,m}$ for all non-negative integers $n,m$.

Let $f$ be a function belonging to $S$. Fix $k>0$ and define the function $f_k$ as follows: $f_k(x) = f(kx)$. We need to show that $f_k$ belongs to $S$ also. Thus, we need to show that $f_k$ is smooth and satisfies this boundness condition. To show this we need to use the chain rule. As $f_k(x) = f(kx)$ it means that $f_k'(x) = k f'(kx)$, and also $f_k''(x) = k^2 f''(kx)$, in general, $f_k^{(m)} (x) = k^m f^{(m)}(km)$.

Now we have,
$$ |x|^n |f_k^{(m)} (x)| = \frac{1}{k^n} \cdot | kx|^n \cdot k^m |f^{(m)}(kx)| \leq k^{m-n} M_{n,m}$$

Thus, this shows that $|x|^n |f_k^{(m)}(x)|$ is bounded for all $n,m\geq 0$. This means that $f_k$ also belongs to $S$.
 
  • #7
If $\varphi$ belongs to $S$ then we can define its Fourier transform $\hat{\varphi} : \mathbb{R} \to \mathbb{R}$ as follows:
$$ \hat{\varphi} (\omega) = \int \limits_{-\infty}^{\infty} \varphi(x) e^{-i\omega x} ~ dx $$
This means that the Fourier transform of $f_k$ is:
$$ \hat{f_k}(\omega) = \int \limits_{-\infty}^{\infty} f_k(x) e^{-i\omega x} ~ dx = \int \limits_{-\infty}^{\infty} f(kx) e^{-i\omega x} ~ dx $$

Now let $y = kx$ as the substitution function, so $x = \frac{y}{k}$ and $dx = \frac{1}{k} dy$, also the limits stay the same (why?):
$$ \hat{f_k}(\omega) = \int \limits_{-\infty}^{\infty} f(y) e^{-i\omega y/k} \frac{1}{k} dy = \frac{1}{k} \int\limits_{-\infty}^{\infty} f(y) e^{-iy(\omega/k)} ~ dy = \frac{1}{k} \hat{f}\left( \frac{\omega}{k} \right) $$
 

FAQ: Solving Fourrier Transform Problems: Schwartz Space & exp(-ax^2)

What is the Schwartz Space in Fourier transform problems?

The Schwartz Space, also known as the Schwartz-Bruhat space, is a class of functions that can be used in Fourier transform problems. It is a subset of the space of infinitely differentiable functions, and it is defined as the set of all functions that decay rapidly at infinity, along with all of their derivatives.

How is the Schwartz Space related to Fourier transforms?

The Schwartz Space is closely related to Fourier transforms because it contains functions that have a well-behaved Fourier transform. This means that the Fourier transform of a function in the Schwartz Space also belongs to the Schwartz Space, making it a useful tool for solving Fourier transform problems.

What is the significance of exp(-ax^2) in Fourier transform problems?

The function exp(-ax^2) is a Gaussian function that is commonly used in Fourier transform problems. It has a well-behaved Fourier transform, which makes it a useful tool for solving complex Fourier transform problems. It is also used as a test function to determine if a function belongs to the Schwartz Space.

How do you solve Fourier transform problems using Schwartz Space and exp(-ax^2)?

To solve Fourier transform problems using Schwartz Space and exp(-ax^2), you first need to express the function in terms of exp(-ax^2). Then, you can use the properties of the Fourier transform to simplify the problem and solve for the desired result. The Schwartz Space also provides a framework for evaluating the Fourier transform of the function and its derivatives.

What are some common applications of solving Fourier transform problems using Schwartz Space and exp(-ax^2)?

Solving Fourier transform problems using Schwartz Space and exp(-ax^2) has numerous applications in various fields such as signal processing, image and sound analysis, and quantum mechanics. It is also used in solving partial differential equations and in calculating the spectral density of stochastic processes.

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