Convolution of gaussian functions

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Homework Help Overview

The discussion revolves around the convolution of Gaussian functions, specifically the functions defined as ##f_s(t) = \sqrt{s}e^{-st^2}##. Participants are tasked with demonstrating that ##f_3 \ast f_6 (t) = \sqrt{\pi}f_{1/2}(t) = \sqrt{\pi/2}e^{-t^{2}/2}##.

Discussion Character

  • Mixed

Approaches and Questions Raised

  • Participants express uncertainty regarding their approaches, particularly in obtaining complex numbers in their results. They discuss attempts involving the multiplication of Fourier transforms and the definition of convolution.
  • Some participants question the correctness of their intermediate steps and the appearance of the constant pi in the final answer.
  • There is mention of a correction from a teacher regarding the expected outcome, which adds to the confusion about the normalization factors involved.

Discussion Status

The discussion is ongoing, with participants exploring different interpretations of the problem and sharing their attempts. Some guidance has been provided regarding the steps to take, but there is no clear consensus on the correct approach or final answer.

Contextual Notes

Participants note that there are corrections to the original problem statement, which may affect their understanding and approach. There is also mention of normalization factors that need to be considered when transforming back using the inverse Gaussian formula.

ElijahRockers
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Homework Statement


Recall that we have defined the Gaussian ##f_s## by ##f_s (t) = \sqrt{s}e^{-st^2}## and shown that ##\hat{f_s}(\lambda) = \frac{1}{\sqrt{2}}e^{\frac{-\lambda^2}{4s}}##.

Show that ##f_3 \ast f_6 (t) = \sqrt{\pi}f_{1/2}(t) = \sqrt{\pi/2}e^{-t^{2}/2}##

The Attempt at a Solution



Not sure what's wrong with my approach, but I'm getting ##i## in both of my attempts answers, and besides that my answers are no where near close to the correct answer. Each of the pages represents a single attempt. I first tried multiplying the Fourier transforms of both functions then taking the inverse, and when that didn't work, I tried using the definition of convolution.

Image is attached but resized is hard to read... full size is here
 

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ElijahRockers said:

Homework Statement


Recall that we have defined the Gaussian ##f_s## by ##f_s (t) = \sqrt{s}e^{-st^2}## and shown that ##\hat{f_s}(\lambda) = \frac{1}{\sqrt{2}}e^{\frac{-\lambda^2}{4s}}##.

Show that ##f_3 \ast f_6 (t) = \sqrt{\pi}f_{1/2}(t) = \sqrt{\pi/2}e^{-t^{2}/2}##

The Attempt at a Solution



Not sure what's wrong with my approach, but I'm getting ##i## in both of my attempts answers, and besides that my answers are no where near close to the correct answer. Each of the pages represents a single attempt. I first tried multiplying the Fourier transforms of both functions then taking the inverse, and when that didn't work, I tried using the definition of convolution.

Image is attached but resized is hard to read... full size is here
On the left hand page, you're fine down to here:
Capture_ERockers_1.PNG

The line you have after is in error.
It would have been better pull out only ##\displaystyle\ e^{-2t^2} \,,\,## leaving an integrand of ##\displaystyle\ e^{\displaystyle-(9\tau^2-12\tau\,t+4t^2)} \ ## .

The exponent is the negative of a perfect square. Use a substitution to solve the integral.

On the right hand page, you have the following:
Capture_ERockers_2.PNG

Therefore, simply multiply ##\displaystyle\ \hat{f_3}(\lambda) \hat{f_6}(\lambda) \ ## . Then simply transform back using:
##\hat{f_s}(\lambda) = \frac{1}{\sqrt{2}}e^{\frac{-\lambda^2}{4s}}##​
in reverse.
 
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Hmmm... transforming back using the inverse Gaussian formula should be rather straightforward, but I don't see where the pi comes from in the final answer.

EDIT: Also the teacher has made a correction to the problem, the answer should be ##f_3 \ast f_6 = \sqrt{\pi} f_2 (t) = \sqrt{\pi/2}e^{-2t^2}## which still doesn't make sense, but I'm inclined to believe he meant ##\sqrt{\pi} f_2 (t) = \sqrt{2\pi}e^{-2t^2}##
 
ElijahRockers said:
Hmmm... transforming back using the inverse Gaussian formula should be rather straightforward, but I don't see where the pi comes from in the final answer.

EDIT: Also the teacher has made a correction to the problem, the answer should be ##f_3 \ast f_6 = \sqrt{\pi} f_2 (t) = \sqrt{\pi/2}e^{-2t^2}## which still doesn't make sense, but I'm inclined to believe he meant ##\sqrt{\pi} f_2 (t) = \sqrt{2\pi}e^{-2t^2}##
I forgot, transforming back, there is a normalization factor to consider.
 
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