Dirac delta function approximation

In summary, the Dirac delta function approximation is a mathematical concept used to model an idealized point source or impulse in various fields such as physics and engineering. It is characterized by its property of being zero everywhere except at a single point, where it is infinitely high, yet integrates to one over its entire domain. This approximation is often employed in signal processing and systems analysis to simplify calculations and representations of functions or distributions that have concentrated effects. Techniques such as convolution and Fourier transforms utilize the delta function to analyze linear systems and signal behavior.
  • #1
Lambda96
223
75
Homework Statement
show that the following applies ##\displaystyle{\lim_{\epsilon \to 0}} \int_{- \infty}^{\infty} g^{\epsilon}(x) \phi(x)dx = \phi(0)##
Relevant Equations
none
Hi,

I'm not sure if I have calculated task b correctly, and unfortunately I don't know what to do with task c?

Bildschirmfoto 2024-01-16 um 14.38.30.png


I solved task b as follows

##\displaystyle{\lim_{\epsilon \to 0}} \int_{- \infty}^{\infty} g^{\epsilon}(x) \phi(x)dx=\displaystyle{\lim_{\epsilon \to 0}} \int_{\infty}^{\epsilon} 0 \phi(x)dx + \displaystyle{\lim_{\epsilon \to 0}} \int_{- \epsilon}^{\epsilon} \frac{1}{2 \epsilon} \phi(x)dx +\displaystyle{\lim_{\epsilon \to 0}} \int_{\epsilon}^{\infty} 0 \phi(x)dx=\displaystyle{\lim_{\epsilon \to 0}} \int_{- \epsilon}^{\epsilon} \frac{1}{2 \epsilon} \phi(x)dx = \displaystyle{\lim_{\epsilon \to 0}} \frac{\varphi(\epsilon) - \varphi(- \epsilon)}{2 \epsilon}= \phi(0)##

Does task c mean the following
##\int_{- \epsilon}^{\epsilon} \frac{1}{2 \epsilon} \phi(x) dx=\displaystyle{\lim_{\epsilon \to 0}} \sum\limits_{x= -\epsilon}^{\epsilon} \frac{1}{2 \epsilon} \phi(x)##
 
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  • #2
task b) looks correct to me though the equality in the very last step is not so obvious and you have to show the intermediate steps (but I guess maybe in your book there is a sub problem that does that ). Also it is a bit confusing that you are using two different representations of the greek letter phi to denote a continuous function and its antiderivative.

Hold on while I process task c).
 
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  • #3
What you wrote in c) doesn't even make sense cause you seem to consider a sum over a continuous variable x, while the sum/series i know are over discrete variables from the set of integers.

What task wants you to is to write the integral as the limit of a Riemann sum and then take the limit for epsilon and then change the order with which you take the limits.

I mean the limit of a Riemann sum is something like $$\lim_{n\to\infty} \sum_{i=1}^{n} f(a+i\frac{b-a}{n})\frac{b-a}{n}$$ and then take the limit of this with epsilon tending to zero , setting first ##a=-\epsilon ,b=\epsilon## (##f(x)=g^e(x)\phi(x)##) and then first compute the limit as epsilon tending to zero and then in what is computed take the limit n tending to infinity. You ll find that you get infinity and not the desired result by doing it that way.
 
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  • #4
For b I would not work with the antiderivative explicitly. Instead, I would apply the mean value theorem for integrals
$$
\int_a^b f(x) dx = (b-a) f(c)
$$
for some ##c## such that ##a<c<b##. This means that
$$
\frac 1{2\epsilon} \int_{-\epsilon}^\epsilon \phi(x)dx
= \phi(x^*_\epsilon)
$$
where ##|x^*_\epsilon | < \epsilon## such that ##\lim_{\epsilon \to 0} \phi(x^*_{\epsilon}) = \phi(0)##. It just feels cleaner to me.
 
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  • #5
Orodruin said:
It just feels cleaner to me.
The whole idea seems nice and neat except that it is not so clear to me that $$\lim_{\epsilon \to 0} x_{\epsilon}^{*}=0$$.
 
  • #6
To the OP:
Forget what i said in post #3 about the limit of the Riemann sum ( i ll leave the post there though and not delete it cause it might seem interesting to you)

What c) wants you to do is to compute $$\int_{-\infty}^{\infty}\lim_{\epsilon \to 0}g^{\epsilon}(x)\phi(x)dx$$
 
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  • #7
Delta2 said:
The whole idea seems nice and neat except that it is not so clear to me that $$\lim_{\epsilon \to 0} x_{\epsilon}^{*}=0$$.
If you choose ##\epsilon > 0## then for any ##\delta < \epsilon##: ##|x^*_{\delta}-0| < \epsilon## so ##x^*_\epsilon## converges to zero by definition.
 
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  • #8
Orodruin said:
If you choose ##\epsilon > 0## then for any ##\delta < \epsilon##: ##|x^*_{\delta}-0| < \epsilon## so ##x^*_\epsilon## converges to zero by definition.
Ye ok what confused me is the way you write it it seems to be a sequence with a continuous variable as index so you know very confusing but it is in fact a real function $$x_{\epsilon}^{*}=h(\epsilon)$$ such that $$|h(\epsilon)|<\epsilon$$ from which it follows that that limit is zero indeed.
 
  • #9
Thank you Delta2 and Orodruin for your help 👍 👍

I have now tried to calculate the task c

##\int_{-\infty}^{\infty} \displaystyle{\lim_{\epsilon \to 0}} g^{\epsilon}(x)\phi(x)dx=\int_{-\epsilon}^{\epsilon}\displaystyle{\lim_{\epsilon \to 0}} \frac{1}{2 \epsilon}\phi(x)##

But if I now form the limit value, I get ##\displaystyle{\lim_{\epsilon \to 0}} \frac{1}{2 \epsilon}=\infty## or am I misinterpreting the term in the integral?
 
  • #10
Lambda96 said:
Thank you Delta2 and Orodruin for your help 👍 👍

I have now tried to calculate the task c

##\int_{-\infty}^{\infty} \displaystyle{\lim_{\epsilon \to 0}} g^{\epsilon}(x)\phi(x)dx=\int_{-\epsilon}^{\epsilon}\displaystyle{\lim_{\epsilon \to 0}} \frac{1}{2 \epsilon}\phi(x)##

But if I now form the limit value, I get ##\displaystyle{\lim_{\epsilon \to 0}} \frac{1}{2 \epsilon}=\infty## or am I misinterpreting the term in the integral?
You cannot take the integral out of the limit. Its boundaries depend on ##\epsilon##!
 
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  • #11
Orodruin said:
You cannot take the integral out of the limit. Its boundaries depend on ##\epsilon##!
That's correct but i also kinda did what the OP did at #9 and i thought we get ##+\infty## in this case. But i see now its wrong. So I cant understand what task c is supposed to mean.
 
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  • #12
Thank you Orodruin and Delta2 for your help 👍👍

Unfortunately, I also don't understand what is meant by commuting the integral and the limit. Isn't the integral (1) a Riemann integral, why does the problem specifically state that it should now be interpreted as one?
 
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  • #13
Lambda96 said:
Thank you Orodruin and Delta2 for your help 👍👍

Unfortunately, I also don't understand what is meant by commuting the integral and the limit. Isn't the integral (1) a Riemann integral, why does the problem specifically state that it should now be interpreted as one?
I had the exact same question to myself . That is a Riemann definite integral anyway it isnt a Lebesque integral. The only thing I see is that the task means to view it as the limit of a Riemann sum (as i describe in post #3) and not as an antiderivative by using the fundamental theorem of calculus.
 
  • #14
Ah hm , I think afterall what i say in post #6 is what the task c wants us to do but we didnt calculate it correctly.

I think that ##\lim_{\epsilon\to 0}g^{\epsilon}(x)=0## think about it and tell me your thoughts. So that integral is 0.
 

FAQ: Dirac delta function approximation

What is the Dirac delta function?

The Dirac delta function, often represented as δ(x), is a mathematical construct used in various fields such as physics and engineering. It is not a function in the traditional sense but rather a distribution that is zero everywhere except at x = 0, where it is infinitely high in such a way that its integral over the entire real line is equal to one.

How is the Dirac delta function approximated?

The Dirac delta function can be approximated using sequences of functions that become increasingly peaked and narrow around x = 0. Common approximations include Gaussian functions, Lorentzian functions, and sinc functions, among others. For example, a Gaussian function with a small standard deviation can serve as an approximation.

What are the applications of the Dirac delta function?

The Dirac delta function is widely used in physics and engineering, particularly in signal processing, control theory, and quantum mechanics. It is used to model point charges, impulses, and initial conditions, as well as to simplify the representation of Green's functions and convolution integrals.

How do you integrate with the Dirac delta function?

Integrating with the Dirac delta function involves using its sifting property. For any well-behaved function f(x), the integral of f(x) multiplied by δ(x - a) over the entire real line is equal to f(a). Mathematically, this is expressed as ∫ f(x) δ(x - a) dx = f(a).

What are the properties of the Dirac delta function?

The Dirac delta function has several key properties: it is zero everywhere except at the origin, its integral over the entire real line is one, it exhibits the sifting property, and it is symmetric, meaning δ(x) = δ(-x). These properties make it a useful tool for theoretical and applied analysis in various scientific domains.

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