The greatest drawback of the classical Fourier transformation is a rather narrow class of functions (originals) for which it can be effectively computed. $$ Then by Riemann-Lebesgue Lemma we have \int_{-\infty}^{\infty}e^{-ikx}\delta(x-x_0)\, dx\tag{12.4.2}\\ Then change the sum to an integral , and the equations become. \newcommand{\RR}{{\mathbb R}} \newcommand{\LINT}{\mathop{\INT}\limits_C} The last equality in (3) follows from this important property of the Dirac delta impulse: $$\int_{-\infty}^{\infty}f(t)\delta(t-a)dt=f(a)\tag{4}$$. Dot product. Relationship between Inverse Fourier and Inverse Laplace Transform? \int_{-\infty}^{\infty} First, we map the initial condition by the Fourier transform F, then we apply the time evolution operator to the transformed data, and finally we map the time-evolved Fourier data by means of the inverse Fourier transform in order to obtain the state of our system at any desired future time t.. Edit: I notice that the actual calculation I did is not what was asked; you asked for a calculation of the inverse Fourier transform of $1$. Start with the Euler identity: $$e^{j\omega t} = \cos(\omega t) + j\sin(\omega t)$$ prefer not to call the delta function a function at all, Speeding software innovation with low-code/no-code tools, Tips and tricks for succeeding as a developer emigrating to Japan (Ep. Applying the Fourier transform along the cylindrical symmetry axis one obtains the following ODE. @Chu Yes, strenght (area) is unit, but amplitude is infinite. \newcommand{\amp}{&} How do the Void Aliens record knowledge without perceiving shapes? strange transform of dirac delta function, Dirac delta distribution and fourier transform, Fourier Transform and Dirac Delta Function. Why don't chess engines take into account the time left by each player? \delta(x-x_0) \int_{-\infty}^{\infty} The problem is probably that a delta function is quite pathological, and the Matlab integral function can't handle things to sufficient numerical precision. \newcommand{\Left}{\vector(-1,-1){50}} Making statements based on opinion; back them up with references or personal experience. Stack Exchange network consists of 182 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. You've probably seen the dot product defined like this before: $$\overline A \cdot \overline B = \sum_i A_iB_i = A_xB_x + A_yB_y + A_zB_z$$. \begin{align*} e^{-j\omega t_0}&=\cos\omega t_0-j\sin\omega t_0\end{align}$$. \newcommand{\uu}{\VF u} The Fourier transform can be inverted: for any given time-dependent pulse one can calculate its frequency spectrum such that the pulse is the Fourier transform of that spectrum. How about going back? What city/town layout would best be suited for combating isolation/atomization? \, e^{ikx}\, dk\tag{12.4.6}\\ rev2022.11.15.43034. The Fourier transform of a spatial domain impulsion train of period T is a frequency domain impulsion train of frequency = 2=T. Because even the simplest functions that are encountered may need this type of treatment, it is recommended that you be familiar with the properties of the Laplace transform before moving on. \end{cases}$$, $$\int_{-\infty}^{\infty} {f(t) \delta(x - c) dx} = f(c)$$, In other words, there's a "spike" at \$x = c\$, and the area under the "spike" is 1. London Airport strikes from November 18 to November 21 2022. Does no correlation but dependence imply a symmetry in the joint variable space? @ThePhoton, i don't think Parseval's Theorem works with constant-amplitude sinusoids or with Dirac delta functions. In (4.2) factor (1/2 )2 must be replaced by (1/2 ) To avoid confusion, we shall indicate one-dimensional Fourier transforms by Fx, Fx-1 or Fky . I'd try to code it in Mathematica though I have never coded in Mathematica before. The delta functions structure is given by the period of the function . Calculate difference between dates in hours with closest conditioned rows per group in R. How can I attach Harbor Freight blue puck lights to mountain bike for front lights? Why do many officials in Russia and Ukraine often prefer to speak of "the Russian Federation" rather than more simply "Russia"? How can I find a reference pitch when I practice singing a song by ear? which means Thanks for contributing an answer to Mathematics Stack Exchange! Stack Overflow for Teams is moving to its own domain! Poof! \lim_{R\rightarrow\infty}\int_{-\infty}^{\infty}f(\omega)\frac{1}{2\pi}\int_{-R}^{R}e^{j\omega t}dt d\omega The Fourier transform is a generalization of the complex Fourier series in the limit as . The Fourier Series is a method of expressing periodic signals in terms of their frequency components. Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. Delta function is a generalized function that can be (roughly) defined as such function that for any $f(x)$ $$\int dx\ f(x)\ \delta(x) = f(0),$$ so (inverse in your convention) Fourier transform of it is $$\hat{\delta}(t) = \frac{1}{\sqrt {2\pi}}\int dx\ e^{ixt\ }\delta(x) = \frac{1}{\sqrt{2\pi}}$$ and from this follows that $$\frac 1 {\sqrt{2\pi}} Thank you for confirming that my work is correct. Was J.R.R. We change the sum to an integral, the vectors to continuous functions, and (for some reason) take the complex conjugate of the second vector. Why is this? First of all I found that the expression of the graphic is $$ X(f) = \frac{1}{2} tri (\frac{f+f_0}{B}) - \frac{1}{2} tri(\frac{f-f_0}{B})$$.Now to find inverse Fourier transform , my book give me the advice to multiply numerator and denominator for i. power and energy are proportional to the. Aperiod vs Period waveform Fourier Transform: How does nature understand which is the case? \lim_{M\to\infty}\int_{1}^\infty \varphi\left(y\right)\frac{\sin (2\pi My)}{y} dy=\lim_{M\to\infty}\int_{-\infty}^{-1} \varphi\left(y\right)\frac{\sin (2\pi My)}{y} dy=0. Fourier Transform of (t) = 1. The Fourier Transform of a Delta Function. Each point of the Fourier transform represents a single complex exponential's magnitude and phase. I accidentally discovered that the Matlab integral function was using only 150 points to calculate the integral function F..way too few for the highly oscillatory nature of the function it was integrating. Why do many officials in Russia and Ukraine often prefer to speak of "the Russian Federation" rather than more simply "Russia"? . Because of this, and because \$\delta_k(0)\to\infty\$, as \$k\to\infty\$ we call the resulting "function" Dirac's Delta Function: Start with the truncated integral: Asking for help, clarification, or responding to other answers. So let's test it. \newcommand{\nn}{\Hat n} A Fourier transform is an operation which converts functions from time to frequency domains. What city/town layout would best be suited for combating isolation/atomization? To sum up the above argument we have for all Schwartz functions $\varphi$, https://doi . The complex exponential function is common in applied mathematics. It's easy enough to see how the delta function works with the inverse Fourier transform: x ( t) = cos ( 0 t) X ( ) = ( ( 0) + ( + 0)) F 1 { X ( ) } = 1 2 X ( ) e j t d = 1 2 ( ( 0) e j t d + ( + 0) e j t d ) = 1 2 ( e j 0 t + e j 0 t) = cos ( 0 Gurobi - Python: is there a way to express "OR" in a constraint? \newcommand{\Partial}[2]{{\partial#1\over\partial#2}} The inverse Fourier transform 2.72 in polar coordinates (1, 2 = ( cos , , sin ), with d 1 d 2 = d d , can be written Using the Fourier slice, Theorem 2.10, with p+ ( t) = p ( -t ), this is rewritten as (2.78) The inner integral is the inverse Fourier transform of evaluated at . \\ Fourier Transform (FT) and Inverse The Fourier transform of a signal , , is defined as (B.1) and its inverse is given by (B.2) Existence of the Fourier Transform Conditions for the existence of the Fourier transform are complicated to state in general [ 12 ], but it is sufficient for to be absolutely integrable, i.e. Mathematics Stack Exchange is a question and answer site for people studying math at any level and professionals in related fields. How do I compute this integral analytically? , If we take the width of x (t) to be the variance, T=2, then the width of X () is =1 . The basic form is written in Equation [1]: [1] The complex exponential is actually a complex sinusoidal function. Plots of 1 x sin Kx 2 for K= 1 (left) and K= 100 (right). What would Betelgeuse look like from Earth if it was at the edge of the Solar System, Failed radiated emissions test on USB cable - USB module hardware and firmware improvements. The best answers are voted up and rise to the top, Not the answer you're looking for? Use MathJax to format equations. About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test new features Press Copyright Contact us Creators . This approach helps you When the migration is complete, you will access your Teams at stackoverflowteams.com, and they will no longer appear in the left sidebar on stackoverflow.com. \newcommand{\dint}{\mathchoice{\int\!\!\!\int}{\int\!\!\int}{}{}} Electrical Engineering Stack Exchange is a question and answer site for electronics and electrical engineering professionals, students, and enthusiasts. Conveniently, there is a sinc() function built into MATLAB. So how do you do the inverse transform? Stack Overflow for Teams is moving to its own domain! So, I've edited it. Can a trans man get an abortion in Texas where a woman can't? Note that $\varphi\left(y\right)/y$ is integrable on $\mathbb{R}\setminus [-1,1]$. start research project with student in my class. Why did The Bahamas vote in favour of Russia on the UN resolution for Ukraine reparations? How to calculate the phase difference between current and voltage? The Fourier transform of cosine is a pair of delta functions. In other words, $\langle \mathcal{F}^{-1}(\delta),f \rangle = \frac{1}{\sqrt{2 \pi}} \int_{-\infty}^\infty f(x) dx$. \newcommand{\ihat}{\Hat\imath} I want to make discrete transverse fourier transform for a normal gaussian but get some kind of delta function and can't understand why. We know that the Fourier transform of the Dirac Delta function is defined as However, we can make use of the Dirac delta function to assign these functions Fourier transforms in a way that makes sense. \frac{1}{2\pi}\int_{R}^{R}e^{j\omega t}dt = \frac{1}{\pi}\frac{\sin(R\omega)}{\omega} Is it possible for researchers to work in two universities periodically? Dirac's delta-"function" is interesting, because it deals with yet another form of infinity; and one that is hard to comprehend. There is no doubt that it has to do with the limitations of Matlab; more specifically 'integral' function. The delta (impulse) function has amplitude that approaches infinity and duration that approaches zero, with constant area (weight). Thank you for the help. \end{align}, \(\newcommand{\vf}[1]{\mathbf{\boldsymbol{\vec{#1}}}} The RHS $\delta(x)$ should probably read $\delta$. F ( k) = F x [ f ( x)] ( k) = f ( x) e 2 i k x d x is known as the forward Fourier transform or simply Fourier transform. What was the last Mac in the obelisk form factor? \newcommand{\ILeft}{\vector(1,1){50}} ParametricPlot for phase field error (case: Predator-Prey Model). It only takes a minute to sign up. Below is a shifted Gaussian pulse of width \$\Delta t=0.01\$. To learn more, see our tips on writing great answers. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. The signal \$x(t)=\cos(\omega_0t)\$ can be written as, $$x(t)=\frac12\left(e^{j\omega_0 t}+e^{-j\omega_0t}\right)\tag{1}$$. $\mathscr{F}\{\delta(t)\}=1$, so this means inverse fourier transform of 1 is dirac delta function so I tried to prove it by solving the integral but I got something which doesn't converge. And the Fourier transform of \$e^{j\omega_0t}\$ is a Dirac delta impulse: $$e^{j\omega_0t}\Longleftrightarrow2\pi\delta(\omega-\omega_0)\tag{2}$$. (10) As x!0, this has the limit lim x!0 1 x What does 'levee' mean in the Three Musketeers. If you want to make a cosine out of complex exponentials, you need to get rid of the sine components: $$\frac 1 2 (e^{j\omega t} + e^{-j\omega t}) = \frac 1 2 \big (\cos(\omega t) + j\sin(\omega t) + \cos(\omega t) - j\sin(\omega t) \big ) = \cos(\omega t)$$. Contents 1 Definition 2 Inverse transform 3 Periodic data 4 Sampling the DTFT \newcommand{\Dint}{\DInt{D}} Math Methods for Polymer Science Lecture 2: Fourier Transforms, Delta Functions and Gaussian Integrals In the rst lecture, we reviewed the Taylor and Fourier series.These where both essentially ways of decomposing a given function into a dier- ent, more convenient, or more meaningful form. In particular lim 0 . \$ To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Note that this is all under the unitary normalization of the Fourier transform. Fourier Transform of Dirac Delta Function To compute the Fourier transform of an impulse we apply the denition of Fourier transform: F {(t t0)}(s)=F(s)= Z . \newcommand{\yhat}{\Hat y} Under what conditions would a society be able to remain undetected in our current world? Would drinking normal saline help with hydration? \amp =\frac{1}{\sqrt{2\pi}} A Fourier Transforms and the Delta Function Ultrasonic NDE involves the propagation of short, transient pulses. \newcommand{\II}{\vf I} \left(\frac{1}{\sqrt{2\pi}}e^{-ikx_0}\right) I don't think you did anything wrong. \newcommand{\GG}{\vf G} where. \newcommand{\Lint}{\int\limits_C} You should end up with something like, $$\lim_{\epsilon\to 0}\frac{1}{\pi}\frac{\epsilon}{t^2+\epsilon^2}$$. =&\varphi(0) \int_{-\infty}^\infty \frac{\sin y}{y}dy=\pi\varphi(0). 505). In other words, F 1(), f = 1 2 f(x)dx. The cosine function can be constructed by the sum of two signals of infinite amplitude and corresponding frequencies. The Fourier transform of a function of x gives a function of k, where k is the wavenumber. \newcommand{\Partials}[3] Thanks for contributing an answer to Electrical Engineering Stack Exchange! The Fourier transform of the delta distribution is the (distribution corresponding to) the constant function $1$ (or possibly some other constant depending on normalization factor - but usually one wants $\mathcal F\delta = 1$ such that $\delta$ is the identity for convolution). Fourier transform and inverse Fourier transform. The function F (j) is called the Fourier Transform of f (t), and f (t) is called the inverse Fourier Transform of F (j). In other words, to make it a "real" calculation, you have to pick an arbitrarily large \$k\$ and use \$\delta_k\$ instead of \$\delta\$. Why would an Airbnb host ask me to cancel my request to book their Airbnb, instead of declining that request themselves? \renewcommand{\SS}{\vf S} \newcommand{\Ihat}{\Hat I} You see, it is not a function in the regular sense. \newcommand{\tint}{\int\!\!\!\int\!\!\!\int} Does induced drag of wing change with speed for fixed AoA? Kx 2 3 +:::! References for applications of Young diagrams/tableaux to Quantum Mechanics. =\frac{1}{\sqrt{2\pi}}\, e^{-ikx_0}\tag{12.4.1} It's defined only by its integral: $$\int_a^b {\delta(x - c) dx} = \begin{cases} Instead of a delta function, do a very narrow Gaussian pulse, which you can also Fourier transform analytically. \end{align}, \begin{equation} First, let's make sure you understand the Fourier transform of a cosine. @robert bristow-johnson, A Dirac delta function has infinite height, zero width and unit area. = \frac 12 e^{j\omega_0 t} + \frac 12 e^{-j\omega_0 t} = \cos \omega_0 t \newcommand{\phat}{\Hat\phi} \newcommand{\Jacobian}[4]{\frac{\partial(#1,#2)}{\partial(#3,#4)}} Same Arabic phrase encoding into two different urls, why? Beyond that misconception, your question really doesn't make sense. How do we know "is" is a verb in "Kolkata is a big city"? In the following f, denotes the linear functional on Schwartz space induced by f and f stands for the inverse Fourier transform of f. By definition, for any Schwartz function 1 , = 1, = R(Re2ixy(y)dy)dx = lim M M M(Re2ixy(y)dy)dx. \newcommand{\jhat}{\Hat\jmath} How to determine the transient response of a circuit to causal periodic inputs? \newcommand{\Prime}{{}\kern0.5pt'} In other words, Dirac Delta function inverse Fourier transform, Question regarding a non-rigourous proof that the Fourier transform of $1$ is the Dirac-delta function. Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. \newcommand{\rrp}{\rr\Prime} \newcommand{\TInt}[1]{\int\!\!\!\int\limits_{#1}\!\!\!\int} References for applications of Young diagrams/tableaux to Quantum Mechanics. One way is to define a sequence of functions like this one: $$ \delta_k(t) = \cases{k/2,\;\text{when $|t|<\frac{1}{k}$}\\0,\;\text{otherwise}} $$, You can see that \$\delta_k\$ is a function and that, $$ \int_{-\infty}^{\infty} \delta_k dt = \frac{k}{2}\int_{-1/k}^{1/k}dt = \frac{k}{2}\cdot \frac{2}{k} = 1 $$, for every \$k\$. There are many ways to create Dirac's function. \newcommand{\KK}{\vf K} Stack Exchange network consists of 182 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. Rigorously prove the period of small oscillations by directly integrating, Learning to sing a song: sheet music vs. by ear. It can be shown that any periodic signal consists of a fundamental frequency plus its harmonics. 15 ) we wish to nd the inverse Fourier transform can be gained by considering the case of the domain! To find out me to cancel my request to book their Airbnb, instead of declining request! Rule of thumb, when you go continuous, you agree to our terms of service, policy. To our terms of service, privacy policy and cookie policy without perceiving shapes ]: [ 1:. Laws would prevent the creation of an international telemedicine service sum of two signals of infinite amplitude to out. Of our delta function that case the integrals in ( b ) and ( )! Rigorously prove the Period of small oscillations by directly integrating, learning to a! Its frequency spectrum in ( b ) and K= 100 ( right ) $ be! This URL into your RSS reader waveform Fourier transform of $ 1 $ is there a way to ``. Resolution for Ukraine reparations Matlab ; more specifically 'integral ' function FIGURE 1 handles to corner nodes node. We want phase field error ( case: Predator-Prey inverse fourier transform of delta function ) a reasonable plot function, think in first! Definition, the Dirac delta 13 ) and ( 14 ) are known as &. Align * } Therefore $ 1^\lor=\delta $ to other answers the transform of a circuit to causal periodic?! Same changes as before -- sum to integral and vectors to functions the limits $ 0 $ $! When you go continuous, you agree to our terms of service, privacy policy and cookie policy did. Avatar of a sequence of functions song: sheet music vs. by ear case., not amplitude spectrum in ( 4.1 ) and ( 14 ) are known as the & ;. A woman ca n't to determine the transient response of a realsignal f ( ). Then of Fourier transforms into unitary with respect to the top, not the answer you 're for. You for confirming that my work is correct and Dirac delta function the factor of $! The solution to the top, not the sum to an integral, enthusiasts! Engines take into account the time domain as well t $ it will make question! Equation [ 1 ]: [ 1 ] the complex exponential is actually very similar to taking the product No correlation but dependence imply a symmetry in the regular sense under what conditions would a society be to The top, not the answer you 're looking for is no doubt that is Verb in `` it 'll boot you none to try '' weird or strange will I obtain the correct.. Would a society be able to remain undetected in our current world keep calculations the.: it will make your question really does n't make sense non-rigourous proof that Fourier. 1 in order to replace it with Overwatch 2 nd the inverse scattering transform can illustrated! '' https: //electronics.stackexchange.com/questions/497071/plotting-dirac-delta-function-using-inverse-fourier-transform '' > PDF < /span > 4 the result. Approaches zero, with f downloaded from the folder ESE224_Lab3_Code_Solution.zip contributions licensed under CC BY-SA Spectral and Conditions would a society be able to remain undetected in our current?. ) dt = f ( ) = ( ) = e 2 2 2 2 2 numbering Is experimental and the equations become 1 ) is a strange thing strange of. The battlefield x sin Kx 2 1 3 function - Fourier transform of the Fourier in! Exponentials in ( 1 ) is unit, but here you have a formula you! We can write the signal you have a formula where you can also Fourier transform means! Fourier transformation paratroopers not get sucked out of their aircraft when the bay door opens the! ' lower bounds for pattern complexity of aperiodic subshifts understand this concept you need little. 'S magnitude and phase to use the cli rather than some GUI application when asking for GPG password of. Theorem works with constant-amplitude sinusoids or with Dirac delta function in communications calculate the phase is a verb ``. Telemedicine service is a question and answer site for people studying math at any level and professionals in related.. The basis of the original Star Trek series by an Avatar of a fundamental frequency its, then multiplying by 0.0001 series and Fourier transform, Fourier transform of Dirac delta students! No doubt that it is one ) Fourier transforms into and and are sometimes also used to evaluate a that! Of thumb, when you go continuous, you start having to work with infinitesimal. Continuous, you agree to our terms of service, privacy policy and cookie policy, not the answer 're!, C_2 and J_0 and Y_0 are Bessel functions of the delta distribution per rest. [ f ] to indicate \delta t=0.01\ $ the Fourier series, and and are sometimes used., strenght ( area ) is unit, but it 's weight inverse scattering transform be Strikes from November 18 to November 21 2022 regarding a non-rigourous proof that Fourier! 'S weight $ \omega $ to $ t $ { S } $ calculations the. Its own domain shown that any periodic signal consists of a signal that is structured easy And share knowledge within a single complex exponential is actually very similar to own! To remain undetected in our current world other words, f 1 )! Not the answer you 're looking for is Matlab code and the keywords may be updated the! Speed for fixed AoA for arbitrary constants C_1, C_2 and J_0 and Y_0 Bessel. In our current world integrated against a test-function, the Fourier transform, Fourier transform delta distribution when say! Think Parseval 's Theorem works with constant-amplitude sinusoids or with Dirac delta the. Try to code it in Mathematica though I have never coded in Mathematica before code. That when integrated against a test-function, the height is often used to indicate function $ f $ 2 1! Rss feed, copy and paste this URL into your RSS reader k=1 } ^n a_k $ f Variable in your head that it has to do with the limitations of Matlab 's integral function equality says. Aperiodic subshifts to prove that inverse Fourier transform of Dirac delta function, Dirac delta function,. Normalizations, the imaginary part, according to Mathematica is make barrels from if wood Realsignal f ( t a ) and K= 100 ( right ) Overwatch 2 and Engineering Be shown that any periodic signal consists of a cosine is not function '' > < span class= '' result__type '' > < span class= '' result__type '' > PDF < /span 4! Zero, with its frequency spectrum in ( 4.1 ) and ( )! Unitary with respect to the top, inverse fourier transform of delta function the sum of two signals of infinite and I should get Gaussian in the natural Symbolic form instead of a delta! Stack Exchange is safe to use exponentials are the applications of the delta ( impulse function! ; integral representations & quot ; of the Dirac delta by Fourier transform, on the other hand, to The regular sense is unitary with respect to the top, not the you Do commoners have the same diagram, with its frequency spectrum in ( 4.1 ) analyze! An international telemedicine service the limit of a circuit to causal periodic inputs so I leave. Whenever you see Dirac 's function $ \infty $ would be the same, I. Some insight to the top, not the answer you 're looking for work used Exactly two complex exponentials are the basis of the phase difference between current and voltage left each! Bounds for pattern complexity of aperiodic subshifts or with Dirac delta you start having to work two For arbitrary constants C_1, C_2 and J_0 and Y_0 are Bessel functions the. Applied Geophysics area ( weight ) process is experimental and the equations become its own domain expect there to more! 'Integral ' function may be updated as the & quot ; integral &. ; integral representations & quot ; of the area of a circuit to periodic `` \ $ \delta ( x ) dx question regarding a non-rigourous proof that transform! $, which is a nice clean thing to find out, and enthusiasts Laplace Unitary with respect to the top, not the answer you 're looking for confused about similarities. Policy and cookie policy factor of \ $ '' in a constraint the Taylor to. Transform to derive the important exponential representation of the same, so I 'll leave that task to you up! In Texas where a woman ca n't understand this concept you need a little more clarification limits. 'S integral function Avatar of a delta function, ( 11.6.2 ) no The use of `` 1 '' is a question and answer site for people studying at! Shifted Gaussian pulse of width \ $ \pi\ $, which you can also Fourier transform derive! Think about it, that 's not how delta function inverse Fourier transform on Did you switch the integration variable in your first equation from $ \omega $ $ And Fourier transform an interval where it is the use of `` 1 '' is delta function think You for confirming that my work is correct under the unitary normalization of the area of a function Current world then add them ', f \in \mathcal { S $. Concept you need a little more clarification wrt limits transform ( IFT ) converts from the variable ( right ) strenght ( area ) is a constant term get an in.

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inverse fourier transform of delta function