What is Fourier transform: Definition and 1000 Discussions

In mathematics, a Fourier transform (FT) is a mathematical transform that decomposes functions depending on space or time into functions depending on spatial or temporal frequency, such as the expression of a musical chord in terms of the volumes and frequencies of its constituent notes. The term Fourier transform refers to both the frequency domain representation and the mathematical operation that associates the frequency domain representation to a function of space or time.
The Fourier transform of a function of time is a complex-valued function of frequency, whose magnitude (absolute value) represents the amount of that frequency present in the original function, and whose argument is the phase offset of the basic sinusoid in that frequency. The Fourier transform is not limited to functions of time, but the domain of the original function is commonly referred to as the time domain. There is also an inverse Fourier transform that mathematically synthesizes the original function from its frequency domain representation, as proven by the Fourier inversion theorem.

Linear operations performed in one domain (time or frequency) have corresponding operations in the other domain, which are sometimes easier to perform. The operation of differentiation in the time domain corresponds to multiplication by the frequency, so some differential equations are easier to analyze in the frequency domain. Also, convolution in the time domain corresponds to ordinary multiplication in the frequency domain (see Convolution theorem). After performing the desired operations, transformation of the result can be made back to the time domain. Harmonic analysis is the systematic study of the relationship between the frequency and time domains, including the kinds of functions or operations that are "simpler" in one or the other, and has deep connections to many areas of modern mathematics.
Functions that are localized in the time domain have Fourier transforms that are spread out across the frequency domain and vice versa, a phenomenon known as the uncertainty principle. The critical case for this principle is the Gaussian function, of substantial importance in probability theory and statistics as well as in the study of physical phenomena exhibiting normal distribution (e.g., diffusion). The Fourier transform of a Gaussian function is another Gaussian function. Joseph Fourier introduced the transform in his study of heat transfer, where Gaussian functions appear as solutions of the heat equation.
The Fourier transform can be formally defined as an improper Riemann integral, making it an integral transform, although this definition is not suitable for many applications requiring a more sophisticated integration theory. For example, many relatively simple applications use the Dirac delta function, which can be treated formally as if it were a function, but the justification requires a mathematically more sophisticated viewpoint. The Fourier transform can also be generalized to functions of several variables on Euclidean space, sending a function of 3-dimensional 'position space' to a function of 3-dimensional momentum (or a function of space and time to a function of 4-momentum). This idea makes the spatial Fourier transform very natural in the study of waves, as well as in quantum mechanics, where it is important to be able to represent wave solutions as functions of either position or momentum and sometimes both. In general, functions to which Fourier methods are applicable are complex-valued, and possibly vector-valued. Still further generalization is possible to functions on groups, which, besides the original Fourier transform on R or Rn (viewed as groups under addition), notably includes the discrete-time Fourier transform (DTFT, group = Z), the discrete Fourier transform (DFT, group = Z mod N) and the Fourier series or circular Fourier transform (group = S1, the unit circle ≈ closed finite interval with endpoints identified). The latter is routinely employed to handle periodic functions. The fast Fourier transform (FFT) is an algorithm for computing the DFT.

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  1. L

    Fourier Transform of Curl and Divergence Free Vector Function

    For some reason I can't post everything at once... gives me an error A vector function can be decomposed to form a curl free and divergence free parts: \vec{f}(\vec{r})=\vec{f_{\parallel}}(\vec{r'})+\vec{f_{\perp}}(\vec{r'}) where \vec{f_{\parallel}}(\vec{r'}) = - \vec{\nabla} \left(...
  2. L

    Fourier Transform of Curl & Divergence Free Vector Function

    A vector function can be decomposed to form a curl free and divergence free parts: \vec{f}(\vec{r})=\vec{f_{\parallel}}(\vec{r'})+\vec{f_{\perp}}(\vec{r'}) where \vec{f_{\parallel}}(\vec{r'}) = - \vec{\nabla} \left( \frac{1}{4 \pi} \int d^3 r' \frac{\vec{\nabla'} \cdot...
  3. L

    Fourier transform and vector function

    A vector function can be decomposed to form a curl free and divergence free parts: \vec{f}(\vec{r})=\vec{f_{\parallel}}(\vec{r'})+\vec{f_{\perp}}(\vec{r'}) where \vec{f_{\parallel}}(\vec{r'}) = - \vec{\nabla} \left( \frac{1}{4 \pi} \int d^3 r' \frac{\vec{\nabla'} \cdot...
  4. H

    Why do we need Fourier Transform?

    Hi all. I am revisiting Fourier transform now and am wondering why we need Fourier transform? I mean, what's so special of representing a function in another way (in terms of sine waves)? Actually, I am now working on a problem. I was just told that someone worked out something in Fourier...
  5. H

    Fourier transform and steady state solution?

    Hi all! I am asking about a question about Fourier transform. I can only roughly remember things about Fourier transform. I am told that Fourier transform gives the steady state solution, is it? I can hardly relate these two concepts. Can someone try to explain? Many thanks.
  6. maverick280857

    Fourier Transform of a Gaussian

    Hi everyone I am trying to prove that if a signal g(t) is its own Fourier Transform (so that G(f) = g(f), i.e. they have the same functional form), then g(t) must be a Gaussian. I know that the Fourier Transform of a Gaussian is a Gaussian, so that's not the point of the exercise. Simon...
  7. R

    Fourier Transform: Why is this so?

    Why is this so? \displaystyle F\left[ \frac{1}{1-e^{-\pi x}} \right] = i \frac{1+e^{-2k}}{1-e^{-2k}} Here, -\infty < x < \infty. It has to be done by contour integration, by the way. Unfortunately, I'm having difficulty with the whole thing.
  8. C

    Fourier Transform of a wavefunction

    Why shud one take the Fourier transform of a wavefunction and multiply the result with its conjugate to get the probability? Why can't it be Fourier transform of the probability directly? thank you
  9. S

    2D image Fourier Transform Filter: Even & Odd.

    Hi, Just when I thought I'd grasped the Discrete Fourier Transform properly,something comes along and messes me up ... and my books don't seem to treat it. Say you have a square 2D image and you want to do an Ideal LowPass Filter. Well, in general, filters need to be odd-number-sized so...
  10. D

    Fourier Transform, Delta Function

    Hey everybody. I was studying Fourier transforms today, and I thought, what if you took the transform of an ordinary sine or cosine? Well, since they only have one frequency, shouldn't the transform have only one value? That is, a delta function centered at the angular frequency of the wave...
  11. L

    Inverse Fourier Transform of Inverse Square Root Function

    Homework Statement calculate the inverse Fourier transform of \left( a^2 + \left( bk \right)^2 \right)^{-1} The Attempt at a Solution I know that FT[e^{-|x|)}](k) = ( \pi (k^2 + 1 ) )^{-1}. I've tried to to concatenate the shift FT or the strech FT, but the "+1" in the known FT is in the...
  12. O

    MATLAB Inverse Fourier Transform using MATLAB

    I would like to do an inverse Fourier transform using MATLAB's IFFT. I am confused by MATLAB'S single input of X for its IFFT function. Has anyone had experience using MATLAB for these tranforms? I would like to do an inversion of Fourier transform for my function y(iw) at some value real...
  13. E

    Complex Conjugate of Fourier Transform

    Hello All, As I understand it, the wavefunction Psi(x) can be written as a sum of all the particle's momentum basis states (which is the Fourier transform of Psi(x)). I was woundering if the wavefunction's complex conjugate Psi*(x) can be written out in terms of momentum basis states, similar...
  14. N

    Mathematica Discrete Fourier Transform to find phase shift - Mathematica

    If I use the following code in Mathematica f1[t_] := Cos[w t + d1]; f2[t_] := Cos[w t + d2]; data1 = Table[f1[t], {t,1,10000}]; data2 = Table[f2[t], {t,1,10000}]; ft1 = Fourier[data1]; ft2 = Fourier[data2]; To take the Fourier transform of two data sets, how can I use the resulting data...
  15. W

    Fourier Transform of Integral of Product of Functions

    Hi! I want to find the Fourier transform of \int_{-\infty}^t f(s-t)g(s) ds . The FT \int_{-\infty}^t h(s) ds \rightarrow H(\omega)/i\omega + \pi H(0) \delta(\omega) is found in lots of textbooks. So if I let h(s) = f(s-t)g(s), I need to find the FT of h(s) H(\omega) =...
  16. C

    Can someone explain Fourier transform to me?

    OK< I've been trying to understands Fourier Transforms with no success. Does anybody know a tutorial or website that explains it completely? My math background is Calculus AB, and my Physics background is reg. physics, but I am into QM, and already know basic wave equations and can apply...
  17. B

    Fourier transform of a function such that it gives a delta function.

    [SOLVED] Fourier transform of a function such that it gives a delta function. ok say, if you Fourier transform a delta function G(x- a), the transform will give you something like ∫[-∞ ∞]G(x-a) e^ikx dx a is a constant to calculate, which gives you e^ka (transformed into k space)...
  18. J

    Fourier transform, domains, ranges, L^p-spaces

    The Schwartz space on \mathbb{R}^d is defined to be S(\mathbb{R}^d) := \{f\in C^{\infty}(\mathbb{R}^d,\mathbb{C})\;|\; \|f\|_{S,N}<\infty\;\forall N\in\{0,1,2,3,\ldots\}\} where \|f\|_{S,N} := \underset{|\alpha|,|\beta|\leq...
  19. C

    Solving Nonhomogeneous Heat Equation with Fourier Transform

    How would one obtain a Fourier Transform solution of a non homogeneous heat equation? I've arrived at a form that has \frac{\partial }{ \partial t }\hat u_c (\omega,t) + (\omega^2 + 1)\hat u_c (\omega,t) = -f(t) My professor gave us the hint to use an integrating factor, but I don't see...
  20. B

    Inverse Fourier Transform of $\frac{b}{\pi(x^2+b^2)}$: Solving the Problem

    Homework Statement I need to take the inverse Fourier transform of \frac{b}{\pi(x^2+b^2)}Homework Equations f(t)=\int_{-\infty}^{\infty}e^{itx}\frac{b}{\pi(x^2+b^2)}dx It might be useful that \frac{2b}{\pi(x^2+b^2)}=\frac{1}{b+ix}+\frac{1}{b-ix}The Attempt at a Solution I know the result...
  21. D

    Units of Fourier Transform?

    If i have a signal S(t) (the plot would be voltage vs time) and I take its Fourier transform, what are the units of the vertical axis? The horizontal axis can either be frequency in hertz or in radians, but what about the other axis? I guess generally I plot the magnitude of the transform since...
  22. E

    Diffraction condition and the Fourier transform

    Homework Statement My book uses the following equation to derive the diffraction condition for electromagnetic waves scattering in a crystal lattice: F= \int dV n(\mathbf{r}) \exp \left[i\Delta\mathbf{k}\cdot \mathbf{r} \right] F is the scattering amplitude and n is the electron density. I...
  23. B

    Laplace and Fourier Transform of a PDE

    Homework Statement In this problem I'm trying to derive an explicit solution for Langmuir waves in a plasma. In part (a) of the problem I derived the wave equation (\partial_t_t+\omega_e^2-3v_e^2\partial_x_x) E(x,t) = 0 This matches the solution in the book so I believe it's correct...
  24. MathematicalPhysicist

    How Do You Apply Convolution to Solve Integral Equations in Fourier Transforms?

    I need to find the Fourier transform of f(x) which is given by the equation: -\frac{d^2f(x)}{dx^2}+\frac{1}{a^3}\int_{-\infty}^{\infty}dx'exp(-\lambda|x-x'|)f(x')=\frac{b}{a^2}exp(-\lambda|x|) ofcourse Iv'e taken the Fourier tarnsform of both sides, but I don't see how to calcualte the...
  25. MathematicalPhysicist

    Fourier Transform of f(x) = N*exp(-ax^2/2) and Simplifying Dirac Delta Functions

    I need to find the fourie transform of f(x)=N*exp(-ax^2/2). (N and a are constants). well ofcourse iv'e put into the next integral: \int_{-\infty}^{\infty}f(x)exp(-ikx)dx Iv'e changed variables, that i will get instead of exp(-ax^2/2)exp(-ikx), exp(-z^2)exp(-ikz*sqrt(2/a)), but that didn't...
  26. D

    Physical meaning of a fourier transform?

    Are there any "real" examples of a Fourier transform being applied? When we see that something accelerates and then moves we can say its acceleration is being "integrated" to get a velocity, but what meaning does a Fourier transform have? I understand it's used in spectroscopy but I mean...
  27. D

    What is the Fourier Transform of 1/t?

    Homework Statement Find the Fourier Transform of \frac {1}{t} Homework Equations Euler's equations I think... The Attempt at a Solution I tried splitting up the integral into two. One from -\inf to 0 and the other from 0 to \inf . Not much help there. I tried using...
  28. H

    Inverse Fourier Transform of X(w): Real Values for x(t)

    X(w) = 1/(j*(w*hbar-Ek)+(hbar/T2)) - 1/(j*(w*hbar+Ek)+(hbar/T2)) The inverse Fourier transform of the above equation using MATLAB will obtain the following: x(t) = 2*j/hbar*heaviside(t)*sin(t/hbar*Ek)*exp(-t/T2) We can see that the values of x(t) are all imaginary values, however this...
  29. H

    Inverse Fourier Transform: Impact on Integration Limits

    an equation involves an integration. After an inverse Fourier transform of the equation, will the integration limits change? (maybe you can take a look at the attached file) Thanks!
  30. C

    What are the eigenfunctions of the spherical Fourier transform?

    Does anyone know what the eigenfunctions of the spherical Fourier transform are? I want to expand a spherically symmetric function in these eigenfunctions. Are they Bessel functions? Legendre functions?
  31. M

    Function profile of toothed and plane parallel plates, then fourier transform.

    I want to write the dielectric profile of the following system, so I can then write its Fourier transform as an integral... The plates are semi-infinite. So far I have: Epsilon, for: -infinity < z <= 0 1, for: 0 < z < ? Epsilon, for: ? <= z < +infinity I need to find the...
  32. B

    IDL programming issue - Fourier transform

    Homework Statement By the convolution theorem one would expect that if you convolved your image with a kernel in the spatial domain, you would get the exact same result if you multiplied the FFT of the image array by the FFT of the kernel. My problem is that I don't get the same results...
  33. C

    Fourier Transform Power Spectrum

    Input: sine wave at 10Hz, amplitude 1. After the transform the plot has a spike at 10Hz with amplitude 0.5. If I vary the amplitude of the sine wave I get: sine amp. - FT spike amp. 1 - 0.5 2 - 2 4 - 8 So it seems A' = A^2/2 Is this because power is proportional to A^2 and it is...
  34. B

    Cauchy theorem and fourier transform

    Homework Statement Hi, I have this problem and I don't know how to finish it: Using the Cauchy Theorem, prove that the Fourier tranform of \frac{1}{(1+t^2)} is \pi.e^{-2.\pi.|f|} .( you must show the intergration contour) Stetch the power spectrum. I applied the Fourier transform...
  35. Z

    Fourier Transform Vs Prony/GPOF

    I have been recently reading papers on Generalized Pencil of Functions and Prony Method (parameteric modeling). It turns out that GPOF/Prony are very good in extracting resonances from a given data and don't suffer from the so called 'windowing effects' associated with FT. My question is...
  36. maverick280857

    Fourier Transform of integral of a signal

    Hi. I have a question regarding the continuous time Fourier Transform of an input signal: x(t) \rightarrow X(j\omega) then \int_{-\infty}^{t}x(\tau)d\tau \rightarrow \frac{X(j\omega)}{j\omega} + \pi X(0)\delta(\omega) but if I want to write it in terms of f = \frac{\omega}{2\pi}...
  37. B

    Fourier transform and inverse transform

    Homework Statement Let f(x) be an integrable complex-valued function on \mathbb{R}. We define the Fourier transform \phi=\mathcal{F}f by \[\phi(t)=\int_{\infty}^{\infty} e^{ixt} f(x) dx.\] Show that if f is continuous and if $\phi$ is integrable, then \[f(x)=\frac{1}{2\pi}...
  38. V

    How Do I Apply Parseval's Theorem to a Modulated Signal in the Frequency Domain?

    Alright. So... Conceptually I completely understand what I'm doing. I'm just a bit confused about how, mechanically, to solve this. I basically have the following: W(w)=(1/2)[p2(w+6)+p2(w-6)] Where p2(w) is a pulse of width 2. Of course, w is omega, and the +/-6 is the shift. This is a...
  39. B

    Fourier Transform of Hermitian Operators

    Question: Is the Fourier Transform of a Hermitian operator also Hermitian? In the case of the density operator it would seem that it is not the case: \rho(\mathbf{r}) = \sum_{i=1}^N \delta(\mathbf{r}-\mathbf{r}_i) \rho_k = \sum_{i=1}^N e^{-i\mathbf{k} \cdot \mathbf{r}} I have a hard...
  40. B

    How can the Fourier Transform be used to solve for the integral of (sinx)^n/x^n?

    Homework Statement Can someone please help me with this problem. I am wondering how I would be able to calculate the integral of (sinx)^n/x^n using the Fourier Transform? I am given these formulas for the Fourier Transform of spaces of square integrable functions. SO I know that the...
  41. E

    Is Richard Robinett's Fourier Transform Convention Unconventional?

    Homework Statement Richard Robinett defined the Fourier transform with an exp(-ikx) and the inverse Fourier transform with an exp(ikx). I have always seen the opposite convention and I thought it was not even a convention but a necessity to do it the other in order to apply it to some Gaussian...
  42. B

    Understanding Fourier Transforms for Translated Functions

    Homework Statement I am supposed to find the Fourier Transform of the following: suppose t(subu) is a translation of the function f by u, so that f*t(subu) = f(t-u). suppose also that 1 means denotes a characteristic function so that the characteristic function has the value 1 from -T to...
  43. WolfOfTheSteps

    Fourier Transform of a piecwise function

    Homework Statement Find the Fourier Transform of the following function: y(t) = \left( \begin{array}{cc} 0,& \ \ t<1 \\1-e^{-(t-1)},& \ \ 1 < t < 5 \\e^{-(t-5)}-e^{-(t-1)},& \ \ t \geq 5 \end{array} Homework Equations I employed the following transforms in my attempt...
  44. T

    Fourier transform of triangular function

    Im kind of stuck in one of my signals problems. A triangular function defined as: V(t)= (-A/T)t + A when 0< t< T; V(t)= (A/T)t + A when -T< t< 0; otherwise, the function is 0. I have to find the Fourier transform of this function. Could anyone help me??
  45. B

    How to Solve Inverse Fourier Transform of (10*sin(3*omega)) / (omega+Pi)?

    Can someone help me and tell me the steps to solve the inverse Fourier transform of the following function (10*sin(3*omega)) / (omega+Pi) Thanks!
  46. E

    Fourier transform formulation of the dirac delta

    I have seen two formulations of the dirac delta function with the Fourier transform. The one on wikipedia is \int_{-\infty}^\infty 1 \cdot e^{-i 2\pi f t}\,dt = \delta(f) and the one in my textbook (Robinett) is 1/2\pi \int_{-\infty}^\infty 1 \cdot e^{-i f t}\,dt = \delta(f) I...
  47. N

    Fourier transform of a modified impulse train

    I need to find the Fourier Transform (FT) of: x(t)=\sum^{\infty}_{n=-\infty}((-1)^{n}\delta(t-nT)) Not really sure how to solve this problem, so any help will be appreciated. Also, if you guys know a good reference for non-uniform sampling and reconstruction, please post it.
  48. WolfOfTheSteps

    Fourier Transform of a Modified Impulse Train

    I hope this is OK to post here. I thought it would be better here than in the math questions forum, since you are EEs, and probably have more experience dealing with things related to the delta function. Problem Let \hat{x}(t) = \sum_{k=-\infty}^{\infty}\delta(t-2k). Now let x(t) =...
  49. K

    Fourier transform of distributions.

    Is there any way to calculate the Fourier transform of the functions \frac{d\pi}{dx}-1/log(x) and \frac{d\Psi}{dx}-1 (both are understood in the sense of distributions) i believe that these integrals (even with singularities) exist either in Cauchy P.V or Hadamard finite part...
  50. H

    Fourier transform meaning

    Hi all, I just know the Fourier series can be applied in differential equation solving, and that's all. Can anyone tell me the physical meaning of the Fourier transform, and fast Fourier transform too. Thank you very much.
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