Chapter 17

Fourier transform

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Problem 17.1

Let the function f∈L1(R)f \in L_{1}(\mathbb {R}). Prove that:

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(a)

ff is even if and only if f^\hat{f} is even;

(b)

ff is odd if and only if f^\hat{f} is odd;

(c)

if ff is real, then f^(y)‾=f^(−y)\overline{\hat{f}(y)} = \hat{f}(-y);

(d)

if ff is real, then f^(y)=−f^(−y)\hat{f}(y) = -\hat{f}(-y);

(e)

if f(x)‾=f(−x)\overline{f(x)} = f(-x), then f^\hat{f} is real;

(f)

if f(x)‾=−f(−x)\overline{f(x)} = -f(-x), then if^i \hat{f} is real.

Problem 17.2

Find the Fourier transform of the characteristic function χ[a,b](x)\chi_{[a, b]}(x) of the segment [a,b][a, b].

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Problem 17.3

Prove property (1) of the Fourier transform: F^\hat{F} is a continuous operator from L1(R)L_1(\mathbb {R}) into C0(R)C_0(\mathbb {R}), with ∥F^∥=12π\left\| \hat{F}\right\| = \frac{1}{\sqrt{2\pi }}

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Problem 17.4

Give an example of a function f∈L1(R)f \in L_{1}(\mathbb {R}) for which f^∉L1(R)\hat{f} \notin L_{1}(\mathbb {R}).

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Problem 17.5

Prove that if f∈L1(R)f \in L_{1}(\mathbb {R}) and f^≡0\hat{f} \equiv 0, then f=0f = 0.

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Problem 17.6

Give an example of a sequence of functions {fn}1∞⊂L1(R)\left\{ f_{n}\right\}_{1}^{\infty } \subset L_{1}(\mathbb {R}) with the properties ∥fn∥L1(R)=1,n=1,2,…\left\| f_{n}\right\|_{L_{1}(\mathbb {R})} = 1, n = 1,2, \ldots, and ∥f^n∥C0(R)→0\left\| \hat{f}_{n}\right\|_{C_{0}(\mathbb {R})} \rightarrow 0 as n→∞n \rightarrow \infty.

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Problem 17.7

Give an example of a function g∈C0(R)g \in C_{0}(\mathbb {R}) which is not the Fourier transform of any function from L1(R)L_{1}(\mathbb {R}).

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Problem 17.8

Prove property (3) of the Fourier transform. Prove that if f(x),xf(x),…,xnf(x)∈L1(R)f(x), x f(x), \ldots , x^{n} f(x) \in L_{1}(\mathbb {R}), then f^∈Cn(R)\hat{f} \in C^{n}(\mathbb {R}) and F^Mn=DnF^\hat{F} M^{n} = D^{n} \hat{F}.

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Problem 17.9

Prove property (4) of the Fourier transform. Prove that if f∈L1(R)∩Cn(R)f \in L_{1}(\mathbb {R}) \cap C^{n}(\mathbb {R}) and f(j)∈L1(R),j=1,2,…,nf^{(j)} \in L_{1}(\mathbb {R}), j = 1,2, \ldots , n, then f^(y)=o(1∣y∣k)\hat{f}(y) = o\left(\frac{1}{\left|y\right|^{k}}\right) as ∣y∣→∞\left|y\right| \rightarrow \infty and F^Dn=(−1)nMnF^\hat{F} D^{n} = (-1)^{n} M^{n} \hat{F}.

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Problem 17.10

Prove property (5) of the Fourier transform: f(x−a)^=e−iayf^\widehat{f(x-a)} = e^{-i a y} \hat{f}, where f^(y)=12π∫−∞+∞f(x)e−ixy dx\hat{f}(y) = \frac{1}{\sqrt{2 \pi }} \int_{-\infty }^{+\infty } f(x) e^{-i x y} \, d x is the Fourier transform of a function f∈L1(R)f \in L_{1}(\mathbb {R}).

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Problem 17.11

Prove property (6) of the Fourier transform: if a function f∈L1(R)f \in L_{1}(\mathbb {R}) satisfies the Dini condition at a point x0x_{0},

∫−11∣f(x0+t)−f(x0)t∣dt<∞, \int _{-1}^{1}\left|\frac{f\left(x_{0}+t\right)-f\left(x_{0}\right)}{t}\right| d t < \infty ,

then

f(x0)=lim⁡N→∞12π∫−NNf^(y)eix0y dy, f\left(x_{0}\right) = \lim _{N \rightarrow \infty } \frac{1}{\sqrt{2 \pi }} \int _{-N}^{N} \hat{f}(y) e^{i x_{0} y} \, d y,

where f^(y)=12π∫−∞+∞f(x)e−ixy dx\hat{f}(y) = \frac{1}{\sqrt{2 \pi }} \int_{-\infty }^{+\infty } f(x) e^{-i x y} \, d x is the Fourier transform of ff.

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Problem 17.12

Prove property (2) of the Fourier transform: F^\hat{F} is an isomorphism of the space S\mathcal{S} onto itself, with F^−1F^=I\hat{F}^{-1}\hat{F} = I.

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Problem 17.13

Suppose there exists a positive number aa such that ea∣x∣.f∈L1(R)e^{a\left|x\right|}. f \in L_{1}(\mathbb {R}). Prove that f^(y)\hat{f}(y) extends to a function f~(z)\tilde{f}(z), analytic in the strip ∣Im⁡z∣<a\left|\operatorname {Im} z\right| < a.

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Problem 17.14

Let a function φ∈D\varphi \in \mathcal{D} have support supp⁡φ⊂[−a,a]\operatorname {supp} \varphi \subset [-a, a]. Prove that its Fourier transform φ^\hat{\varphi } extends to an entire (analytic on the whole complex plane) function of the complex variable z=s+itz = s+i t, satisfying, for each n=0,1,2,…n = 0,1,2, \ldots, the inequality ∣z∣n∣φ^(z)∣⩽C(φ,n)ea∣t∣\left|z\right|^{n}\left|\hat{\varphi }(z)\right| \leqslant C(\varphi , n) e^{a\left|t\right|}.

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Problem 17.15

Let an entire function ψ\psi of the complex variable z=s+z = s+ it satisfy, for each n=0,1,2,…n = 0,1,2, \ldots, the inequality

∣z∣n∣ψ(z)∣⩽C(n)ea∣t∣. \left|z\right|^{n}\left|\psi (z)\right| \leqslant C(n) e^{a\left|t\right|}.

Then there exists a function φ∈D\varphi \in \mathcal{D} such that supp⁡φ⊂[−a,a]\operatorname {supp} \varphi \subset [-a, a] and φ^=ψ\hat{\varphi } = \psi.

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Problem 17.16

Prove that ψk→0\psi_{k} \rightarrow 0 in Z\mathcal{Z} if and only if two properties hold:

  1. ∣z∣n∣ψk(z)∣⩽C(n)ea∣Im⁡z∣\left|z\right|^{n}\left|\psi_{k}(z)\right| \leqslant C(n) e^{a\left|\operatorname {Im} z\right|} with constants C(n)C(n) and a>0a > 0, not depending on kk;

  2. ψn⇉0\psi_{n} \rightrightarrows 0 on every interval [α,β]∈R[\alpha , \beta ] \in \mathbb {R}.

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Problem 17.17

Suppose that all the power moments of a function ff are zero:

∫Rxnf(x)dx=0,n=0,1,2,… \int _{\mathbb {R}} x^{n} f(x) d x = 0, \quad n = 0,1,2, \ldots

Does it follow that f≡0f \equiv 0, if:

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(a)

f∈Df \in \mathcal{D};

(b)

f∈Sf \in \mathcal{S}?

Problem 17.18

Prove that for every set A⊂RA \subset \mathbb {R} of positive measure there exists a function f∈L1(R)f \in L_{1}(\mathbb {R}) with support on AA such that the function f^\hat{f} has no zeros on the real axis.

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Problem 17.19

Does there exist a function ff with support on the segment

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(a)

[0,1][0,1];

(b)

[1,2][1,2], for which Re⁡f^(y)>0\operatorname {Re} \hat{f}(y) > 0 for all y∈Ry \in \mathbb {R}?

Problem 17.20

Prove that for any functions f,g∈Sf, g \in \mathcal{S} the Parseval equality holds: (f^,g^)L2(R)=(f,g)L2(R)(\hat{f}, \hat{g})_{L_{2}(\mathbb {R})} = (f, g)_{L_{2}(\mathbb {R})}.

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Problem 17.21

Find the Fourier transform of the following functions (the parameter aa is everywhere assumed positive):

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(a)

χ[−a,a](x)\chi_{[-a, a]}(x);

(b)

e−a∣x∣e^{-a\left|x\right|};

(c)

1x2+a2\frac{1}{x^{2}+a^{2}};

(d)

e−ax2e^{-a x^{2}};

(e)

xx2+a2\frac{x}{x^{2}+a^{2}};

(f)

1x+α,α∈C\R\frac{1}{x+\alpha }, \alpha \in \mathbb {C} \backslash \mathbb {R};

(g)

sin⁡axx\frac{\sin a x}{x};

(h)

1−cos⁡axx2\frac{1-\cos a x}{x^{2}};

(i)

1ch⁡x\frac{1}{\operatorname {ch} x}.

Problem 17.22

For functions φ∈D\varphi \in \mathcal{D} prove the Poisson summation formula (cf. problem 16.48):

2π∑k=−∞+∞φ(2πk)=∑k=−∞+∞φ^(k). \sqrt{2 \pi } \sum _{k = -\infty }^{+\infty } \varphi (2 \pi k) = \sum _{k = -\infty }^{+\infty } \hat{\varphi }(k).
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Problem 17.23

Prove that in the spaces S\mathcal{S} and L2(R)L_{2}(\mathbb {R}) the identities hold:

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(a)

(F^2φ)(x)=φ(−x)\left(\hat{F}^{2} \varphi \right)(x) = \varphi (-x);

(b)

F^4=I\hat{F}^{4} = I.

Problem 17.24

Prove that the Chebyshev-Hermite functions Hn(x)e−x2/2H_{n}(x) e^{-x^{2} / 2}, obtained from the functions xne−x2/2,n=0,1,2…x^{n} e^{-x^{2} / 2}, n = 0,1,2 \ldots, by the process of orthogonalization in L2(R)L_{2}(\mathbb {R}), are eigenfunctions of the Fourier transform operator in L2(R)L_{2}(\mathbb {R}), and find the corresponding eigenvalues.

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Problem 17.25

Find the spectrum of the Fourier transform operator in L2(R)L_{2}(\mathbb {R}).

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Problem 17.26

Let a function f∈L2(R)f \in L_{2}(\mathbb {R}) be almost everywhere nonzero and suppose there exists a positive number aa such that ea∣x∣⋅f∈L2(R)e^{a\left|x\right|} \cdot f \in L_{2}(\mathbb {R}). Prove that the system of functions {xnf}n=0∞\left\{ x^{n} f\right\}_{n = 0}^{\infty } is complete in L2(R)L_{2}(\mathbb {R}).

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Problem 17.27

Prove that the Chebyshev-Hermite functions form a complete orthonormal system in L2(R)L_{2}(\mathbb {R}) (cf. problem 3.55).

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Problem 17.28

Prove the statement of problem 3.54 using the Fourier transform.

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Problem 17.29

Prove that the Sobolev space W2n(R)W_{2}^{n}(\mathbb {R}) is isometrically isomorphic to the space {f∈L2(R):∣λ∣nf^(λ)∈L2(R)}\left\{ f \in L_{2}(\mathbb {R}):|\lambda |^{n} \hat{f}(\lambda ) \in L_{2}(\mathbb {R})\right\}.

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Problem 17.30

Prove that every function from the space W2n(R)W_{2}^{n}(\mathbb {R}) is bounded.

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Problem 17.31

(R. Paley, N. Wiener, 1934). Prove that a function g:R→Cg: \mathbb {R} \rightarrow \mathbb {C} is the Fourier transform of some function f∈L2(R)f \in L_{2}(\mathbb {R}) with supp⁡f⊆[−a,a]\operatorname {supp} f \subseteq [-a, a] if and only if g∈L2(R)g \in L_{2}(\mathbb {R}) and gg is the restriction to R\mathbb {R} of an entire function g(z)g(z) satisfying the inequality ∣g(z)∣⩽Cea∣Im⁡z∣\left|g(z)\right| \leqslant C e^{a\left|\operatorname {Im} z\right|} for all z∈Cz \in \mathbb {C}.

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Problem 17.32

Prove that for the functions ff and gg of problem 17.31 the equality holds

f(x)=1aπ2∑k∈Zg(πka)e(ikπx)/a f(x) = \frac{1}{a} \sqrt{\frac{\pi }{2}} \sum _{k \in \mathbb {Z}} g\left(\frac{\pi k}{a}\right) e^{(i k \pi x) / a}

where the series converges in L2[−a,a]L_{2}[-a, a].

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Problem 17.33

(V. A. Kotelnikov, 1933). Prove that the function gg from problem 17.31 satisfies the equality

g(y)=∑k∈Zg(πka)sin⁡(ay−πk)ay−πk g(y) = \sum _{k \in \mathbb {Z}} g\left(\frac{\pi k}{a}\right) \frac{\sin (a y-\pi k)}{a y-\pi k}

where the series on the right converges in L2(R).L_{2}(\mathbb {R}).1

Footnotes

  1. In other formulations this theorem was obtained by E. Whittaker (1915), H. Nyquist (1928) and C. Shannon (1949). ↩

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Problem 17.34

Prove that formula (17.1) defines a continuous isomorphism of the space S′\mathcal{S}^{\prime }, and the inverse operator is given by the equality ⟨F^−1f,φ⟩=⟨f,F^−1φ⟩\left\langle \hat{F}^{-1} f, \varphi \right\rangle = \left\langle f, \hat{F}^{-1} \varphi \right\rangle.

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Problem 17.35

Prove that if f∈S′f \in \mathcal{S}^{\prime } is a regular generalized function, generated by some function g∈Sg \in \mathcal{S}, then the Fourier transform F^f\hat{F} f, defined by formula (17.1), is a regular generalized function, generated by the function g^\hat{g}.

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Problem 17.36

Prove properties (1)-(3) of the Fourier transform of generalized functions from S′\mathcal{S}^{\prime }.

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Problem 17.37

Prove that formulas (17.2) and (17.3) define continuous operators from D′\mathcal{D}^{\prime } into Z′\mathcal{Z}^{\prime }. How do the Fourier transforms defined by these formulas differ?

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Problem 17.38

Prove that a generalized function f∈Z′f \in \mathcal{Z}^{\prime } is analytic in the following sense:

f(z+h)=∑k=0∞f(k)(z)hkk!,z,h∈C f(z+h) = \sum _{k = 0}^{\infty } f^{(k)}(z) \frac{h^{k}}{k!}, \quad z, h \in \mathbb {C}

where the series on the right converges in the sense of Z′\mathcal{Z}^{\prime }, and f(z+h)f(z+h) is the generalized function in Z′\mathcal{Z}^{\prime }, defined by the formula

⟨f(z+h),ψ(z)⟩=⟨f(z),ψ(z−h)⟩ \langle f(z+h), \psi (z)\rangle = \langle f(z), \psi (z-h)\rangle

for every ψ∈Z\psi \in \mathcal{Z}.

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Problem 17.39

Find the Fourier transform of the generalized functions in the corresponding spaces:

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(a)

P1x\mathcal{P} \frac{1}{x};

(b)

δ(x−a)\delta (x-a);

(c)

δ(n)(x−a)\delta^{(n)}(x-a);

(d)

1x±i0\frac{1}{x \pm i 0};

(e)

sign⁡(x)\operatorname {sign}(x);

(f)

θ(x)\theta (x);

(g)

arctg⁡x\operatorname {arctg} x;

(h)

xarctg⁡xx \operatorname {arctg} x;

(i)

v. p. cos⁡xx\frac{\cos x}{x};

(j)

θ(x)eax,a>0\theta (x) e^{a x}, a > 0;

(k)
  • x+λx_{+}^{\lambda };
(l)
  • ln⁡x+\ln x_{+};
(m)

cos⁡(ax),a>0\cos (a x), a > 0;

(n)

sin⁡(ax),a>0\sin (a x), a > 0;

(o)

eix2e^{i x^{2}};

(p)

P1∣x∣\mathcal{P} \frac{1}{\left|x\right|}.

Problem 17.40

Find all functions f∈S′f \in \mathcal{S}^{\prime } satisfying the equation:

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(a)

xnf=0x^{n} f = 0;

(b)

xf′=0x f^{\prime } = 0;

(c)

xf=sign⁡xx f = \operatorname {sign} x;

(d)

f′+f=δ0f^{\prime }+f = \delta_{0};

(e)

f′+f=δ0′f^{\prime }+f = \delta_{0}^{\prime };

(f)

−f′′+f=iδ0-f^{\prime \prime }+f = i \delta_{0}.