Chapter 15

Test (basic) function spaces

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Problem 15.1

Prove that the compactly supported function

ωa,b(t)={exp⁡(1(t−a)(t−b)),t∈(a,b)0,t∉(a,b) \omega _{a, b}(t) = \begin{cases} \exp \left(\frac{1}{(t-a)(t-b)}\right), & t \in (a, b) \\ 0, & t \notin (a, b) \end{cases}

is infinitely differentiable on the real axis (we shall call this function a "bump").

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Problem 15.2

Prove that for every δ>0\delta > 0 there exists a function φδ∈D\varphi_{\delta } \in \mathcal{D} with the properties: supp⁡φδ=[−1−δ,1+δ]\operatorname {supp} \varphi_{\delta } = [-1-\delta , 1+\delta ], φδ(t)∈[0,1]\varphi_{\delta }(t) \in [0,1] for all tt, φδ(t)=1\varphi_{\delta }(t) = 1 for t∈[−1,1]t \in [-1,1] (we shall call this function a "hat").

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Problem 15.3

Prove that a function φ∈D\varphi \in \mathcal{D} is the derivative of some other function from D\mathcal{D} if and only if

∫Rφ(t)dt=0 \int _{\mathbb {R}} \varphi (t) d t = 0
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Problem 15.4

Prove that a function φ∈D\varphi \in \mathcal{D} satisfies the equality φ(0)=0\varphi (0) = 0 if and only if φ(t)=t⋅ψ(t)\varphi (t) = t \cdot \psi (t), where ψ\psi is some other function from D\mathcal{D}.

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Problem 15.5

Give examples of functions φ∈S\D\varphi \in \mathcal{S} \backslash \mathcal{D} and ψ∈E\S\psi \in \mathcal{E} \backslash \mathcal{S}.

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Problem 15.6

To which of the spaces E,S,D\mathcal{E}, \mathcal{S}, \mathcal{D} do the functions

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(a)

φ(t)=sin⁡tt,φ(0)=1\varphi (t) = \frac{\sin t}{t}, \varphi (0) = 1;

(b)

ψ(t)=1−cos⁡tt2,ψ(0)=1/2\psi (t) = \frac{1-\cos t}{t^{2}}, \psi (0) = 1 / 2

belong? Find the supports of these functions.

Problem 15.7

Prove that for any numerical sequence {an}0∞\left\{ a_{n}\right\}_{0}^{\infty } there exists a function φ∈D\varphi \in \mathcal{D} such that φ(n)(0)=an\varphi^{(n)}(0) = a_{n} for all n=0,1,2,…n = 0,1,2, \ldots

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Problem 15.8

Let φ∈C∞[a,b]\varphi \in C^{\infty }[a, b] (at the endpoints of the segment the existence of the corresponding one-sided derivatives of every order is required). Prove that there exists a function ψ∈D\psi \in \mathcal{D} such that ψ∣[a,b]≡φ\left.\psi \right|_{[a, b]} \equiv \varphi.

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Problem 15.9

Prove that any function ψ∈E\psi \in \mathcal{E} can be represented as a series ψ=∑k=1∞φk\psi = \sum_{k = 1}^{\infty } \varphi_{k}, where all φk∈D\varphi_{k} \in \mathcal{D} and every point t∈Rt \in \mathbb {R} belongs only to a finite number of the supports supp⁡φk\operatorname {supp} \varphi_{k}.

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Problem 15.10

Does there exist a function φ∈D\varphi \in \mathcal{D} such that supp⁡φ⊂[0,∞)\operatorname {supp} \varphi \subset [0, \infty ) and such that the function φ\varphi itself and all its derivatives are positive on the interval (0,1)(0,1)?

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Problem 15.11

Prove that the following seminorms are admissible on D\mathcal{D}:

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(a)

q1(φ)=sup⁡{∣α(t)φ(t)∣:t∈R}q_{1}(\varphi ) = \sup \left\{ \left|\alpha (t) \varphi (t)\right|: t \in \mathbb {R}\right\}, where α:R→R\alpha : \mathbb {R} \rightarrow \mathbb {R} is a continuous function;

(b)

q2(φ)=∑k=0∞∣φ(k)(k)∣q_{2}(\varphi ) = \sum_{k = 0}^{\infty }\left|\varphi^{(k)}(k)\right|;

(c)

q3(φ)=(∫R∣φ′(t)∣2dt)1/2q_{3}(\varphi ) = \left(\int_{\mathbb {R}}\left|\varphi^{\prime }(t)\right|^{2} d t\right)^{1 / 2}.

Problem 15.12

Let pp be an admissible seminorm on D\mathcal{D}. Prove that the following expressions are admissible seminorms:

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(a)

q1(φ)=p(αφ)q_{1}(\varphi ) = p(\alpha \varphi ), where α∈E\alpha \in \mathcal{E};

(b)

q2(φ)=p(φ′)q_{2}(\varphi ) = p\left(\varphi^{\prime }\right);

(c)

a seminorm q3q_{3} subordinate to the seminorm pp (i.e., there exists C>0C > 0 such that q3(φ)⩽Cp(φ)q_{3}(\varphi ) \leqslant C p(\varphi ) for every φ∈D\varphi \in D);

(d)

q(φ)=max⁡k=1,2,…,npk(φ)q(\varphi ) = \max_{k = 1,2, \ldots , n} p_{k}(\varphi ), where pk,k=1,2,…,np_{k}, k = 1,2, \ldots , n, are admissible seminorms on D\mathcal{D}.

Problem 15.13

Give an example of a seminorm, defined on the whole space D\mathcal{D}, that is not admissible.

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Problem 15.14

Prove that the following three systems of seminorms on S\mathcal{S} are equivalent (i.e., define the same topology):

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(a)

{pn,k}n,k=0∞\left\{ p_{n, k}\right\}_{n, k = 0}^{\infty },

(b)

{pn,k,1(φ)=∫R∣tnφ(k)∣dt}n,k=0∞\left\{ p_{n, k, 1}(\varphi ) = \int_{\mathbb {R}}\left|t^{n} \varphi^{(k)}\right| d t\right\}_{n, k = 0}^{\infty },

(c)

{pn,k,2(φ)=∫R∣tnφ(k)∣2dt}n,k=0∞\left\{ p_{n, k, 2}(\varphi ) = \sqrt{\int_{\mathbb {R}}\left|t^{n} \varphi^{(k)}\right|^{2} d t}\right\}_{n, k = 0}^{\infty }.

Problem 15.15

Define a system of seminorms P′\mathcal{P}^{\prime } on the space D\mathcal{D} as follows: P′={pα,c}\mathcal{P}^{\prime } = \left\{ p_{\alpha , c}\right\}, where α=(α1,α2,…)\alpha = \left(\alpha_{1}, \alpha_{2}, \ldots \right) is an arbitrary sequence of nonnegative integers, c=(c1,c2,…)c = \left(c_{1}, c_{2}, \ldots \right) an arbitrary sequence of positive numbers, and pα,c(φ):=:=∑m=1∞cmpm,αm(φ)p_{\alpha , c}(\varphi ): = : = \sum_{m = 1}^{\infty } c_{m} p_{m, \alpha_{m}}(\varphi ), where pm,k(φ)=max⁡0⩽j⩽k,m−1⩽∣t∣⩽m∣φ(j)(t)∣p_{m, k}(\varphi ) = \max_{\substack {0 \leqslant j \leqslant k, m-1 \leqslant \left|t\right| \leqslant m}}\left|\varphi^{(j)}(t)\right|. Prove that the systems P\mathcal{P} and P′\mathcal{P}^{\prime } are equivalent.

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Problem 15.16

Prove Theorem 15.1.

Definition 15.3: The space D\mathcal{D} of compactly supported functions is the linear subspace of all functions φ∈C∞(R)\varphi \in C^{\infty }(\mathbb {R}) with bounded support, equipped with the system P\mathcal{P} of admissible seminorms: p∈Pp \in \mathcal{P} ⇔\Leftrightarrow for every NN there exist a constant C>0C > 0 and an integer n⩾0n \geqslant 0 such that for every function φ∈D\varphi \in \mathcal{D} with support supp⁡φ⊂[−N,N]\operatorname {supp} \varphi \subset [-N, N] the inequality p(φ)⩽C⋅pN,n(φ)p(\varphi ) \leqslant C \cdot p_{N, n}(\varphi ) holds, where pN,n(f):=max⁡{∣f(k)(t)∣:k=0,1,…,n;t∈[−N,N]}p_{N, n}(f) := \max \left\{ \left|f^{(k)}(t)\right|: k = 0,1, \ldots , n ; t \in [-N, N]\right\}.

Theorem 15.1: Convergence φn→φ\varphi_{n} \rightarrow \varphi in D\mathcal{D}, defined by the system of seminorms P\mathcal{P}, is equivalent to the following: all the supports supp⁡φn\operatorname {supp} \varphi_{n} and supp⁡φ\operatorname {supp} \varphi lie in one segment II, and for every k=0,1,2,…k = 0,1,2, \ldots the derivatives φn(k)\varphi_{n}^{(k)} converge uniformly on II to φ(k)\varphi^{(k)}.

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Problem 15.17

Prove that if a set M⊂DM \subset \mathcal{D} is bounded with respect to every admissible seminorm, then the supports of all functions from MM lie on one and the same segment, and the set MM is sequentially precompact in D\mathcal{D}: from any sequence contained in it one can select a convergent subsequence.

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Problem 15.18

Find the limit (or prove divergence) of the sequences in the space E\mathcal{E}:

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(a)

fn(t)=ntn2+t2f_{n}(t) = \frac{n t}{n^{2}+t^{2}};

(b)

fn(t)=n3t2(1+n2t2)2f_{n}(t) = \frac{n^{3} t^{2}}{\left(1+n^{2} t^{2}\right)^{2}};

(c)

fn(t)=e−nt2f_{n}(t) = e^{-n t^{2}};

(d)

fn(t)=∑k=0ntkk!f_{n}(t) = \sum_{k = 0}^{n} \frac{t^{k}}{k!};

(e)

fn(t)=1t+n+i/nf_{n}(t) = \frac{1}{t+n+i / n};

(f)

fn(t)=sin⁡(nt+n2)t+nf_{n}(t) = \frac{\sin \left(n t+n^{2}\right)}{t+n}.

Problem 15.19

Let φ0∈D\varphi_{0} \in \mathcal{D} be a nonzero function. Find the limit (or prove divergence) of the sequences in the space D\mathcal{D}:

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(a)

fn(t)=1nφ0(t/n)f_{n}(t) = \frac{1}{n} \varphi_{0}(t / n);

(b)

fn(t)=1n2φ0(nt)f_{n}(t) = \frac{1}{n^{2}} \varphi_{0}(n t);

(c)

fn(t)=1nφ0(n+t)f_{n}(t) = \frac{1}{n} \varphi_{0}(n+t).

Problem 15.20

Give an example of a sequence of compactly supported functions that converges in E\mathcal{E}, but does not converge in S\mathcal{S}.

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Problem 15.21

Give an example of a sequence of compactly supported functions that converges in S\mathcal{S}, but does not converge in D\mathcal{D}.

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Problem 15.22

Prove that the spaces E\mathcal{E} and S\mathcal{S} are metrizable (and, moreover, are Fréchet spaces), while the space D\mathcal{D} is not metrizable.

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Problem 15.23

Prove that the natural embeddings D⊂S⊂E\mathcal{D} \subset \mathcal{S} \subset \mathcal{E} are continuous.

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Problem 15.24

Show that:

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(a)

D\mathcal{D} is dense in E\mathcal{E};

(b)

D\mathcal{D} is dense in S\mathcal{S}.

Problem 15.25

Prove that D\mathcal{D} is dense in each of the spaces

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(a)

Lp(R),1⩽p<∞L_{p}(\mathbb {R}), 1 \leqslant p < \infty;

(b)

Cn[a,b],n=0,1,…C^{n}[a, b], n = 0,1, \ldots

Problem 15.26

Prove that the set of all polynomials is dense in E\mathcal{E}.

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Problem 15.27

Prove that for any function φ∈D\varphi \in \mathcal{D} and any other function ψ∈D\psi \in \mathcal{D}, not vanishing at any point of supp⁡φ\operatorname {supp} \varphi, there exists a sequence of polynomials pnp_{n} such that ψpn→φ\psi p_{n} \rightarrow \varphi in D\mathcal{D}.

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Problem 15.28

Prove that the space D\mathcal{D} is separable.

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Problem 15.29

Prove that the differentiation operator is continuous in each of the spaces D,S,E\mathcal{D}, \mathcal{S}, \mathcal{E}.

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Problem 15.30

Let α:R→R\alpha : \mathbb {R} \rightarrow \mathbb {R} be an infinitely smooth function. Under what conditions on the function α\alpha is the operator φ⟼αφ\varphi \longmapsto \alpha \varphi continuous

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(a)

in the space E\mathcal{E},

(b)

in the space D\mathcal{D},

(c)
  • in the space S\mathcal{S},
(d)

from E\mathcal{E} into S\mathcal{S},

(e)

from E\mathcal{E} into D\mathcal{D},

(f)

from S\mathcal{S} into D\mathcal{D}?

Problem 15.31

Prove the continuity of the integration operator

(Aφ)(t)=∫−∞tφ(s)ds (A \varphi )(t) = \int _{-\infty }^{t} \varphi (s) d s

acting in the space D\mathcal{D} and defined on the subspace D0={φ∈D:∫Rφ(t)dt=0}\mathcal{D}_{0} = \left\{ \varphi \in \mathcal{D}: \int_{\mathbb {R}} \varphi (t) d t = 0\right\}.

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Problem 15.32

Let α:R→R\alpha : \mathbb {R} \rightarrow \mathbb {R} be a monotonically increasing infinitely differentiable function.

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(a)

Prove the continuity of the change-of-variable operator

(Aφ)(t)=φ(α(t)), (A \varphi )(t) = \varphi (\alpha (t)),

acting in the space E\mathcal{E}.

(b)

Prove that if α(±∞)=±∞\alpha (\pm \infty ) = \pm \infty, then this operator is continuous in the space D\mathcal{D}.

(c)
  • Prove that if there exists p>0p > 0 such that ∣α(t)∣>∣t∣p\left|\alpha (t)\right| > \left|t\right|^{p} as ∣t∣→∞\left|t\right| \rightarrow \infty, and for every k∈Nk \in \mathbb {N} there exists sks_{k} such that ∣α(k)(t)∣<∣t∣sk\left|\alpha^{(k)}(t)\right| < \left|t\right|^{s_{k}} as ∣t∣→∞\left|t\right| \rightarrow \infty, then this operator is continuous in the space S\mathcal{S}.
Problem 15.33

Let α:R→R\alpha : \mathbb {R} \rightarrow \mathbb {R} be a compactly supported Lebesgue-summable function. Prove the continuity of the convolution operator

(Aφ)(t)=∫Rφ(s)α(t−s)ds (A \varphi )(t) = \int _{\mathbb {R}} \varphi (s) \alpha (t-s) d s

in the spaces D\mathcal{D} and E\mathcal{E}. Prove the continuity of this operator in the space S\mathcal{S} in the case when α\alpha is a measurable rapidly decreasing (i.e., sup⁡{(1+∣t∣)n∣α(t)∣}<∞\sup \left\{ (1+\left|t\right|)^{n}\left|\alpha (t)\right|\right\} < \infty for every n=0,1,…n = 0,1, \ldots) function.

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Problem 15.34

Let ω−1,1\omega_{-1,1} be the function from problem 15.1 (the "bump"), c=∫Rω−1,1(t)dtc = \int_{\mathbb {R}} \omega_{-1,1}(t) d t, and let f∈C(R)f \in C(\mathbb {R}) and supp⁡f⊂[−N,N]\operatorname {supp} f \subset [-N, N]. Prove that the convolution φε(t)=(cε)−1∫Rf(s)ω((t−s)/ε)ds\varphi_{\varepsilon }(t) = (c \varepsilon )^{-1} \int_{\mathbb {R}} f(s) \omega ((t-s) / \varepsilon ) d s lies in the space D\mathcal{D}, with supp⁡φε⊂[−N−ε,N+ε]\operatorname {supp} \varphi_{\varepsilon } \subset [-N-\varepsilon , N+\varepsilon ]. Prove that φε→f\varphi_{\varepsilon } \rightarrow f as ε→0\varepsilon \rightarrow 0 in the space C(R)C(\mathbb {R}). Is it true that φε→f\varphi_{\varepsilon } \rightarrow f in the space D\mathcal{D} (in the case f∈D)f \in \mathcal{D})?

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