From 8efb61d1394f35166ed7b5eb78905f4e16be5627 Mon Sep 17 00:00:00 2001 From: Zheyuan Wu <60459821+Trance-0@users.noreply.github.com> Date: Tue, 17 Jun 2025 14:25:21 -0500 Subject: [PATCH] Update Math401_T3.md --- pages/Math401/Math401_T3.md | 69 +++++++++++++++++++++++++++++++++++++ 1 file changed, 69 insertions(+) diff --git a/pages/Math401/Math401_T3.md b/pages/Math401/Math401_T3.md index 33f6643..5d7ef65 100644 --- a/pages/Math401/Math401_T3.md +++ b/pages/Math401/Math401_T3.md @@ -104,3 +104,72 @@ The series converges to some $f\in L^2([0,2\pi],\lambda)$ as $N\to \infty$. This is the Fourier series of $f$. +#### Hermite polynomials + +The subspace spanned by polynomials is dense in $L^2(\mathbb{R},\lambda)$. + +An orthonormal basis of $L^2(\mathbb{R},\lambda)$ can be obtained by the Gram-Schmidt process on $\{1,x,x^2,\cdots\}$. + +The polynomials are called the Hermite polynomials. + +### Isomorphism and $\ell_2$ space + +#### Definition of isomorphic Hilbert spaces + +Let $\mathscr{H}_1$ and $\mathscr{H}_2$ be two Hilbert spaces. + +$\mathscr{H}_1$ and $\mathscr{H}_2$ are isomorphic if there exists a surjective linear map $U:\mathscr{H}_1\to \mathscr{H}_2$ that is bijective and preserves the inner product. + +$$ +\langle Uf,Ug\rangle=\langle f,g\rangle +$$ + +for all $f,g\in \mathscr{H}_1$. + +When $\mathscr{H}_1=\mathscr{H}_2$, the map $U$ is called unitary. + +#### $\ell_2$ space + +The space $\ell_2$ is the space of all square summable sequences. + +$$ +\ell_2=\left\{(a_n)_{n=1}^\infty: \sum_{n=1}^\infty |a_n|^2<\infty\right\} +$$ + +An example of element in $\ell_2$ is $(1,0,0,\cdots)$. + +With inner product + +$$ +\langle (a_n)_{n=1}^\infty, (b_n)_{n=1}^\infty\rangle=\sum_{n=1}^\infty \overline{a_n}b_n +$$ + +It is a Hilbert space (every Cauchy sequence in $\ell_2$ converges to some element in $\ell_2$). + +### Bounded operators and continuity + +Let $T:\mathscr{V}\to \mathscr{W}$ be a linear map between two vector spaces $\mathscr{V}$ and $\mathscr{W}$. + +We define the norm of $\|\cdot\|$ on $\mathscr{V}$ and $\mathscr{W}$. + +Then $T$ is continuous if for all $u\in \mathscr{V}$, if $u_n\to u$ in $\mathscr{V}$, then $T(u_n)\to T(u)$ in $\mathscr{W}$. + +Using the delta-epsilon language, we can say that $T$ is continuous if for all $\epsilon>0$, there exists a $\delta>0$ such that if $\|u-v\|<\delta$, then $\|T(u)-T(v)\|<\epsilon$. + +#### Definition of bounded operator + +A linear map $T:\mathscr{V}\to \mathscr{W}$ is bounded if + +$$ +\|T\|=\sup_{\|u\|=1}\|T(u)\|< \infty +$$ + +#### Theorem of continuity and boundedness + +A linear map $T:\mathscr{V}\to \mathscr{W}$ is continuous if and only if it is bounded. + +[Proof ignored here] + +#### Definition of bounded Hilbert space + +The set of all bounded linear operators in $\mathscr{V}$ is denoted by $\mathscr{B}(\mathscr{V})$.