diff --git a/pages/Math401/Math401_T3.md b/pages/Math401/Math401_T3.md index 5d7ef65..63c061c 100644 --- a/pages/Math401/Math401_T3.md +++ b/pages/Math401/Math401_T3.md @@ -40,6 +40,18 @@ The space $L^2(\mathbb{R},\lambda)$ is complete. The inner product space $L^2(\mathbb{R},\lambda)$ is complete. +> Note that **by some general result in point-set topology**, a normed vector space can always be enlarged so as to become complete. This process is called completion of the normed space. +> +> Some exercise is showing some hints for this result: +> +> Show that the subspace of $L^2(\mathbb{R},\lambda)$ consisting of square integrable continuous functions is not closed. +> +> Suggestion: consider the sequence of continuous functions $f_1(x), f_2(x),\cdots$, where $f_n(x)$ is defined by the following graph: +> +> ![function.png](https://notenextra.trance-0.com/Math401/L2_square_integrable_problem.png) +> +> Show that $f_n$ converges in the $L^2$ norm to a function $f\in L^2(\mathbb{R},\lambda)$ but the limit function $f$ is not continuous. Draw the graph of $f_n$ to make this clear. + #### Definition of general Hilbert space A Hilbert space is a complete inner product vector space. @@ -173,3 +185,167 @@ A linear map $T:\mathscr{V}\to \mathscr{W}$ is continuous if and only if it is b #### Definition of bounded Hilbert space The set of all bounded linear operators in $\mathscr{V}$ is denoted by $\mathscr{B}(\mathscr{V})$. + +### Direct sum of Hilbert spaces + +Suppose $\mathscr{H}_1$ and $\mathscr{H}_2$ are two Hilbert spaces. + +The direct sum of $\mathscr{H}_1$ and $\mathscr{H}_2$ is the Hilbert space $\mathscr{H}_1\oplus \mathscr{H}_2$ with the inner product + +$$ +\langle (u_1,u_2),(v_1,v_2)\rangle=\langle u_1,v_1\rangle_{\mathscr{H}_1}+\langle u_2,v_2\rangle_{\mathscr{H}_2} +$$ + +Such space is denoted by $\mathscr{H}_1\oplus \mathscr{H}_2$. + +A countable direct sum of Hilbert spaces can be defined similarly, as long as it is bounded. + +That is, $\{u_n:n=1,2,\cdots\}$ is a sequence of elements in $\mathscr{H}_n$, and $\sum_{n=1}^\infty \|u_n\|^2<\infty$. + +The inner product in such countable direct sum is defined by + +$$ +\langle (u_n)_{n=1}^\infty, (v_n)_{n=1}^\infty\rangle=\sum_{n=1}^\infty \langle u_n,v_n\rangle_{\mathscr{H}_n} +$$ + +Such space is denoted by $\mathscr{H}=\bigoplus_{n=1}^\infty \mathscr{H}_n$. + +### Closed subspaces of Hilbert spaces + +#### Definition of closed subspace + +A subspace $\mathscr{M}$ of a Hilbert space $\mathscr{H}$ is closed if every convergent sequence in $\mathscr{M}$ converges to some element in $\mathscr{M}$. + +#### Definition of pairwise orthogonal subspaces + +Two subspaces $\mathscr{M}_1$ and $\mathscr{M}_2$ of a Hilbert space $\mathscr{H}$ are pairwise orthogonal if $\langle u,v\rangle=0$ for all $u\in \mathscr{M}_1$ and $v\in \mathscr{M}_2$. + +### Orthogonal projections + +#### Definition of orthogonal complement + +The orthogonal complement of a subspace $\mathscr{M}$ of a Hilbert space $\mathscr{H}$ is the set of all elements in $\mathscr{H}$ that are orthogonal to every element in $\mathscr{M}$. + +It is denoted by $\mathscr{M}^\perp=\{u\in \mathscr{H}: \langle u,v\rangle=0,\forall v\in \mathscr{M}\}$. + +#### Projection theorem + +Let $\mathscr{H}$ be a Hilbert space and $\mathscr{M}$ be a closed subspace of $\mathscr{H}$. Then for any $v\in \mathscr{H}$ can be uniquely decomposed as $v=u+w$ where $u\in \mathscr{M}$ and $w\in \mathscr{M}^\perp$. + +[Proof ignored here] + +### Dual Hilbert spaces + +#### Norm of linear functionals + +Let $\mathscr{H}$ be a Hilbert space. + +The norm of a linear functional $f\in \mathscr{H}^*$ is defined by + +$$ +\|f\|=\sup_{\|u\|=1}|f(u)| +$$ + +#### Definition of dual Hilbert space + +The dual Hilbert space of $\mathscr{H}$ is the space of all bounded linear functionals on $\mathscr{H}$. + +It is denoted by $\mathscr{H}^*$. + +$$ +\mathscr{H}^*=\mathscr{B}(\mathscr{H},\mathbb{C})=\{f: \mathscr{H}\to \mathbb{C}: f\text{ is linear and }\|f\|<\infty\} +$$ + +You can exchange the $\mathbb{C}$ with any other field you are interested in. + +#### The Riesz lemma + +For each $f\in \mathscr{H}^*$, there exists a unique $v_f\in \mathscr{H}$ such that $f(u)=\langle u,v_f\rangle$ for all $u\in \mathscr{H}$. And $\|f\|=\|v_f\|$. + +[Proof ignored here] + +#### Definition of bounded sesqilinear form + +A bounded sesqilinear form on $\mathscr{H}$ is a function $B: \mathscr{H}\times \mathscr{H}\to \mathbb{C}$ satisfying + +1. $B(u,av+bw)=aB(u,v)+bB(u,w)$ for all $u,v,w\in \mathscr{H}$ and $a,b\in \mathbb{C}$. +2. $B(av+bw,u)=\overline{a}B(v,u)+\overline{b}B(w,u)$ for all $u,v,w\in \mathscr{H}$ and $a,b\in \mathbb{C}$. +3. $|B(u,v)|\leq C\|u\|\|v\|$ for all $u,v\in \mathscr{H}$ and some constant $C>0$. + +There exists a unique bounded linear operator $A\in \mathscr{B}(\mathscr{H})$ such that $B(u,v)=\langle Au,v\rangle$ for all $u,v\in \mathscr{H}$. The norm of $A$ is the smallest constant $C$ such that $|B(u,v)|\leq C\|u\|\|v\|$ for all $u,v\in \mathscr{H}$. + +[Proof ignored here] + +### The adjoint of a bounded operator + +Let $A\in \mathscr{B}(\mathscr{H})$. And bounded sesqilinear form $B: \mathscr{H}\times \mathscr{H}\to \mathbb{C}$ such that $B(u,v)=\langle u,Av\rangle$ for all $u,v\in \mathscr{H}$. Then there exists a unique bounded linear operator $A^*\in \mathscr{B}(\mathscr{H})$ such that $B(u,v)=\langle A^*u,v\rangle$ for all $u,v\in \mathscr{H}$. + +[Proof ignored here] + +And $\|A^*\|=\|A\|$. + +Additional properties of bounded operators: + +Let $A,B\in \mathscr{B}(\mathscr{H})$ and $a,b\in \mathbb{C}$. Then + +1. $(aA+bB)^*=\overline{a}A^*+\overline{b}B^*$. +2. $(AB)^*=B^*A^*$. +3. $(A^*)^*=A$. +4. $\|A^*\|=\|A\|$. +5. $\|A^*A\|=\|A\|^2$. + +#### Definition of self-adjoint operator + +An operator $A\in \mathscr{B}(\mathscr{H})$ is self-adjoint if $A^*=A$. + +#### Definition of normal operator + +An operator $N\in \mathscr{B}(\mathscr{H})$ is normal if $NN^*=N^*N$. + +#### Definition of unitary operator + +An operator $U\in \mathscr{B}(\mathscr{H})$ is unitary if $U^*U=UU^*=I$. + +where $I$ is the identity operator on $\mathscr{H}$. + +#### Definition of orthogonal projection + +An operator $P\in \mathscr{B}(\mathscr{H})$ is an orthogonal projection if $P^*=P$ and $P^2=P$. + +### Tensor product of (infinite-dimensional) Hilbert spaces + +#### Definition of tensor product + +Let $\mathscr{H}_1$ and $\mathscr{H}_2$ be two Hilbert spaces. $u_1\in \mathscr{H}_1$ and $u_2\in \mathscr{H}_2$. Then $u_1\otimes u_2$ is an conjugate bilinear functional on $\mathscr{H}_1\times \mathscr{H}_2$. + +$$ +(u_1\otimes u_2)(v_1,v_2)=\langle u_1,v_1\rangle_{\mathscr{H}_1}\langle u_2,v_2\rangle_{\mathscr{H}_2} +$$ + +Let $\mathscr{V}$ be the set of all finite lienar combination of such conjugate bilinear functionals. We define the inner product on $\mathscr{V}$ by + +$$ +\langle u\otimes v,u'\otimes v'\rangle=\langle u,u'\rangle_{\mathscr{H}_1}\langle v,v'\rangle_{\mathscr{H}_2} +$$ + +The infinite-dimensional tensor product of $\mathscr{H}_1$ and $\mathscr{H}_2$ is the completion (extension of those bilinear functionals to make the set closed) of $\mathscr{V}$ with respect to the norm induced by the inner product. + +Denoted by $\mathscr{H}_1\otimes \mathscr{H}_2$. + +The orthonormal basis of $\mathscr{H}_1\otimes \mathscr{H}_2$ is $\{u_i\otimes v_j:i=1,2,\cdots,j=1,2,\cdots\}$. where $u_i$ is the orthonormal basis of $\mathscr{H}_1$ and $v_j$ is the orthonormal basis of $\mathscr{H}_2$. + +### Fock space + +#### Definition of Fock space + +Let $\mathscr{H}^{\otimes n}$ be the $n$-fold tensor product of $\mathscr{H}$. + +Set $\mathscr{H}^{\otimes 0}=\mathbb{C}$. + +The Fock space of $\mathscr{H}$ is the direct sum of all $\mathscr{H}^{\otimes n}$. + +$$ +\mathscr{F}(\mathscr{H})=\bigoplus_{n=0}^\infty \mathscr{H}^{\otimes n} +$$ + +For example, if $\mathscr{H}=L^2(\mathbb{R},\lambda)$, then an element in $\mathscr{F}(\mathscr{H})$ is a sequence of functions $\psi=(\psi_0,\psi_1(x_1),\psi_2(x_1,x_2),\cdots)$ such that $|\psi_0|^2+\sum_{n=1}^\infty \int|\psi_n(x_1,\cdots,x_n)|^2dx_1\cdots dx_n<\infty$. diff --git a/public/Math401/L2_square_integrable_problem.png b/public/Math401/L2_square_integrable_problem.png new file mode 100644 index 0000000..b2f9d5a Binary files /dev/null and b/public/Math401/L2_square_integrable_problem.png differ