%! TEX root = TA.tex % vim: tw=50 % 23/01/2024 12PM \subsubsection*{* Non-examinable material} Laplace's equation: \[ \nabla^2 \phi = 0 \] Want to solve on $E$ with boundary conditions. Two questions: \begin{itemize} \item Does a solution exist? \item If so, is it unique? \end{itemize} Dirichlet used arguments like this: \begin{align*} \int_E \nabla \phi \nabla phi \dd V &= \int_E \nabla \cdot (\phi \nabla \phi) - \nabla^2 \phi \dd V \\ &= \int_E \nabla \cdot (\phi \nabla \phi) \dd V &\text{if $\nabla^2 \phi = 0$} \\ &= \int_{\partial E} \phi \pfrac{\phi}{n} \dd S &\text{if $\phi = 0$ on surface} \end{align*} $\nabla \phi \cdot \nabla \phi \ge 0$, so $\nabla \phi$ constant, so $\phi$ constant so $\phi = 0$ on $E$. It is natural to think of \[ \int \nabla \phi \cdot \nabla \phi \dd V \] as an energy and Dirichlet showed that the minima corresponds to a solution of Laplace's equation. \textbf{Problems:} \begin{itemize} \item What are the conditions on $\phi$ and on the surface which actually permit us to use the Divergence Theorem. \item Does the energy $\int \nabla \phi \cdot \nabla \phi \dd V$ have a minimum? \item If given on the boundary, does there exist a $\phi$ with $\phi = f$ on the boundary and $\int \nabla \phi \cdot \nabla \phi < \infty$. \end{itemize} ** This is the end of the non-examinable comments. \subsubsection*{Examinable content again} Interested in Laplace's equation. Start by deciding what a boundary is. \begin{flashcard}[closure-defn] \begin{definition*}[Closure] \glsnoundefn{closure}{closure}{closures} \glssymboldefn{Cl}{$Cl$}{$Cl$} \cloze{If $E$ is a set in $(X, d)$ a metric space, then the closure of $E$ is \[ \Cl E = \{x \in E : \exists e_n \in E, e_n \dto x\} \]} \end{definition*} \end{flashcard} \vspace{-1em} Properties: \begin{enumerate}[(1)] \item \glsref[closure]{Closure} is closed. Suppose $z_n \in \Cl E$ and $z_n \dto z$. Then $\exists e_n \in E$ such that $d(e_n, z_n) < \frac{1}{n}$, so by triangle inequality $e_n \to z$ so $z \in \Cl E$. \item \glsref[closure]{Closure} of $E$ is the smallest closed set containing $E$. \end{enumerate} \begin{flashcard}[interior-defn] \begin{definition*}[Interior] \glsnoundefn{interior}{interior}{interiors} \glssymboldefn{Int}{$Int$}{$Int$} \cloze{If $E$ is a set in $(X, d)$ a metric space, then the interior of $E$ is \[ \Int E = \{x \in E : \exists \delta > 0, B(x, \delta) \subseteq E\} \]} \end{definition*} \end{flashcard} \vspace{-1em} The \gls{interior} of $E$ is the largest open set contained in $E$ (proof left to reader). \glsnoundefn{bound}{boundary}{boundaries} \glssymboldefn{bound}{$\partial$}{$\partial$} $\partial E$ is the boundary of $E$ and is defined by $\partial E = \Cl E \setminus \Int E$. \begin{remark*} The \gls{bound} can be a bit odd. For example, \[ E = \{x \in \RR^n : \|x\| = 1\} \] has the property that $E = \bound E$. However, for simple things, the notion of the \gls{bound} of an open set is what we would expect. \end{remark*} \begin{remark*} The boundary $\partial E = \Cl E \cap (\Int E)^c$ is closed. \end{remark*} \begin{remark*} If we work in $\RR^n$ and $E$ is bounded then $\partial E$ is bounded (and closed) hence compact. \end{remark*} \begin{theorem*} Let $\Omega \subseteq \RR^n$ is open, non-empty and bounded. Let $f : \Omega \to \RR$ be continuous. Let $\phi : \Cl \Omega \to \RR$ be continuous, and twice differentiable on $\Omega$ with $\nabla^2 \phi = 0$ on $\Omega$. Then there can exist at most one such $\phi$ with $\phi = f$ on $\bound \Omega$. \end{theorem*} \vspace{-1em} Suffices to prove: \begin{lemma*} If $\Omega \subseteq \RR^n$ is open, non-empty and bounded, with: \begin{itemize} \item $\phi = \Cl \Omega \to \RR$ continuous \item $\phi$ twice differentiable on $\Omega$ \item $\phi$ continuous on $\Cl\Omega$ \item $\phi = 0$ on $\partial \Omega$ \end{itemize} then $\phi = 0$. \end{lemma*} \begin{proof}[Proof of Theorem from Lemma (easy)] Let $\phi_1$ and $\phi_2$ satisfy the conditions of the theorem. Set $\phi = \phi_1 - \phi_2$. Then $\phi$ satisfies the conditions of the lemma, so $\phi = 0$ on $\Cl E$, so $\phi_1 = \phi_2$ on $\Cl E$. \end{proof} \begin{proof} \textbf{Key step:} If $\Omega$ is open, non-empty and bounded with $\phi$ continuous on $\Cl \Omega$ and $\phi$ twice differentiable on $\Omega$ with $\nabla^2 \phi > 0$, then it can have no interior minimum, i.e. the minimum (know exists by compactness) must be attained on $\partial \Omega$. Suppose $\bf{y} \in \Omega$. Then we can find $\delta > 0$ such that \[ \prod [y_j - \delta, y_j + \delta] \subseteq \Omega \] Since $\nabla^2 \phi > 0$ at $\bf{y}$ there must exist a $k$ such that $\pfrac[2]{\phi}{x_k}{\bf{y}} > 0$ so $\exists 0 < \eta < \delta$ such that $\pfrac[2]{\phi}{x_k} > 0$ on $\prod [y_j - \eta, y_j + \eta]$. Look at \[ g(t) = \phi(y_1, y_2, \ldots, y_{k - 1}, y_k + t, y_{k + 1}, \ldots, y_m) \] $g''(0) > 0$ so no minimum at $t = 0$ so $\phi$ has no minimum at $\bf{y}$ \contradiction. \textbf{Next step:} Conditions as before, but replace $\nabla^2 \phi > 0$ by $\nabla^2 \phi = 0$ on $\Omega$. Then the global minimum for $\phi$ is on the boundary. Set $\phi_N(\bf{x}) = \phi(\bf{x}) + \frac{1}{N} (x_1^2 + x_2^2 + \cdots + x_m^2)$. Then \[ \nabla^2 \phi_N(\bf{x}) = \nabla^2 \phi + \frac{1}{N} (2 + 2 + 2 \cdots + 2) = \frac{2m}{N} > 0 .\] By previous result, there exists $\bf{x}_N \in \bound \Omega$ such that $\phi(\bf{x}_N) \ge \phi(\bf{z})$ for all $\bf{z} \in \Cl\Omega$. There exists $N(j) \to \infty$ and $\bf{x}^* \in \bound \Omega$ (compactness) such that $\bf{x}_{N(j)} \to \bf{x}^*$. By continuity, $\phi(\bf{x}_{N(j)}) \to \phi(\bf{x}^*)$. \[ \phi(\bf{x}_{N(j)}) + \frac{2m}{N(j)} \ge \phi(z) + \frac{2m}{N(j)} \ge \phi(\bf{z}) \qquad \forall z \in \Cl \Omega \] so \[ \phi(\bf{x}^*) \ge \phi(\bf{z}) \qquad \forall \bf{z} \in \Cl \Omega .\] We have shown $\nabla^2 = 0$ on $\Omega$ implies that we have a maximum on the \gls{bound}. But $\nabla^2 = \phi$ then $\nabla^2(-\phi) = 0$ so $-\phi$ has maximum on \gls{bound} so if $\phi = 0$ on $\bound \Omega$ we have $\phi = 0$ on $\Cl \Omega$. \end{proof}