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\marginnote{If we are careful with the meaning of our notation, we could write more succintly $\frac{\partial f}{\partial x_i}(p)$ in place of $\frac{\partial}{\partial x_i}\big|_p(f)$ in the same fashion as in Example~\ref{ex:partialderivative}.}
\noindent\textit{\small Hint: show that $d F_p \left(\frac{\partial}{\partial x^i}\big|_p\right) (f) = \left(\frac{\partial F^j}{\partial x^i} (p) \frac{\partial}{\partial y^j}\big|_{F(p)}\right) (f)$.}
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without using the Proposition above. Here $\frac{\partial F^i}{\partial x^j} (p) = \frac{\partial}{\partial x^j}\big|_p (F^i)$, where $F^i$ is the $i$th component of $F$ with respect to the chart with coordinates $y^j$.\\
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\textit{\small Hint: show that $d F_p \left(\frac{\partial}{\partial x^i}\big|_p\right) (f) = \left(\frac{\partial F^j}{\partial x^i} (p) \frac{\partial}{\partial y^j}\big|_{F(p)}\right) (f)$.}
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\end{exercise}
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\newthought{A particularly important consequence} of this theorem is that our definition coincides with our old euclidean notions if we set $M=\R^m$ and $N=\R^n$.
@@ -565,7 +565,7 @@ \section{The differential of a smooth map}\label{sec:diffsmooth}
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The construction that we employed forced us to fix a basis for the spaces, if this was truly necessary it would defeat the purpose of this whole chapter.
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Fortunately for us, the following exercise shows that, at any given point, the tangent space to a vector space is \emph{canonically}\footnote{That is, independently of the choice of basis.} identified with the vector space itself.
Let $V$ and $W$ be finite-dimensional vector spaces, endowed with their standard smooth structure (see Exercise~\ref{exe:subsetsmanifolds}).
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\begin{enumerate}
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\item Fix $a\in V$. For any vector $v\in V$ define a map $\cT_a(v) : C^\infty(V) \to\R$ by
@@ -590,15 +590,13 @@ \section{The differential of a smooth map}\label{sec:diffsmooth}
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For example, since $GL_n(\R)$ is an open submanifolds of the vector space $M_n(\R)$, we can identify its tangent space at each point $X\in GL_n(\R)$ with the full space of matrices $M_n(\R)$.
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\begin{exercise}[Tangent space of a product manifold]
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Let $M_1, \ldots, M_k$ be smooth manifolds, and for each $j$ let $\pi_j:M_1\times\cdots\times M_k \to M_j$ be the projection onto the $M_j$ factor.
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Let $M_1, \ldots, M_k$ be smooth manifolds (without boundary\footnote{The statement is true also if one (only one!) of the $M_i$ spaces is a smooth manifold with boundary. If there is more than one manifold with boundary, the product space will have ``corners'' that cannot be mapped to half spaces and thus is not a smooth manifold, as a simple example you can consider the closed square $[0,1]\times [0,1]$.}), and for each $j$ let $\pi_j:M_1\times\cdots\times M_k \to M_j$ be the projection onto the $M_j$ factor.
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For any point $p=(p_1,\ldots,p_k)\in M_1\times\cdots\times M_k$, the map
\sigma &: v \mapsto\left(d(\pi_1)_p(v), \ldots, d(\pi_k)_p(v)\right)
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\end{align}
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is an isomorphism.
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The same is true if some of the $M_i$ spaces are smooth manifolds with boundary (optional).
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\end{exercise}
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\begin{remark}
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Let $F:M\to N$ b a smooth map between smooth manifolds and $\gamma:I\to M$ a smooth curve in $M$.
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Then
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\begin{equation}
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d F_{\varphi(t)} (\varphi'(t)) = (F\circ\gamma)'(t).
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d F_{\gamma(t)} (\gamma'(t)) = (F\circ\gamma)'(t).
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\end{equation}
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\end{proposition}
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\begin{proof}
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We are going to use~\eqref{eq:tg_curve_diff} as definition of $\gamma'(t)$.
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Applying the chain rule we obtain:
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\begin{align}
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d F_{\varphi(t)} (\varphi'(t))
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&= d F_{\varphi(t)} \circ d\varphi_t \left(\frac{\partial}{\partial t}\Big|_t\right) \\
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d F_{\gamma(t)} (\gamma'(t))
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&= d F_{\gamma(t)} \circ d\gamma_t\left(\frac{\partial}{\partial t}\Big|_t\right) \\
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&= d (F\circ\gamma)_t \left(\frac{\partial}{\partial t}\Big|_t\right) \\
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&= (F\circ\gamma)'(t).
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\end{align}
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\end{enumerate}
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\end{exercise}
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Of course, we can also define subbundles.
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\begin{definition}
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Let $\pi:E \to M$ be a rank-$n$ vector bundle and $F\subset E$ a submanifold.
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If for all $p\in M$, the intersection $F_p := F\cap E_p$ is a $k$-dimensional subspace of the vector space $E_p$ and $\pi|_F : F \to M$ defines a rank-$k$ vector bundle, then $\pi|F: F \to M$ is called a \emph{subbundle} of $E$.
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\end{definition}
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\begin{exercise}[\textit{[homework 1]}]
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Let $M$ be a smooth $m$-manifold and $N$ a smooth $n$-manifold.
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Let $F:M\to N$ be an embedding and denote $\widetilde M = F(M)\subset N$.
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\begin{enumerate}[(a)]
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\item Show that the tangent bundle of $M$ in $N$, given by $T\widetilde M := dF(TM) \subset TN\Big|_{\widetilde M}$, is a subbundle of $TN\Big|_{\widetilde M}$ by providing explicit local trivialisations in terms of the charts $(U, \varphi)$ for $M$.
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\item Assume that there exist a smooth function $\Phi:N\to\R^{n-k}$ such that $\widetilde M := \{p\in N \mid\Phi(p) = 0\}$ and $d\Phi_p$ has full rank for all $p\in\widetilde M$. Prove that
We still have a question pending since the beginning of the chapter.
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Is the tangent space to a sphere the one that we naively imagine (see Figure~\ref{fig:tan-embedded-sphere})?
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To finally answer the question, we will prove one last proposition.
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Show that $g$ is a smooth embedding and, therefore, that $g(U)$ is a smooth embedded $n$-dimensional submanifold\footnote{$g(U)$ is the the \emph{graph} of $f$!} of $\R^{n+1}$.
Show that the orthogonal matrices $O(n) := \{ Q\in GL(n) \mid Q^TQ=\id\}$ form a $n(n-1)/2$-dimensional submanifold of the $n^2$-manifold $\mathrm{Mat}(n)$ of $n\times n$-matrices.
Copy file name to clipboardExpand all lines: 5-tensors.tex
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@@ -151,6 +151,7 @@ \section{Tensors}
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\end{equation}
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A \emph{metric tensor} or \emph{scalar product} is a non-degenerate pseudo-metric tensor.
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The Riemannian metric is a metric tensor on the tangent bundle of a manifold.
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An example of non-degenerate tensor which is not a metric is the so-called \emph{symplectic form}: a skew-symmetric non-degenerate $(0,2)$-tensor which is central in classical mechanics and the study of Hamiltonian systems.
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