In this section we shall
give one base for the tangent and cotangent space for each chart at a point of a manifold,
show how to convert representations in one base into another,
define the differentials of functions from a manifold to the real line, from an interval to a manifold and from a manifold to another manifold,
and prove the chain, product and quotient rules for those differentials.
Some bases of the tangent space
edit
Definition 2.1 :
Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
with
n
≥
1
{\displaystyle n\geq 1}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. We define for every
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
and
φ
∈
C
n
(
M
)
{\displaystyle \varphi \in {\mathcal {C}}^{n}(M)}
,
φ
:
O
→
R
{\displaystyle \varphi :O\to \mathbb {R} }
:
(
∂
∂
ϕ
j
)
p
:
C
n
(
M
)
→
R
,
(
∂
∂
ϕ
j
)
p
(
φ
)
=
{
(
∂
x
j
(
φ
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
p
∈
O
0
p
∉
O
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}:{\mathcal {C}}^{n}(M)\to \mathbb {R} ,\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )={\begin{cases}\left(\partial _{x_{j}}(\varphi \circ \phi ^{-1})\right)(\phi (p))&p\in O\\0&p\notin O\end{cases}}}
In the following, we will show that these functionals are a basis of the tangent space.
Theorem 2.2 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
with
n
≥
1
{\displaystyle n\geq 1}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. For all
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
:
(
∂
∂
ϕ
j
)
p
∈
T
p
M
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}\in T_{p}M}
i. e. the function
(
∂
∂
ϕ
j
)
p
:
C
n
(
M
)
→
R
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}:{\mathcal {C}}^{n}(M)\to \mathbb {R} }
is contained in the tangent space
T
p
M
{\displaystyle T_{p}M}
.
Proof :
Let
φ
,
ϑ
∈
C
n
(
M
)
{\displaystyle \varphi ,\vartheta \in {\mathcal {C}}^{n}(M)}
.
1. We show linearity.
(
∂
∂
ϕ
j
)
p
(
φ
+
c
ϑ
)
=
(
∂
x
j
(
(
φ
+
c
ϑ
)
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
=
(
∂
x
j
(
φ
∘
ϕ
−
1
+
c
ϑ
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
=
(
∂
x
j
(
φ
∘
ϕ
−
1
)
+
c
∂
x
j
(
ϑ
∘
ϕ
−
1
)
)
)
(
ϕ
(
p
)
)
=
(
∂
∂
ϕ
j
)
p
(
φ
)
+
c
(
∂
∂
ϕ
j
)
p
(
ϑ
)
{\displaystyle {\begin{aligned}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi +c\vartheta )&=\left(\partial _{x_{j}}((\varphi +c\vartheta )\circ \phi ^{-1})\right)(\phi (p))\\&=\left(\partial _{x_{j}}(\varphi \circ \phi ^{-1}+c\vartheta \circ \phi ^{-1})\right)(\phi (p))\\&=\left(\partial _{x_{j}}(\varphi \circ \phi ^{-1})+c\partial _{x_{j}}(\vartheta \circ \phi ^{-1}))\right)(\phi (p))\\&=\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )+c\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\vartheta )\end{aligned}}}
From the second to the third line, we used the linearity of the derivative.
2. We show the product rule.
(
∂
∂
ϕ
j
)
p
(
φ
ϑ
)
=
(
∂
x
j
(
(
φ
ϑ
)
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
=
(
∂
x
j
(
(
φ
∘
ϕ
−
1
)
(
ϑ
∘
ϕ
−
1
)
)
)
(
ϕ
(
p
)
)
=
(
φ
∘
ϕ
−
1
)
(
ϕ
(
p
)
)
(
∂
x
j
(
ϑ
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
+
(
ϑ
∘
ϕ
−
1
)
(
ϕ
(
p
)
)
(
∂
x
j
(
φ
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
=
φ
(
p
)
(
∂
∂
ϕ
j
)
p
(
ϑ
)
+
ϑ
(
p
)
(
∂
∂
ϕ
j
)
p
(
φ
)
{\displaystyle {\begin{aligned}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi \vartheta )&=\left(\partial _{x_{j}}((\varphi \vartheta )\circ \phi ^{-1})\right)(\phi (p))\\&=\left(\partial _{x_{j}}((\varphi \circ \phi ^{-1})(\vartheta \circ \phi ^{-1}))\right)(\phi (p))\\&=(\varphi \circ \phi ^{-1})(\phi (p))\left(\partial _{x_{j}}(\vartheta \circ \phi ^{-1})\right)(\phi (p))+(\vartheta \circ \phi ^{-1})(\phi (p))\left(\partial _{x_{j}}(\varphi \circ \phi ^{-1})\right)(\phi (p))\\&=\varphi (p)\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\vartheta )+\vartheta (p)\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )\end{aligned}}}
From the second to the third line, we used the product rule of the derivative.
3. It follows from the definition of
(
∂
∂
ϕ
j
)
p
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}}
, that
(
∂
∂
ϕ
j
)
p
(
φ
)
=
0
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )=0}
if
φ
{\displaystyle \varphi }
is not defined at
p
{\displaystyle p}
.
◻
{\displaystyle \Box }
Lemma 2.3 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
with atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, and let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
. If we write
ϕ
=
(
ϕ
1
,
…
,
ϕ
d
)
{\displaystyle \phi =(\phi _{1},\ldots ,\phi _{d})}
, then we have for each
k
∈
{
1
,
…
,
d
}
{\displaystyle k\in \{1,\ldots ,d\}}
, that
ϕ
k
∈
C
n
(
M
)
{\displaystyle \phi _{k}\in {\mathcal {C}}^{n}(M)}
.
Proof :
Let
(
U
,
θ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (U,\theta )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
. Since
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
is an atlas,
θ
{\displaystyle \theta }
and
ϕ
{\displaystyle \phi }
are compatible. From this follows that the function
ϕ
|
U
∩
O
∘
θ
|
O
∩
U
−
1
{\displaystyle \phi |_{U\cap O}\circ \theta |_{O\cap U}^{-1}}
is of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
. But if we denote by
π
k
{\displaystyle \pi _{k}}
the function
π
k
:
R
d
→
R
,
π
k
(
x
1
,
…
,
x
d
)
=
x
k
{\displaystyle \pi _{k}:\mathbb {R} ^{d}\to \mathbb {R} ,\pi _{k}(x_{1},\ldots ,x_{d})=x_{k}}
, which is also called the projection to the
k
{\displaystyle k}
-th component , then we have:
ϕ
k
|
U
∩
O
∘
θ
|
O
∩
U
−
1
=
π
k
∘
ϕ
|
U
∩
O
∘
θ
|
O
∩
U
−
1
{\displaystyle \phi _{k}|_{U\cap O}\circ \theta |_{O\cap U}^{-1}=\pi _{k}\circ \phi |_{U\cap O}\circ \theta |_{O\cap U}^{-1}}
It is not difficult to show that
π
k
{\displaystyle \pi _{k}}
is contained in
C
∞
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{\infty }(\mathbb {R} ^{d},\mathbb {R} )}
, and therefore the function
π
k
∘
ϕ
|
U
∩
O
∘
θ
|
O
∩
U
−
1
{\displaystyle \pi _{k}\circ \phi |_{U\cap O}\circ \theta |_{O\cap U}^{-1}}
is contained in
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
as a composition of
n
{\displaystyle n}
-times continuously differentiable functions (or continuous functions if
n
=
0
{\displaystyle n=0}
).
◻
{\displaystyle \Box }
Lemma 2.4 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
with
n
≥
1
{\displaystyle n\geq 1}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. If we write
ϕ
=
(
ϕ
1
,
…
,
ϕ
d
)
{\displaystyle \phi =(\phi _{1},\ldots ,\phi _{d})}
we have:
(
∂
∂
ϕ
j
)
p
(
ϕ
k
)
=
{
1
j
=
k
0
j
≠
k
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\phi _{k})={\begin{cases}1&j=k\\0&j\neq k\end{cases}}}
Note that due to lemma 2.3,
ϕ
k
∈
C
n
(
M
)
{\displaystyle \phi _{k}\in {\mathcal {C}}^{n}(M)}
for all
k
∈
{
1
,
…
,
d
}
{\displaystyle k\in \{1,\ldots ,d\}}
, which is why the above expression makes sense.
Proof :
We have:
(
∂
∂
ϕ
j
)
p
(
ϕ
k
)
=
(
∂
x
j
(
ϕ
k
∘
ϕ
−
1
)
)
(
ϕ
(
p
)
)
=
lim
y
→
0
(
ϕ
k
∘
ϕ
−
1
)
(
x
1
,
…
,
x
j
−
1
,
x
j
+
y
,
x
j
+
1
,
…
,
x
d
)
−
(
ϕ
k
∘
ϕ
−
1
)
(
x
1
,
…
,
x
d
)
y
{\displaystyle {\begin{aligned}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\phi _{k})&=\left(\partial _{x_{j}}(\phi _{k}\circ \phi ^{-1})\right)(\phi (p))\\&=\lim _{y\to 0}{\frac {(\phi _{k}\circ \phi ^{-1})(x_{1},\ldots ,x_{j-1},x_{j}+y,x_{j+1},\ldots ,x_{d})-(\phi _{k}\circ \phi ^{-1})(x_{1},\ldots ,x_{d})}{y}}\end{aligned}}}
Further,
(
ϕ
k
∘
ϕ
−
1
)
(
x
1
,
…
,
x
d
)
=
x
k
{\displaystyle (\phi _{k}\circ \phi ^{-1})(x_{1},\ldots ,x_{d})=x_{k}}
and
(
ϕ
k
∘
ϕ
−
1
)
(
x
1
,
…
,
x
j
−
1
,
x
j
+
y
,
x
j
+
1
,
…
,
x
d
)
=
{
x
k
+
y
k
=
j
x
k
k
≠
j
{\displaystyle (\phi _{k}\circ \phi ^{-1})(x_{1},\ldots ,x_{j-1},x_{j}+y,x_{j+1},\ldots ,x_{d})={\begin{cases}x_{k}+y&k=j\\x_{k}&k\neq j\end{cases}}}
Inserting this in the above limit gives the lemma.
◻
{\displaystyle \Box }
Theorem 2.5 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
with
n
≥
1
{\displaystyle n\geq 1}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. The tangent vectors
(
∂
∂
ϕ
j
)
p
∈
T
p
M
,
j
∈
{
1
,
…
,
d
}
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}\in T_{p}M,j\in \{1,\ldots ,d\}}
are linearly independent.
Proof :
We write again
ϕ
=
(
ϕ
1
,
…
,
ϕ
d
)
{\displaystyle \phi =(\phi _{1},\ldots ,\phi _{d})}
.
Let
∑
j
=
1
d
a
j
(
∂
∂
ϕ
j
)
p
=
0
p
{\displaystyle \sum _{j=1}^{d}a_{j}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}=0_{p}}
. Then we have for all
k
∈
{
1
,
…
,
d
}
{\displaystyle k\in \{1,\ldots ,d\}}
:
0
=
0
p
(
ϕ
k
)
=
∑
j
=
1
d
a
j
(
∂
∂
ϕ
j
)
p
(
ϕ
k
)
=
a
k
{\displaystyle 0=0_{p}(\phi _{k})=\sum _{j=1}^{d}a_{j}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\phi _{k})=a_{k}}
◻
{\displaystyle \Box }
Lemma 2.6 :
Let
M
{\displaystyle M}
be a manifold with atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
,
p
∈
M
{\displaystyle p\in M}
,
V
⊆
M
{\displaystyle V\subseteq M}
be open, let
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
and
φ
:
V
→
R
,
φ
(
q
)
=
c
{\displaystyle \varphi :V\to \mathbb {R} ,\varphi (q)=c}
for a
c
∈
R
{\displaystyle c\in \mathbb {R} }
; i. e.
φ
{\displaystyle \varphi }
is a constant function. Then
φ
∈
C
∞
(
M
)
{\displaystyle \varphi \in {\mathcal {C}}^{\infty }(M)}
and
V
p
(
φ
)
=
0
{\displaystyle \mathbf {V} _{p}(\varphi )=0}
.
Proof :
1. We show
φ
∈
C
∞
(
M
)
{\displaystyle \varphi \in {\mathcal {C}}^{\infty }(M)}
.
By assumption,
V
⊆
M
{\displaystyle V\subseteq M}
is open. This means the first part of the definition of a
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
is fulfilled.
Further, for each
(
U
,
θ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (U,\theta )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and
x
∈
θ
(
V
∩
U
)
{\displaystyle x\in \theta (V\cap U)}
, we have:
φ
∘
θ
|
U
∩
V
(
x
)
=
c
{\displaystyle \varphi \circ \theta |_{U\cap V}(x)=c}
This is contained in
C
∞
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{\infty }(\mathbb {R} ^{d},\mathbb {R} )}
.
2. We show that
V
p
(
φ
)
=
0
{\displaystyle \mathbf {V} _{p}(\varphi )=0}
.
We define
ϑ
:
V
→
R
,
ϑ
(
q
)
=
1
{\displaystyle \vartheta :V\to \mathbb {R} ,\vartheta (q)=1}
. Using the two rules linearity and product rule for tangent vectors, we obtain:
V
p
(
φ
)
=
V
p
(
ϑ
φ
)
=
1
V
p
(
φ
)
+
φ
(
p
)
V
p
(
ϑ
)
=
V
p
(
φ
)
+
V
p
(
ϑ
φ
(
p
)
)
=
V
p
(
φ
)
+
V
p
(
φ
)
{\displaystyle \mathbf {V} _{p}(\varphi )=\mathbf {V} _{p}(\vartheta \varphi )=1\mathbf {V} _{p}(\varphi )+\varphi (p)\mathbf {V} _{p}(\vartheta )=\mathbf {V} _{p}(\varphi )+\mathbf {V} _{p}(\vartheta \varphi (p))=\mathbf {V} _{p}(\varphi )+\mathbf {V} _{p}(\varphi )}
Subtracting
V
p
(
φ
)
{\displaystyle \mathbf {V} _{p}(\varphi )}
, we obtain
V
p
(
φ
)
=
0
{\displaystyle \mathbf {V} _{p}(\varphi )=0}
.
◻
{\displaystyle \Box }
Proof :
Let
U
⊆
M
{\displaystyle U\subseteq M}
be open, and let
φ
:
U
→
R
{\displaystyle \varphi :U\to \mathbb {R} }
be contained in
C
n
(
M
)
{\displaystyle {\mathcal {C}}^{n}(M)}
.
Case 1:
p
∉
U
{\displaystyle p\notin U}
.
In this case,
V
p
(
φ
)
=
0
{\displaystyle \mathbf {V} _{p}(\varphi )=0}
and
(
∂
∂
ϕ
j
)
p
(
φ
)
=
0
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )=0}
, since
φ
{\displaystyle \varphi }
is not defined at
p
{\displaystyle p}
and both
V
p
{\displaystyle \mathbf {V} _{p}}
and
(
∂
∂
ϕ
j
)
p
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}}
are tangent vectors. From this follows the formula.
Case 2:
p
∈
U
{\displaystyle p\in U}
.
In this case, we obtain that the set
ϕ
(
U
∩
O
)
{\displaystyle \phi (U\cap O)}
is open in
R
d
{\displaystyle \mathbb {R} ^{d}}
as follows: Since
ϕ
:
O
→
ϕ
(
O
)
{\displaystyle \phi :O\to \phi (O)}
is a homeomorphism by definition of charts, the set
ϕ
(
U
∩
O
)
{\displaystyle \phi (U\cap O)}
is open in
ϕ
(
O
)
{\displaystyle \phi (O)}
. By definition of the subspace topology , we have
ϕ
(
U
∩
O
)
=
V
∩
ϕ
(
O
)
{\displaystyle \phi (U\cap O)=V\cap \phi (O)}
for a
V
{\displaystyle V}
open in
R
d
{\displaystyle \mathbb {R} ^{d}}
. But
V
∩
ϕ
(
O
)
{\displaystyle V\cap \phi (O)}
is open in
R
d
{\displaystyle \mathbb {R} ^{d}}
as the intersection of two open sets; recall that
ϕ
(
O
)
{\displaystyle \phi (O)}
was required to be open in the definition of a chart.
Furthermore, from
p
∈
U
{\displaystyle p\in U}
and
p
∈
O
{\displaystyle p\in O}
it follows that
p
∈
U
∩
O
{\displaystyle p\in U\cap O}
, and therefore
ϕ
(
p
)
∈
ϕ
(
O
∩
U
)
{\displaystyle \phi (p)\in \phi (O\cap U)}
. Since
ϕ
(
O
∩
U
)
{\displaystyle \phi (O\cap U)}
is open, we find an
ϵ
>
0
{\displaystyle \epsilon >0}
such that the open ball
B
ϵ
(
ϕ
(
p
)
)
{\displaystyle B_{\epsilon }(\phi (p))}
is contained in
ϕ
(
O
∩
U
)
{\displaystyle \phi (O\cap U)}
. We define
W
:=
ϕ
−
1
(
B
ϵ
(
ϕ
(
p
)
)
)
{\displaystyle W:=\phi ^{-1}(B_{\epsilon }(\phi (p)))}
. Since
ϕ
{\displaystyle \phi }
is bijective,
W
⊆
U
∩
O
{\displaystyle W\subseteq U\cap O}
, and since
ϕ
{\displaystyle \phi }
is a homeomorphism, in particular continuous,
W
{\displaystyle W}
is open in
O
{\displaystyle O}
with respect to the subspace topology of
O
{\displaystyle O}
. From this also follows
O
{\displaystyle O}
open in
M
{\displaystyle M}
, because if
W
{\displaystyle W}
is open in
O
{\displaystyle O}
, then by definition of the subspace topology it is of the form
V
∩
O
{\displaystyle V\cap O}
for an open set
V
⊆
M
{\displaystyle V\subseteq M}
, and hence it is open as the intersection of two open sets.
We have that
φ
|
W
:
W
→
R
{\displaystyle \varphi |_{W}:W\to \mathbb {R} }
, is contained in
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
:
W
{\displaystyle W}
is an open subset of
M
{\displaystyle M}
, and if
(
V
,
θ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (V,\theta )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, then
φ
|
W
∩
V
∘
θ
|
W
∩
V
−
1
=
(
φ
|
U
∩
V
∘
θ
|
U
∩
V
−
1
)
|
θ
(
W
∩
V
)
{\displaystyle \varphi |_{W\cap V}\circ \theta |_{W\cap V}^{-1}=(\varphi |_{U\cap V}\circ \theta |_{U\cap V}^{-1})|_{\theta (W\cap V)}}
,
(check this by direct calculation!), which is contained in
C
∞
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{\infty }(\mathbb {R} ^{d},\mathbb {R} )}
as the restriction of an arbitrarily often continuously differentiable function.
We now define the function
F
:
B
ϵ
(
ϕ
(
p
)
)
→
R
{\displaystyle F:B_{\epsilon }(\phi (p))\to \mathbb {R} }
,
F
(
x
)
=
(
φ
∘
ϕ
−
1
)
(
x
)
{\displaystyle F(x)=(\varphi \circ \phi ^{-1})(x)}
, and further for each
x
∈
B
ϵ
(
ϕ
(
p
)
)
{\displaystyle x\in B_{\epsilon }(\phi (p))}
, we define
μ
x
(
ξ
)
:=
F
(
ξ
x
+
(
1
−
ξ
)
ϕ
(
p
)
)
{\displaystyle \mu _{x}(\xi ):=F(\xi x+(1-\xi )\phi (p))}
From the fundamental theorem of calculus, the multi-dimensional chain rule and the linearity of the integral follows for each
x
∈
B
ϵ
(
ϕ
(
p
)
)
{\displaystyle x\in B_{\epsilon }(\phi (p))}
, that
F
(
x
)
=
μ
x
(
1
)
=
μ
x
(
0
)
+
∫
0
1
μ
x
′
(
ξ
)
d
ξ
=
F
(
ϕ
(
p
)
)
+
∑
j
=
1
d
(
x
j
−
ϕ
(
p
)
j
)
∫
0
1
∂
x
j
F
(
ξ
ϕ
(
p
)
+
(
1
−
ξ
)
x
)
d
ξ
{\displaystyle {\begin{aligned}F(x)&=\mu _{x}(1)\\&=\mu _{x}(0)+\int _{0}^{1}\mu _{x}'(\xi )d\xi \\&=F(\phi (p))+\sum _{j=1}^{d}(x_{j}-\phi (p)_{j})\int _{0}^{1}\partial _{x_{j}}F(\xi \phi (p)+(1-\xi )x)d\xi \end{aligned}}}
If one sets
x
=
ϕ
(
q
)
{\displaystyle x=\phi (q)}
for
q
∈
W
{\displaystyle q\in W}
, one obtains, inserting the definition of
F
{\displaystyle F}
:
φ
(
q
)
=
φ
(
p
)
+
∑
j
=
1
d
(
ϕ
(
q
)
j
−
ϕ
(
p
)
j
)
∫
0
1
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ξ
ϕ
(
p
)
+
(
1
−
ξ
)
ϕ
(
q
)
)
d
ξ
{\displaystyle \varphi (q)=\varphi (p)+\sum _{j=1}^{d}(\phi (q)_{j}-\phi (p)_{j})\int _{0}^{1}\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\xi \phi (p)+(1-\xi )\phi (q))d\xi }
Now we define the functions
f
j
:
W
→
R
,
f
j
(
q
)
:=
∫
0
1
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ξ
ϕ
(
p
)
+
(
1
−
ξ
)
ϕ
(
q
)
)
d
ξ
{\displaystyle f_{j}:W\to \mathbb {R} ,f_{j}(q):=\int _{0}^{1}\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\xi \phi (p)+(1-\xi )\phi (q))d\xi }
These are contained in
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
since they are defined on
W
{\displaystyle W}
which is open, and further, if
(
V
,
θ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (V,\theta )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, then
f
j
|
V
∩
W
∘
θ
|
V
∩
W
−
1
=
∫
0
1
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ξ
ϕ
|
V
∩
W
∘
θ
|
V
∩
W
−
1
+
(
1
−
ξ
)
ϕ
|
V
∩
W
∘
θ
|
V
∩
W
−
1
)
d
ξ
{\displaystyle f_{j}|_{V\cap W}\circ \theta |_{V\cap W}^{-1}=\int _{0}^{1}\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\xi \phi |_{V\cap W}\circ \theta |_{V\cap W}^{-1}+(1-\xi )\phi |_{V\cap W}\circ \theta |_{V\cap W}^{-1})d\xi }
, which is arbitrarily often differentiable by the Leibniz integral rule as the integral of a composition of arbitrarily often differentiable functions on a compact set.
Further, again denoting
ϕ
=
(
ϕ
1
,
…
,
ϕ
d
)
{\displaystyle \phi =(\phi _{1},\ldots ,\phi _{d})}
, the functions
ϕ
k
{\displaystyle \phi _{k}}
,
k
∈
{
1
,
…
,
d
}
{\displaystyle k\in \{1,\ldots ,d\}}
are contained in
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
due to lemma 2.3.
Since
φ
|
W
∈
C
∞
(
M
)
{\displaystyle \varphi |_{W}\in {\mathcal {C}}^{\infty }(M)}
,
V
p
(
φ
|
W
)
{\displaystyle \mathbf {V} _{p}(\varphi |_{W})}
is defined. We apply the rules (linearity and product rule) for tangent vectors and lemma 2.6 (we are allowed to do so because all the relevant functions are contained in
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
), and obtain:
V
p
(
φ
|
W
)
=
V
p
(
φ
(
p
)
+
∑
j
=
1
d
(
ϕ
j
−
ϕ
(
p
)
j
)
f
j
)
=
∑
j
=
1
d
(
ϕ
j
(
p
)
V
p
(
f
j
)
+
f
j
(
p
)
V
p
(
ϕ
j
)
−
ϕ
(
p
)
j
V
p
(
f
j
)
)
=
∑
j
=
1
d
f
j
(
p
)
V
p
(
ϕ
j
)
{\displaystyle {\begin{aligned}\mathbf {V} _{p}(\varphi |_{W})&=\mathbf {V} _{p}\left(\varphi (p)+\sum _{j=1}^{d}(\phi _{j}-\phi (p)_{j})f_{j}\right)\\&=\sum _{j=1}^{d}\left(\phi _{j}(p)\mathbf {V} _{p}(f_{j})+f_{j}(p)\mathbf {V} _{p}(\phi _{j})-\phi (p)_{j}\mathbf {V} _{p}(f_{j})\right)\\&=\sum _{j=1}^{d}f_{j}(p)\mathbf {V} _{p}(\phi _{j})\end{aligned}}}
, since due to our notation it's clear that
ϕ
j
(
p
)
=
ϕ
(
p
)
j
{\displaystyle \phi _{j}(p)=\phi (p)_{j}}
.
But
f
j
(
p
)
=
∫
0
1
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ξ
ϕ
(
p
)
+
(
1
−
ξ
)
ϕ
(
p
)
)
d
ξ
=
∫
0
1
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ϕ
(
p
)
)
d
ξ
=
∂
x
j
(
φ
∘
ϕ
−
1
)
(
ϕ
(
p
)
)
=
(
∂
∂
ϕ
j
)
p
(
φ
)
{\displaystyle {\begin{aligned}f_{j}(p)&=\int _{0}^{1}\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\xi \phi (p)+(1-\xi )\phi (p))d\xi \\&=\int _{0}^{1}\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\phi (p))d\xi \\&=\partial _{x_{j}}(\varphi \circ \phi ^{-1})(\phi (p))\\&=\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )\end{aligned}}}
Thus we have successfully shown
V
p
(
φ
|
W
)
=
∑
j
=
1
d
V
p
(
ϕ
j
)
(
∂
∂
ϕ
j
)
p
(
φ
)
{\displaystyle \mathbf {V} _{p}(\varphi |_{W})=\sum _{j=1}^{d}\mathbf {V} _{p}(\phi _{j})\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\varphi )}
But due to the definition of subtraction on
C
∞
(
M
)
{\displaystyle {\mathcal {C}}^{\infty }(M)}
, due to lemma 2.6, and due to the fact that the constant zero function is a constant function:
V
p
(
φ
|
W
−
φ
)
=
V
p
(
0
)
=
0
{\displaystyle \mathbf {V} _{p}(\varphi |_{W}-\varphi )=\mathbf {V} _{p}(0)=0}
Due to linearity of
V
p
{\displaystyle \mathbf {V} _{p}}
follows
0
=
V
p
(
φ
|
W
)
−
V
p
(
φ
)
{\displaystyle 0=\mathbf {V} _{p}(\varphi |_{W})-\mathbf {V} _{p}(\varphi )}
, i. e.
V
p
(
φ
|
W
)
=
V
p
(
φ
)
{\displaystyle \mathbf {V} _{p}(\varphi |_{W})=\mathbf {V} _{p}(\varphi )}
. Now, inserting in the above equation gives the theorem.
◻
{\displaystyle \Box }
Together with theorem 2.5, this theorem shows that
{
(
∂
∂
ϕ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}{\Bigg |}j\in \{1,\ldots ,d\}\right\}}
is a basis of
T
p
M
{\displaystyle T_{p}M}
, because a basis is a linearly independent generating set. And since the dimension of a vector space was defined to be the number of elements in a basis, this implies that the dimension of
T
p
M
{\displaystyle T_{p}M}
is equal to
d
{\displaystyle d}
.
Some bases of the cotangent space
edit
Definition 2.8 :
Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
∞
{\displaystyle {\mathcal {C}}^{\infty }}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. We write
ϕ
=
(
ϕ
1
,
…
,
ϕ
d
)
{\displaystyle \phi =(\phi _{1},\ldots ,\phi _{d})}
. Then we define for
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
:
(
d
ϕ
j
)
p
:
T
p
M
→
R
,
(
d
ϕ
j
)
p
(
V
p
)
:=
V
p
(
ϕ
j
)
{\displaystyle (d\phi _{j})_{p}:T_{p}M\to \mathbb {R} ,(d\phi _{j})_{p}(\mathbf {V} _{p}):=\mathbf {V} _{p}(\phi _{j})}
Note that
(
d
ϕ
j
)
p
{\displaystyle (d\phi _{j})_{p}}
is well-defined because of lemma 2.3.
Theorem 2.9 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
∞
{\displaystyle {\mathcal {C}}^{\infty }}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. For all
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
,
(
d
ϕ
j
)
p
{\displaystyle (d\phi _{j})_{p}}
is contained in
T
p
M
∗
{\displaystyle T_{p}M^{*}}
.
Proof :
By definition,
d
ϕ
k
{\displaystyle d\phi _{k}}
maps from
T
p
M
{\displaystyle T_{p}M}
to
R
{\displaystyle \mathbb {R} }
. Thus, linearity is the only thing left to show. Indeed, for
V
p
,
W
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p},\mathbf {W} _{p}\in T_{p}M}
and
b
∈
R
{\displaystyle b\in \mathbb {R} }
, we have, since addition and scalar multiplication in
T
p
M
{\displaystyle T_{p}M}
are defined pointwise:
(
d
ϕ
j
)
p
(
V
p
+
b
W
p
)
=
(
V
p
+
b
W
p
)
(
ϕ
k
)
=
V
p
(
ϕ
k
)
+
b
W
p
(
ϕ
k
)
=
(
d
ϕ
j
)
p
(
V
p
)
+
b
(
d
ϕ
j
)
p
(
W
p
)
{\displaystyle {\begin{aligned}(d\phi _{j})_{p}(\mathbf {V} _{p}+b\mathbf {W} _{p})&=(\mathbf {V} _{p}+b\mathbf {W} _{p})(\phi _{k})\\&=\mathbf {V} _{p}(\phi _{k})+b\mathbf {W} _{p}(\phi _{k})\\&=(d\phi _{j})_{p}(\mathbf {V} _{p})+b(d\phi _{j})_{p}(\mathbf {W} _{p})\end{aligned}}}
◻
{\displaystyle \Box }
Lemma 2.10 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
∞
{\displaystyle {\mathcal {C}}^{\infty }}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. For
j
,
k
∈
{
1
,
…
,
d
}
{\displaystyle j,k\in \{1,\ldots ,d\}}
, the following equation holds:
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
=
{
1
k
=
j
0
k
≠
j
{\displaystyle (d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right)={\begin{cases}1&k=j\\0&k\neq j\end{cases}}}
Proof :
We have:
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
=
(
∂
∂
ϕ
k
)
p
(
ϕ
j
)
=
lemma 2.4
{
1
k
=
j
0
k
≠
j
{\displaystyle (d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right)=\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}(\phi _{j}){\overset {\text{lemma 2.4}}{=}}{\begin{cases}1&k=j\\0&k\neq j\end{cases}}}
◻
{\displaystyle \Box }
Theorem 2.11 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional manifold of class
C
∞
{\displaystyle {\mathcal {C}}^{\infty }}
and atlas
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
, let
(
O
,
ϕ
)
∈
{
(
O
υ
,
ϕ
υ
)
|
υ
∈
Υ
}
{\displaystyle (O,\phi )\in \{(O_{\upsilon },\phi _{\upsilon })|\upsilon \in \Upsilon \}}
and let
p
∈
O
{\displaystyle p\in O}
. The cotangent vectors
(
d
ϕ
j
)
p
,
j
∈
{
1
,
…
,
d
}
{\displaystyle (d\phi _{j})_{p},j\in \{1,\ldots ,d\}}
are linearly independent.
Proof :
Let
0
=
∑
j
=
1
d
a
j
(
d
ϕ
j
)
p
{\displaystyle 0=\sum _{j=1}^{d}a_{j}(d\phi _{j})_{p}}
, where by
0
{\displaystyle 0}
we mean the zero of
T
p
M
∗
{\displaystyle T_{p}M^{*}}
. Then we have for all
k
∈
{
1
,
…
,
d
}
{\displaystyle k\in \{1,\ldots ,d\}}
:
0
=
∑
j
=
1
d
a
j
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
=
lemma 2.10
a
k
{\displaystyle 0=\sum _{j=1}^{d}a_{j}(d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right){\overset {\text{lemma 2.10}}{=}}a_{k}}
◻
{\displaystyle \Box }
Proof :
Let
α
p
∈
T
p
M
∗
{\displaystyle \alpha _{p}\in T_{p}M^{*}}
and
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
. Due to theorem 2.7, we have
V
p
=
∑
j
=
1
d
V
p
(
ϕ
j
)
(
∂
∂
ϕ
j
)
p
{\displaystyle \mathbf {V} _{p}=\sum _{j=1}^{d}\mathbf {V} _{p}(\phi _{j})\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}}
Therefore, and due to the linearity of
α
p
{\displaystyle \alpha _{p}}
(because
T
p
M
∗
{\displaystyle T_{p}M^{*}}
was the space of linear functions to
R
{\displaystyle \mathbb {R} }
):
α
p
(
V
p
)
=
∑
j
=
1
d
V
p
(
ϕ
j
)
α
p
(
(
∂
∂
ϕ
j
)
p
)
=
∑
j
=
1
d
α
p
(
(
∂
∂
ϕ
j
)
p
)
(
d
ϕ
j
)
p
(
V
p
)
{\displaystyle {\begin{aligned}\alpha _{p}(\mathbf {V} _{p})&=\sum _{j=1}^{d}\mathbf {V} _{p}(\phi _{j})\alpha _{p}\left(\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}\right)\\&=\sum _{j=1}^{d}\alpha _{p}\left(\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}\right)(d\phi _{j})_{p}(\mathbf {V} _{p})\end{aligned}}}
Since
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
was arbitrary, the theorem is proven.
◻
{\displaystyle \Box }
From theorems 2.11 and 2.12 follows, as in the last subsection, that
{
(
d
ϕ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{(d\phi _{j})_{p}{\big |}j\in \{1,\ldots ,d\}\right\}}
is a basis for
T
p
M
∗
{\displaystyle T_{p}M^{*}}
, and that the dimension of
T
p
M
∗
{\displaystyle T_{p}M^{*}}
is equal to
d
{\displaystyle d}
, like the dimension of
T
p
M
{\displaystyle T_{p}M}
.
Expressing elements of the tangent and cotangent spaces in different bases
edit
If
M
{\displaystyle M}
is a manifold,
p
∈
M
{\displaystyle p\in M}
and
(
O
,
ϕ
)
,
(
U
,
θ
)
{\displaystyle (O,\phi ),(U,\theta )}
are two charts in
M
{\displaystyle M}
's atlas such that
p
∈
O
{\displaystyle p\in O}
and
p
∈
U
{\displaystyle p\in U}
. Then follows from the last two subsections, that
{
(
∂
∂
ϕ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}{\Bigg |}j\in \{1,\ldots ,d\}\right\}}
and
{
(
∂
∂
θ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{\left({\frac {\partial }{\partial \theta _{j}}}\right)_{p}{\Bigg |}j\in \{1,\ldots ,d\}\right\}}
are bases for
T
p
M
{\displaystyle T_{p}M}
, and
{
(
d
ϕ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{(d\phi _{j})_{p}{\big |}j\in \{1,\ldots ,d\}\right\}}
and
{
(
d
θ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{(d\theta _{j})_{p}{\big |}j\in \{1,\ldots ,d\}\right\}}
are bases for
T
p
M
∗
{\displaystyle T_{p}M^{*}}
.
One could now ask the questions:
If we have an element
V
p
{\displaystyle \mathbf {V} _{p}}
in
T
p
M
{\displaystyle T_{p}M}
given by
V
p
=
∑
j
=
1
d
a
j
(
∂
∂
ϕ
j
)
p
{\displaystyle \mathbf {V} _{p}=\sum _{j=1}^{d}a_{j}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}}
, then how can we represent
V
p
{\displaystyle \mathbf {V} _{p}}
as linear combination of the basis
{
(
∂
∂
θ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{\left({\frac {\partial }{\partial \theta _{j}}}\right)_{p}{\Bigg |}j\in \{1,\ldots ,d\}\right\}}
?
Or if we have an element
α
p
{\displaystyle \alpha _{p}}
in
T
p
M
∗
{\displaystyle T_{p}M^{*}}
given by
α
p
=
∑
j
=
1
d
a
j
(
d
ϕ
j
)
p
{\displaystyle \alpha _{p}=\sum _{j=1}^{d}a_{j}(d\phi _{j})_{p}}
, then how can we represent
α
p
{\displaystyle \alpha _{p}}
as linear combination of the basis
{
(
d
θ
j
)
p
|
j
∈
{
1
,
…
,
d
}
}
{\displaystyle \left\{(d\theta _{j})_{p}{\big |}j\in \{1,\ldots ,d\}\right\}}
?
The following two theorems answer these questions:
Proof :
Due to theorem 2.7, we have for
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
:
(
∂
∂
ϕ
j
)
p
=
∑
k
=
1
d
(
∂
∂
ϕ
j
)
p
(
θ
k
)
(
∂
∂
θ
k
)
p
{\displaystyle \left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}=\sum _{k=1}^{d}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\theta _{k})\left({\frac {\partial }{\partial \theta _{k}}}\right)_{p}}
From this follows:
V
p
=
∑
j
=
1
d
a
j
(
∂
∂
ϕ
j
)
p
=
∑
j
=
1
d
a
j
∑
k
=
1
d
(
∂
∂
ϕ
j
)
p
(
θ
k
)
(
∂
∂
θ
k
)
p
=
∑
k
=
1
d
∑
j
=
1
d
a
j
(
∂
∂
ϕ
j
)
p
(
θ
k
)
(
∂
∂
θ
k
)
p
{\displaystyle {\begin{aligned}\mathbf {V} _{p}&=\sum _{j=1}^{d}a_{j}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}\\&=\sum _{j=1}^{d}a_{j}\sum _{k=1}^{d}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\theta _{k})\left({\frac {\partial }{\partial \theta _{k}}}\right)_{p}\\&=\sum _{k=1}^{d}\sum _{j=1}^{d}a_{j}\left({\frac {\partial }{\partial \phi _{j}}}\right)_{p}(\theta _{k})\left({\frac {\partial }{\partial \theta _{k}}}\right)_{p}\end{aligned}}}
◻
{\displaystyle \Box }
Proof :
Due to theorem 2.12, we have for
j
∈
{
1
,
…
,
d
}
{\displaystyle j\in \{1,\ldots ,d\}}
:
(
d
ϕ
j
)
p
=
∑
k
=
1
d
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
(
d
θ
k
)
p
{\displaystyle (d\phi _{j})_{p}=\sum _{k=1}^{d}(d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right)(d\theta _{k})_{p}}
Thus we obtain:
α
p
=
∑
j
=
1
d
a
j
(
d
ϕ
j
)
p
=
∑
j
=
1
d
a
j
∑
k
=
1
d
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
(
d
θ
k
)
p
=
∑
k
=
1
d
∑
j
=
1
d
a
j
(
d
ϕ
j
)
p
(
(
∂
∂
ϕ
k
)
p
)
(
d
θ
k
)
p
{\displaystyle {\begin{aligned}\alpha _{p}&=\sum _{j=1}^{d}a_{j}(d\phi _{j})_{p}\\&=\sum _{j=1}^{d}a_{j}\sum _{k=1}^{d}(d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right)(d\theta _{k})_{p}\\&=\sum _{k=1}^{d}\sum _{j=1}^{d}a_{j}(d\phi _{j})_{p}\left(\left({\frac {\partial }{\partial \phi _{k}}}\right)_{p}\right)(d\theta _{k})_{p}\end{aligned}}}
◻
{\displaystyle \Box }
The pullback and the differentials
edit
In this subsection, we will define the pullback and the differential. For the differential, we need three definitions, one for each of the following types of functions:
functions from a manifold to another manifold
functions from a manifold to
R
{\displaystyle \mathbb {R} }
functions from an interval
I
⊆
R
{\displaystyle I\subseteq \mathbb {R} }
to a manifold (i. e. curves)
For the first of these, the differential of functions from a manifold to another manifold, we need to define what the pullback is:
Lemma 2.16 : Let
M
{\displaystyle M}
be a
d
{\displaystyle d}
-dimensional and
N
{\displaystyle N}
be a
b
{\displaystyle b}
-dimensional manifold, let
k
∈
N
0
∪
{
∞
}
{\displaystyle k\in \mathbb {N} _{0}\cup \{\infty \}}
and let
ψ
:
M
→
N
{\displaystyle \psi :M\to N}
be differentiable of class
C
k
{\displaystyle {\mathcal {C}}^{k}}
. Then
ψ
{\displaystyle \psi }
is continuous.
Proof :
We show that for an arbitrary
p
∈
M
{\displaystyle p\in M}
,
ψ
{\displaystyle \psi }
is continuous on an open neighbourhood of
p
{\displaystyle p}
. There is a theorem in topology which states that from this follows continuity.
We choose
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
in the atlas of
M
{\displaystyle M}
such that
p
∈
O
{\displaystyle p\in O}
, and
(
U
,
θ
)
{\displaystyle (U,\theta )}
in the atlas of
N
{\displaystyle N}
such that
ψ
(
p
)
∈
U
{\displaystyle \psi (p)\in U}
. Due to the differentiability of
ψ
{\displaystyle \psi }
, the function
θ
∘
ψ
∘
ϕ
|
ϕ
(
O
∩
ψ
−
1
(
U
)
)
−
1
{\displaystyle \theta \circ \psi \circ \phi |_{\phi (O\cap \psi ^{-1}(U))}^{-1}}
is contained in
C
k
(
R
d
,
R
b
)
{\displaystyle {\mathcal {C}}^{k}(\mathbb {R} ^{d},\mathbb {R} ^{b})}
, and therefore continuous. But
ϕ
{\displaystyle \phi }
and
θ
{\displaystyle \theta }
are charts and therefore homeomorphisms, and thus the function
ψ
|
O
∩
ψ
−
1
(
U
)
:
O
∩
ψ
−
1
(
U
)
→
N
,
ψ
=
θ
−
1
∘
θ
∘
ψ
∘
ϕ
|
O
∩
ψ
−
1
(
U
)
−
1
∘
ϕ
|
O
∩
ψ
−
1
(
U
)
{\displaystyle \psi |_{O\cap \psi ^{-1}(U)}:O\cap \psi ^{-1}(U)\to N,\psi =\theta ^{-1}\circ \theta \circ \psi \circ \phi |_{O\cap \psi ^{-1}(U)}^{-1}\circ \phi |_{O\cap \psi ^{-1}(U)}}
is continuous as the composition of continuous functions.
◻
{\displaystyle \Box }
Lemma 2.17 : Let
M
,
N
{\displaystyle M,N}
be two manifolds, let
ψ
:
M
→
N
{\displaystyle \psi :M\to N}
be differentiable of class
C
k
{\displaystyle {\mathcal {C}}^{k}}
, and let
φ
∈
C
k
(
N
)
{\displaystyle \varphi \in {\mathcal {C}}^{k}(N)}
be defined on the open set
U
⊆
N
{\displaystyle U\subseteq N}
. In this case, the function
φ
∘
|
ψ
−
1
(
U
)
{\displaystyle \varphi \circ |_{\psi ^{-1}(U)}}
is contained in
C
k
(
M
)
{\displaystyle {\mathcal {C}}^{k}(M)}
; i. e. the pullback with respect to
ψ
{\displaystyle \psi }
really maps to
C
k
(
M
)
{\displaystyle {\mathcal {C}}^{k}(M)}
.
Proof :
Since
ψ
{\displaystyle \psi }
is continuous due to lemma 2.16,
ψ
−
1
(
U
)
{\displaystyle \psi ^{-1}(U)}
is open in
M
{\displaystyle M}
. Thus
φ
∘
ψ
|
ψ
−
1
(
U
)
{\displaystyle \varphi \circ \psi |_{\psi ^{-1}(U)}}
is defined on an open set.
Let
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
be an arbitrary element of the atlas of
M
{\displaystyle M}
and let
x
∈
ϕ
(
O
)
{\displaystyle x\in \phi (O)}
be arbitrary. We choose
(
V
,
θ
)
{\displaystyle (V,\theta )}
in the atlas of
N
{\displaystyle N}
such that
ψ
(
ϕ
−
1
(
x
)
)
∈
V
{\displaystyle \psi (\phi ^{-1}(x))\in V}
. The function
(
φ
∘
ψ
|
ψ
−
1
(
U
)
∘
ϕ
|
ψ
−
1
(
U
)
∩
O
−
1
)
|
ϕ
(
ψ
−
1
(
U
∩
V
)
∩
O
)
=
φ
|
ψ
(
ψ
−
1
(
U
∩
V
)
∩
O
)
∘
θ
|
ψ
(
ψ
−
1
(
U
∩
V
)
∩
O
)
−
1
∘
θ
|
ψ
(
ψ
−
1
(
U
∩
V
)
∩
O
)
∘
ψ
|
ψ
−
1
(
U
∩
V
)
∩
O
∘
ϕ
|
ϕ
(
ψ
−
1
(
U
∩
V
)
∩
O
)
−
1
{\displaystyle (\varphi \circ \psi |_{\psi ^{-1}(U)}\circ \phi |_{\psi ^{-1}(U)\cap O}^{-1})|_{\phi (\psi ^{-1}(U\cap V)\cap O)}=\varphi |_{\psi (\psi ^{-1}(U\cap V)\cap O)}\circ \theta |_{\psi (\psi ^{-1}(U\cap V)\cap O)}^{-1}\circ \theta |_{\psi (\psi ^{-1}(U\cap V)\cap O)}\circ \psi |_{\psi ^{-1}(U\cap V)\cap O}\circ \phi |_{\phi (\psi ^{-1}(U\cap V)\cap O)}^{-1}}
is
k
{\displaystyle k}
-times continuously differentiable (or continuous if
k
=
0
{\displaystyle k=0}
) at
x
{\displaystyle x}
as the composition of two
k
{\displaystyle k}
times continuously differentiable (or continuous if
k
=
0
{\displaystyle k=0}
) functions. Thus, the function
φ
∘
ψ
|
ψ
−
1
(
U
)
∘
ϕ
|
ψ
−
1
(
U
)
∩
O
−
1
{\displaystyle \varphi \circ \psi |_{\psi ^{-1}(U)}\circ \phi |_{\psi ^{-1}(U)\cap O}^{-1}}
is
k
{\displaystyle k}
-times continuously differentiable (or continuous if
k
=
0
{\displaystyle k=0}
) at every point, and therefore contained in
C
k
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{k}(\mathbb {R} ^{d},\mathbb {R} )}
.
◻
{\displaystyle \Box }
Theorem 2.19 :
Let
M
,
N
{\displaystyle M,N}
be two manifolds of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
, let
ψ
:
M
→
N
{\displaystyle \psi :M\to N}
be differentiable of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
and let
p
∈
M
{\displaystyle p\in M}
. We have
V
p
∘
ψ
∗
∈
T
p
N
{\displaystyle \mathbf {V} _{p}\circ \psi ^{*}\in T_{p}N}
; i. e. the differential of
ψ
{\displaystyle \psi }
at
p
{\displaystyle p}
really maps to
T
p
N
{\displaystyle T_{p}N}
.
Proof :
Let
O
,
U
⊆
M
{\displaystyle O,U\subseteq M}
be open,
φ
:
O
→
R
,
ϑ
:
U
→
R
∈
C
n
(
M
)
{\displaystyle \varphi :O\to \mathbb {R} ,\vartheta :U\to \mathbb {R} \in {\mathcal {C}}^{n}(M)}
and
c
∈
R
{\displaystyle c\in \mathbb {R} }
be arbitrary. In the proof of the following, we will use that for all open subsets
V
⊆
O
{\displaystyle V\subseteq O}
,
V
p
(
φ
|
V
)
=
V
p
(
φ
)
{\displaystyle \mathbf {V} _{p}(\varphi |_{V})=\mathbf {V} _{p}(\varphi )}
(which follows from the linearity of
V
p
{\displaystyle \mathbf {V} _{p}}
).
1. We prove linearity.
(
V
p
∘
ψ
∗
)
(
φ
+
c
ϑ
)
=
V
p
(
ψ
∗
(
φ
+
c
ϑ
)
)
=
V
p
(
(
φ
+
c
ϑ
)
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
=
V
p
(
φ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
+
c
ϑ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
=
V
p
(
φ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
+
c
V
p
(
ϑ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
=
V
p
(
ψ
∗
(
φ
)
)
+
c
V
p
(
ψ
∗
(
ϑ
)
)
=
(
V
p
∘
ψ
∗
)
(
φ
)
+
c
(
V
p
∘
ψ
∗
)
(
ϑ
)
{\displaystyle {\begin{aligned}(\mathbf {V} _{p}\circ \psi ^{*})(\varphi +c\vartheta )&=\mathbf {V} _{p}(\psi ^{*}(\varphi +c\vartheta ))\\&=\mathbf {V} _{p}((\varphi +c\vartheta )\circ \psi |_{\psi ^{-1}(O\cap U)})\\&=\mathbf {V} _{p}(\varphi |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)}+c\vartheta |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})\\&=\mathbf {V} _{p}(\varphi |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})+c\mathbf {V} _{p}(\vartheta |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})\\&=\mathbf {V} _{p}(\psi ^{*}(\varphi ))+c\mathbf {V} _{p}(\psi ^{*}(\vartheta ))\\&=(\mathbf {V} _{p}\circ \psi ^{*})(\varphi )+c(\mathbf {V} _{p}\circ \psi ^{*})(\vartheta )\end{aligned}}}
2. We prove the product rule.
(
V
p
∘
ψ
∗
)
(
φ
ϑ
)
=
V
p
(
ψ
∗
(
φ
ϑ
)
)
=
V
p
(
(
φ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
(
ϑ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
)
=
(
φ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
(
p
)
V
p
(
ϑ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
+
(
ϑ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
(
p
)
V
p
(
φ
|
O
∩
U
∘
ψ
|
ψ
−
1
(
O
∩
U
)
)
=
φ
(
ψ
(
p
)
)
V
p
(
ψ
∗
ϑ
)
+
ϑ
(
ψ
(
p
)
)
V
p
(
ψ
∗
φ
)
=
φ
(
ψ
(
p
)
)
(
V
p
∘
ψ
∗
)
(
ϑ
)
+
ϑ
(
ψ
(
p
)
)
(
V
p
∘
ψ
∗
)
(
φ
)
{\displaystyle {\begin{aligned}(\mathbf {V} _{p}\circ \psi ^{*})(\varphi \vartheta )&=\mathbf {V} _{p}(\psi ^{*}(\varphi \vartheta ))\\&=\mathbf {V} _{p}((\varphi |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})(\vartheta |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)}))\\&=(\varphi |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})(p)\mathbf {V} _{p}(\vartheta |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})+(\vartheta |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})(p)\mathbf {V} _{p}(\varphi |_{O\cap U}\circ \psi |_{\psi ^{-1}(O\cap U)})\\&=\varphi (\psi (p))\mathbf {V} _{p}(\psi ^{*}\vartheta )+\vartheta (\psi (p))\mathbf {V} _{p}(\psi ^{*}\varphi )\\&=\varphi (\psi (p))(\mathbf {V} _{p}\circ \psi ^{*})(\vartheta )+\vartheta (\psi (p))(\mathbf {V} _{p}\circ \psi ^{*})(\varphi )\end{aligned}}}
◻
{\displaystyle \Box }
Theorem 2.22 : Let
M
{\displaystyle M}
be a manifold of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
,
n
≥
1
{\displaystyle n\geq 1}
, let
I
⊆
R
{\displaystyle I\subseteq \mathbb {R} }
be an interval, let
y
∈
I
{\displaystyle y\in I}
and let
γ
:
I
→
M
{\displaystyle \gamma :I\to M}
be a differentiable curve of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
. Then
φ
∘
γ
{\displaystyle \varphi \circ \gamma }
is contained in
C
n
(
R
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ,\mathbb {R} )}
for every
φ
∈
C
n
(
M
)
{\displaystyle \varphi \in {\mathcal {C}}^{n}(M)}
and
γ
y
′
{\displaystyle \gamma '_{y}}
is a tangent vector of
M
{\displaystyle M}
at
γ
(
y
)
{\displaystyle \gamma (y)}
.
Proof :
1. We show
∀
φ
∈
C
n
(
M
)
:
∘
γ
∈
C
n
(
R
,
R
)
{\displaystyle \forall \varphi \in {\mathcal {C}}^{n}(M):\circ \gamma \in {\mathcal {C}}^{n}(\mathbb {R} ,\mathbb {R} )}
Let
x
∈
I
{\displaystyle x\in I}
be arbitrary, and let
U
{\displaystyle U}
be the set where
φ
{\displaystyle \varphi }
is defined (
U
{\displaystyle U}
is open by the definition of
C
n
(
M
)
{\displaystyle {\mathcal {C}}^{n}(M)}
functions. We choose
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
in the atlas of
M
{\displaystyle M}
such that
γ
(
x
)
∈
O
{\displaystyle \gamma (x)\in O}
. Then the function
(
φ
∘
γ
)
|
γ
−
1
(
O
∩
U
)
∩
I
=
φ
∘
ϕ
−
1
∘
ϕ
∘
γ
|
γ
−
1
(
O
∩
U
)
∩
I
{\displaystyle (\varphi \circ \gamma )|_{\gamma ^{-1}(O\cap U)\cap I}=\varphi \circ \phi ^{-1}\circ \phi \circ \gamma |_{\gamma ^{-1}(O\cap U)\cap I}}
is contained in
C
n
(
R
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ,\mathbb {R} )}
as the composition of two
n
{\displaystyle n}
times continuously differentiable (or continuous if
n
=
0
{\displaystyle n=0}
) functions.
Thus,
φ
∘
γ
{\displaystyle \varphi \circ \gamma }
is
n
{\displaystyle n}
times continuously differentiable (or continuous if
n
=
0
{\displaystyle n=0}
) at every point, and hence
n
{\displaystyle n}
times continuously differentiable (or continuous if
n
=
0
{\displaystyle n=0}
).
2. We show that
γ
y
′
∈
T
γ
(
y
)
M
{\displaystyle \gamma '_{y}\in T_{\gamma (y)}M}
in three steps:
Let
φ
,
ϑ
∈
C
n
(
M
)
{\displaystyle \varphi ,\vartheta \in {\mathcal {C}}^{n}(M)}
and
c
∈
R
{\displaystyle c\in \mathbb {R} }
.
2.1 We show linearity.
We have:
γ
y
′
(
φ
+
c
ϑ
)
=
(
(
φ
+
c
ϑ
)
∘
γ
)
′
(
y
)
=
(
φ
∘
γ
+
c
ϑ
∘
γ
)
′
(
y
)
=
(
φ
∘
γ
)
′
(
y
)
+
c
(
ϑ
∘
γ
)
′
(
y
)
=
γ
y
′
(
φ
)
+
c
γ
y
′
(
ϑ
)
{\displaystyle {\begin{aligned}\gamma '_{y}(\varphi +c\vartheta )&=((\varphi +c\vartheta )\circ \gamma )'(y)\\&=(\varphi \circ \gamma +c\vartheta \circ \gamma )'(y)\\&=(\varphi \circ \gamma )'(y)+c(\vartheta \circ \gamma )'(y)\\&=\gamma '_{y}(\varphi )+c\gamma '_{y}(\vartheta )\end{aligned}}}
2.2 We prove the product rule.
γ
y
′
(
φ
ϑ
)
=
(
(
φ
ϑ
)
∘
γ
)
′
(
y
)
=
(
(
φ
∘
γ
)
(
ϑ
∘
γ
)
)
′
(
y
)
=
(
φ
∘
γ
)
(
y
)
(
ϑ
∘
γ
)
′
(
y
)
+
(
ϑ
∘
γ
)
(
y
)
(
φ
∘
γ
)
′
(
y
)
=
φ
(
γ
(
y
)
)
γ
y
′
(
ϑ
)
+
ϑ
(
γ
(
y
)
)
γ
y
′
(
φ
)
{\displaystyle {\begin{aligned}\gamma '_{y}(\varphi \vartheta )&=((\varphi \vartheta )\circ \gamma )'(y)\\&=((\varphi \circ \gamma )(\vartheta \circ \gamma ))'(y)\\&=(\varphi \circ \gamma )(y)(\vartheta \circ \gamma )'(y)+(\vartheta \circ \gamma )(y)(\varphi \circ \gamma )'(y)\\&=\varphi (\gamma (y))\gamma '_{y}(\vartheta )+\vartheta (\gamma (y))\gamma '_{y}(\varphi )\end{aligned}}}
2.3 It follows from the definition of
γ
y
′
{\displaystyle \gamma '_{y}}
that
γ
y
′
(
φ
)
{\displaystyle \gamma '_{y}(\varphi )}
is equal to zero if
φ
{\displaystyle \varphi }
is not defined at
γ
(
y
)
{\displaystyle \gamma (y)}
.
◻
{\displaystyle \Box }
Linearity of the differential for C k (M), product, quotient and chain rules
edit
In this subsection, we will first prove linearity and product rule for functions from a manifold to
R
{\displaystyle \mathbb {R} }
.
Proof :
1. We show that
φ
+
c
ϑ
∈
C
k
(
M
)
{\displaystyle \varphi +c\vartheta \in {\mathcal {C}}^{k}(M)}
.
Let
U
{\displaystyle U}
be the (open as intersection of two open sets) set on which
φ
+
c
ϑ
{\displaystyle \varphi +c\vartheta }
is defined, and let
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
be contained in the atlas of
M
{\displaystyle M}
. The function
(
φ
+
c
ϑ
)
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
=
φ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
+
c
ϑ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
{\displaystyle (\varphi +c\vartheta )|_{O\cap U}\circ \phi |_{O\cap U}^{-1}=\varphi |_{O\cap U}\circ \phi |_{O\cap U}^{-1}+c\vartheta |_{O\cap U}\circ \phi |_{O\cap U}^{-1}}
is contained in
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
as the linear combination of two
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
functions.
2. We show that
d
(
φ
+
c
ϑ
)
=
d
φ
+
c
d
ϑ
{\displaystyle d(\varphi +c\vartheta )=d\varphi +cd\vartheta }
.
For all
p
∈
M
{\displaystyle p\in M}
and
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
, we have:
d
(
φ
+
c
ϑ
)
p
(
V
p
)
=
V
p
(
φ
+
c
ϑ
)
=
V
p
(
φ
)
+
c
V
p
(
ϑ
)
=
d
φ
p
(
V
p
)
+
c
d
ϑ
p
(
V
p
)
{\displaystyle d(\varphi +c\vartheta )_{p}(\mathbf {V} _{p})=\mathbf {V} _{p}(\varphi +c\vartheta )=\mathbf {V} _{p}(\varphi )+c\mathbf {V} _{p}(\vartheta )=d\varphi _{p}(\mathbf {V} _{p})+cd\vartheta _{p}(\mathbf {V} _{p})}
◻
{\displaystyle \Box }
Remark 2.24 : This also shows that for all
φ
∈
C
n
(
M
)
{\displaystyle \varphi \in {\mathcal {C}}^{n}(M)}
,
d
φ
p
∈
T
p
M
∗
{\displaystyle d\varphi _{p}\in T_{p}M^{*}}
.
Proof :
1. We show that
φ
ϑ
∈
C
k
(
M
)
{\displaystyle \varphi \vartheta \in {\mathcal {C}}^{k}(M)}
.
Let
U
{\displaystyle U}
be the (open as intersection of two open sets) set on which
φ
ϑ
{\displaystyle \varphi \vartheta }
is defined, and let
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
be contained in the atlas of
M
{\displaystyle M}
. The function
(
φ
ϑ
)
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
=
φ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
ϑ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
{\displaystyle (\varphi \vartheta )|_{O\cap U}\circ \phi |_{O\cap U}^{-1}=\varphi |_{O\cap U}\circ \phi |_{O\cap U}^{-1}\vartheta |_{O\cap U}\circ \phi |_{O\cap U}^{-1}}
is contained in
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
as the product of two
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
functions.
2. We show that
d
(
φ
ϑ
)
=
φ
d
ϑ
+
ϑ
d
φ
{\displaystyle d(\varphi \vartheta )=\varphi d\vartheta +\vartheta d\varphi }
.
For all
p
∈
M
{\displaystyle p\in M}
and
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
, we have:
d
(
φ
ϑ
)
p
(
V
p
)
=
V
p
(
φ
ϑ
)
=
φ
(
p
)
V
p
(
ϑ
)
+
ϑ
(
p
)
V
p
(
φ
)
=
φ
(
p
)
d
ϑ
p
+
ϑ
(
p
)
d
φ
p
{\displaystyle d(\varphi \vartheta )_{p}(\mathbf {V} _{p})=\mathbf {V} _{p}(\varphi \vartheta )=\varphi (p)\mathbf {V} _{p}(\vartheta )+\vartheta (p)\mathbf {V} _{p}(\varphi )=\varphi (p)d\vartheta _{p}+\vartheta (p)d\varphi _{p}}
◻
{\displaystyle \Box }
Proof :
1. We show that
φ
ϑ
∈
C
n
(
M
)
{\displaystyle {\frac {\varphi }{\vartheta }}\in {\mathcal {C}}^{n}(M)}
:
Let
U
{\displaystyle U}
be the (open as the intersection of two open set) set on which
φ
ϑ
{\displaystyle {\frac {\varphi }{\vartheta }}}
is defined, and let
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
be in the atlas of
M
{\displaystyle M}
such that
O
∩
U
≠
∅
{\displaystyle O\cap U\neq \emptyset }
. The function
φ
ϑ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
=
φ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
ϑ
|
O
∩
U
∘
ϕ
|
O
∩
U
−
1
{\displaystyle {\frac {\varphi }{\vartheta }}{\big |}_{O\cap U}\circ \phi |_{O\cap U}^{-1}={\frac {\varphi |_{O\cap U}\circ \phi |_{O\cap U}^{-1}}{\vartheta |_{O\cap U}\circ \phi |_{O\cap U}^{-1}}}}
is contained in
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
as the quotient of two
C
n
(
R
d
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} )}
from which the function in the denominator vanishes nowhere.
2. We show that
d
(
φ
ϑ
)
=
ϑ
d
φ
−
φ
d
ϑ
ϑ
2
{\displaystyle d\left({\frac {\varphi }{\vartheta }}\right)={\frac {\vartheta d\varphi -\varphi d\vartheta }{\vartheta ^{2}}}}
:
Choosing
φ
{\displaystyle \varphi }
as the constant one function, we obtain from 1. that the function
1
ϑ
{\displaystyle {\frac {1}{\vartheta }}}
is in
C
n
(
M
)
{\displaystyle {\mathcal {C}}^{n}(M)}
. Hence follows from the product rule:
0
=
d
(
ϑ
1
ϑ
)
=
ϑ
d
(
1
ϑ
)
+
1
ϑ
d
ϑ
{\displaystyle 0=d\left(\vartheta {\frac {1}{\vartheta }}\right)=\vartheta d\left({\frac {1}{\vartheta }}\right)+{\frac {1}{\vartheta }}d\vartheta }
which, through equivalent transformations, can be transformed to
d
(
1
ϑ
)
=
−
d
ϑ
ϑ
2
{\displaystyle d\left({\frac {1}{\vartheta }}\right)=-{\frac {d\vartheta }{\vartheta ^{2}}}}
From this and from the product rule we obtain:
d
(
φ
1
ϑ
)
=
1
ϑ
d
φ
−
φ
d
ϑ
ϑ
2
=
ϑ
d
φ
−
φ
d
ϑ
ϑ
2
{\displaystyle d\left(\varphi {\frac {1}{\vartheta }}\right)={\frac {1}{\vartheta }}d\varphi -{\frac {\varphi d\vartheta }{\vartheta ^{2}}}={\frac {\vartheta d\varphi -\varphi d\vartheta }{\vartheta ^{2}}}}
◻
{\displaystyle \Box }
Proof :
1. We already know that
φ
∘
ψ
=
ψ
∗
φ
{\displaystyle \varphi \circ \psi =\psi ^{*}\varphi }
is differentiable of class
C
n
{\displaystyle {\mathcal {C}}^{n}}
; this is what lemma 2.17 says.
2. We prove that
d
(
ψ
∗
φ
)
p
=
d
φ
ψ
(
p
)
∘
d
ψ
p
{\displaystyle d(\psi ^{*}\varphi )_{p}=d\varphi _{\psi (p)}\circ d\psi _{p}}
.
Let
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
. Then we have:
(
d
φ
ψ
(
p
)
∘
d
ψ
p
)
(
V
p
)
=
d
φ
ψ
(
p
)
(
d
ψ
p
(
V
p
)
)
=
d
φ
ψ
(
p
)
(
V
p
∘
ψ
)
=
(
V
p
∘
ψ
∗
)
(
φ
)
=
V
p
(
ψ
∗
(
φ
)
)
=
V
p
(
φ
∘
ψ
)
=
d
(
φ
∘
ψ
)
p
(
V
p
)
{\displaystyle {\begin{aligned}(d\varphi _{\psi (p)}\circ d\psi _{p})(\mathbf {V} _{p})&=d\varphi _{\psi (p)}(d\psi _{p}(\mathbf {V} _{p}))\\&=d\varphi _{\psi (p)}(\mathbf {V} _{p}\circ \psi )\\&=(\mathbf {V} _{p}\circ \psi ^{*})(\varphi )\\&=\mathbf {V} _{p}(\psi ^{*}(\varphi ))\\&=\mathbf {V} _{p}(\varphi \circ \psi )\\&=d(\varphi \circ \psi )_{p}(\mathbf {V} _{p})\end{aligned}}}
◻
{\displaystyle \Box }
Now, let's go on to proving the chain rule for functions from manifolds to manifolds. But to do so, we first need another theorem about the pullback.
Theorem 2.28 :
Let
M
,
N
,
K
{\displaystyle M,N,K}
be three manifolds, and let
ψ
:
M
→
N
{\displaystyle \psi :M\to N}
and
χ
:
N
→
K
{\displaystyle \chi :N\to K}
be two functions differentiable of class
C
k
{\displaystyle {\mathcal {C}}^{k}}
. Then
(
χ
∘
ψ
)
∗
=
ψ
∗
∘
χ
∗
{\displaystyle (\chi \circ \psi )^{*}=\psi ^{*}\circ \chi ^{*}}
Proof :
Let
φ
∈
C
k
(
K
)
{\displaystyle \varphi \in {\mathcal {C}}^{k}(K)}
. Then we have:
(
χ
∘
ψ
)
∗
(
φ
)
=
φ
∘
(
χ
∘
ψ
)
=
(
φ
∘
χ
)
∘
ψ
=
χ
∗
(
φ
)
∘
ψ
=
ψ
∗
(
χ
∗
(
φ
)
)
{\displaystyle {\begin{aligned}(\chi \circ \psi )^{*}(\varphi )&=\varphi \circ (\chi \circ \psi )\\&=(\varphi \circ \chi )\circ \psi \\&=\chi ^{*}(\varphi )\circ \psi \\&=\psi ^{*}(\chi ^{*}(\varphi ))\end{aligned}}}
◻
{\displaystyle \Box }
Proof :
1. We prove that
χ
∘
ψ
{\displaystyle \chi \circ \psi }
is differentiable of class
C
k
{\displaystyle {\mathcal {C}}^{k}}
.
Let
(
O
,
ϕ
)
{\displaystyle (O,\phi )}
be contained in the atlas of
M
{\displaystyle M}
and let
(
U
,
θ
)
{\displaystyle (U,\theta )}
be contained in the atlas of
K
{\displaystyle K}
such that
O
∩
ψ
−
1
(
χ
−
1
(
U
)
)
≠
∅
{\displaystyle O\cap \psi ^{-1}(\chi ^{-1}(U))\neq \emptyset }
, and let
x
∈
ϕ
−
1
(
O
)
∩
ψ
−
1
(
χ
−
1
(
U
)
)
{\displaystyle x\in \phi ^{-1}(O)\cap \psi ^{-1}(\chi ^{-1}(U))}
be arbitrary. We choose
(
V
,
η
)
{\displaystyle (V,\eta )}
in the atlas of
N
{\displaystyle N}
such that
ψ
(
ϕ
(
x
)
)
∈
V
{\displaystyle \psi (\phi (x))\in V}
.
We have
ψ
(
ϕ
(
x
)
)
∈
V
∩
χ
−
1
(
U
)
{\displaystyle \psi (\phi (x))\in V\cap \chi ^{-1}(U)}
; indeed,
ψ
(
ϕ
(
x
)
)
∈
V
{\displaystyle \psi (\phi (x))\in V}
due to the choice of
(
V
,
ϕ
)
{\displaystyle (V,\phi )}
and
ψ
(
ϕ
(
x
)
)
∈
χ
−
1
(
U
)
{\displaystyle \psi (\phi (x))\in \chi ^{-1}(U)}
because
ϕ
(
x
)
∈
ψ
−
1
(
χ
−
1
(
U
)
)
{\displaystyle \phi (x)\in \psi ^{-1}(\chi ^{-1}(U))}
. Further, we choose
W
:=
O
∩
ψ
−
1
(
V
∩
χ
−
1
(
U
)
)
{\displaystyle W:=O\cap \psi ^{-1}(V\cap \chi ^{-1}(U))}
. Then the function
θ
−
1
∘
(
χ
∘
ψ
)
∘
ϕ
|
W
−
1
=
θ
−
1
∘
χ
∘
η
−
1
∘
η
∘
ψ
|
W
∘
ϕ
|
W
−
1
{\displaystyle \theta ^{-1}\circ (\chi \circ \psi )\circ \phi |_{W}^{-1}=\theta ^{-1}\circ \chi \circ \eta ^{-1}\circ \eta \circ \psi |_{W}\circ \phi |_{W}^{-1}}
is contained in
C
n
(
R
d
,
R
d
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} ^{d})}
as the composition of two
C
n
(
R
d
,
R
d
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ^{d},\mathbb {R} ^{d})}
functions.
Thus,
θ
−
1
∘
(
χ
∘
ψ
)
∘
ϕ
|
O
∩
ψ
−
1
(
χ
−
1
(
U
)
)
−
1
{\displaystyle \theta ^{-1}\circ (\chi \circ \psi )\circ \phi |_{O\cap \psi ^{-1}(\chi ^{-1}(U))}^{-1}}
is
n
{\displaystyle n}
times continuously differentiable (or continuous if
n
=
0
{\displaystyle n=0}
) at every point, and thus
n
{\displaystyle n}
times continuously differentiable (or continuous if
n
=
0
{\displaystyle n=0}
).
2. We prove that
∀
p
∈
M
:
d
(
χ
∘
ψ
)
p
=
d
χ
ψ
(
p
)
∘
d
ψ
p
{\displaystyle \forall p\in M:d(\chi \circ \psi )_{p}=d\chi _{\psi (p)}\circ d\psi _{p}}
.
For all
p
∈
M
{\displaystyle p\in M}
and
V
p
∈
T
p
M
{\displaystyle \mathbf {V} _{p}\in T_{p}M}
, we have:
(
d
χ
ψ
(
p
)
∘
d
ψ
p
)
(
V
p
)
=
d
χ
ψ
(
p
)
(
d
ψ
p
(
V
p
)
)
=
d
χ
ψ
(
p
)
(
V
p
∘
ψ
∗
)
=
V
p
∘
ψ
∗
∘
χ
∗
=
theorem 2.26
V
p
∘
(
χ
∘
ψ
)
∗
=
d
(
χ
∘
ψ
)
p
(
V
p
)
{\displaystyle {\begin{aligned}(d\chi _{\psi (p)}\circ d\psi _{p})(\mathbf {V} _{p})&=d\chi _{\psi (p)}(d\psi _{p}(\mathbf {V} _{p}))\\&=d\chi _{\psi (p)}(\mathbf {V} _{p}\circ \psi ^{*})\\&=\mathbf {V} _{p}\circ \psi ^{*}\circ \chi ^{*}\\&{\overset {\text{theorem 2.26}}{=}}\mathbf {V} _{p}\circ (\chi \circ \psi )^{*}\\&=d(\chi \circ \psi )_{p}(\mathbf {V} _{p})\end{aligned}}}
◻
{\displaystyle \Box }
Proof :
1. Among another thing, theorem 2.22 states that
φ
∘
γ
{\displaystyle \varphi \circ \gamma }
is contained in
C
n
(
R
,
R
)
{\displaystyle {\mathcal {C}}^{n}(\mathbb {R} ,\mathbb {R} )}
.
2. We show that
(
φ
∘
γ
)
′
(
y
)
=
d
φ
γ
(
y
)
(
γ
y
′
)
{\displaystyle (\varphi \circ \gamma )'(y)=d\varphi _{\gamma (y)}(\gamma '_{y})}
:
d
φ
γ
(
y
)
(
γ
y
′
)
=
γ
y
′
(
φ
)
=
(
φ
∘
γ
)
′
(
y
)
{\displaystyle {\begin{aligned}d\varphi _{\gamma (y)}(\gamma '_{y})&=\gamma '_{y}(\varphi )\\&=(\varphi \circ \gamma )'(y)\end{aligned}}}
◻
{\displaystyle \Box }
Intuition behind the tangent space
edit
Torres del Castillo, Gerardo (2012). Differentiable Manifolds . Boston: Birkhäuser. ISBN 978-0-8176-8271-2 .