The last section saw how the infinite integration of a projected form of oriented vectors could yield a similar result to exponentiation. The ability to integrate these projected forms implies the existence of differential forms. This chapter will discuss tangent spaces and tangent vectors of Lie groups and their relationship to the Lie algebras of that group. Lie groups will typically be non-Euclidean, but remarkably, it is possible to reveal the Lie algebra underlying the group through its tangent space, which is a distinctly Euclidean concept. For a smooth path through the Lie group, where smooth means that a derivative exists, the tangent space is captured through the tangent vectors passing through the identity.
Before getting into the details surrounding tangent spaces, we must consider matrix derivatives. Our first step is to update our element notation to help avoid any confusion as we proceed. For each of the D 3 ℝ , D 3 ℂ , D 3 𝕔 D_{3\mathbb{R}},\ D_{3\mathbb{C}},\ D_{3\mathbb{c}} groups, the elements X j , Y j X_{j},Y_{j} , and the sets for which X j , Y j ∈ A X_{j},Y_{j} \in A , the following terminology is used
D 3 ℝ : A ℝ = { X j ℝ , Y k ℝ } , D 3 ℂ : A ℂ = { X j , k ℂ , Y j , k ℂ } , D 3 𝕔 : A 𝕔 = { X j , k 𝕔 , Y j , k 𝕔 } , \begin{array}{r}
D_{3\mathbb{R}}:\ A_{\mathbb{R}} = \left\{ X_{j}^{\mathbb{R}},Y_{k}^{\mathbb{R}} \right\},\ \ D_{3\mathbb{C}}\ :A_{\mathbb{C}} = \left\{ X_{j,k}^{\mathbb{C}},Y_{j,k}^{\mathbb{C}} \right\},\ \ D_{3\mathbb{c}}\ :A_{\mathbb{c}} = \left\{ X_{j,k}^{\mathbb{c}},Y_{j,k}^{\mathbb{c}} \right\},
\end{array} (1.2.1)
where we will refer to the S 3 ℝ / D 3 ℝ S_{3\mathbb{R}}/D_{3\mathbb{R}} group as D 3 ℝ D_{3\mathbb{R}} in the chapter. The reader should note that 𝕔 \mathbb{c} is the lower-case bold c, denoting a complex argument of the form ( a + i b ) = r e i x j {(a + ib) = re}^{ix_{j}} , for r , x j ∈ ℝ {r,x}_{j}\in \mathbb{R} , and the groups D 3 ℂ D_{3\mathbb{C}} , D 3 𝕔 {\ D}_{3\mathbb{c}} have two indices for the greater number of sub-elements in each. For the set A A
A = { A ℝ , A ℂ , A 𝕔 } , \begin{array}{r}
A = \left\{ A_{\mathbb{R}},A_{\mathbb{C}},A_{\mathbb{c}} \right\},
\end{array} (1.2.2)
the exponential mappings of the X j X_{j} and Y j Y_{j} algebras ∈ A \in A define the matrix groups G ( x j X j ) , G ( y j Y j ) G\left( {x_{j}X}_{j} \right),G\left( y_{j}Y_{j} \right)
e t A : → G ( x j X j ) , G ( y j Y j ) = e x j X j , e y j Y j , \begin{array}{r}
e^{tA}: \rightarrow G\left( x_{j}X_{j} \right),G\left( y_{j}Y_{j} \right) = e^{x_{j}X_{j}},e^{y_{j}Y_{j}},
\end{array} (1.2.3)
for variables x j , y j ∈ ℝ . x_{j},y_{j}\in \mathbb{R}. The matrix derivatives of G ( x j X j ) G\left( {x_{j}X}_{j} \right) and G ( y j Y j ) G\left( y_{j}Y_{j} \right) are
d d x j G ( x j X j ) = G ′ ( x j X j ) , d d y j G ( y j Y j ) = G ′ ( y j Y j ) , \begin{array}{r}
\frac{d}{dx_{j}}G\left( {x_{j}X}_{j} \right) = G^{'}\left( {x_{j}X}_{j} \right),\ \ \frac{d}{dy_{j}}G\left( y_{j}Y_{j} \right) = G^{'}\left( y_{j}Y_{j} \right),
\end{array} (1.2.4)
which have derivative algebras defined as
( x j X j ) ′ = ln ( G ′ ( x j X j ) ) , ( y j Y j ) ′ = ln ( G ′ ( y j Y j ) ) , \begin{array}{r}
\left( {x_{j}X}_{j} \right)^{'} = \ln\left( G^{'}\left( {x_{j}X}_{j} \right) \right),\ \left( y_{j}Y_{j} \right)^{'} = \ln{\left( G^{'}\left( y_{j}Y_{j} \right) \right),}
\end{array} (1.2.5)
and since the matrix logarithm and exponential functions are inversely related, we have the identities
e ( x j X j ) ′ = G ′ ( x j X j ) , e ( y j Y j ) ′ = G ′ ( y j Y j ) . \begin{array}{r}
e^{\left( {x_{j}X}_{j} \right)^{'}} = G^{'}\left( {x_{j}X}_{j} \right),\ \ e^{\left( y_{j}Y_{j} \right)^{'}} = G^{'}\left( y_{j}Y_{j} \right).
\end{array} (1.2.6)
In matrix calculus, it should be noted that there are different approaches to the differentiation of a matrix group. This chapter will use the matrix-by-scalar derivative technique to yield the tangent matrix . As the name implies, for an m × n m \times n matrix group G G , its matrix-by-scalar derivative is the following
d G d t = ( ∂ g 1,1 ∂ t ∂ g 1,2 ∂ t … ∂ g 1 , n ∂ t ∂ g 2,1 ∂ t ∂ g 2,2 ∂ t … ∂ g 2 , n ∂ t ⋮ ⋮ ⋱ ⋮ ∂ g m , 1 ∂ t ∂ g m , 2 ∂ t … ∂ g m , n ∂ t ) . \begin{array}{r}
\frac{dG}{dt} = \begin{pmatrix}
\frac{\partial g_{1,1}}{\partial t} & \frac{\partial g_{1,2}}{\partial t} & \ldots & \frac{\partial g_{1,n}}{\partial t} \\
\frac{\partial g_{2,1}}{\partial t} & \frac{\partial g_{2,2}}{\partial t} & \ldots & \frac{\partial g_{2,n}}{\partial t} \\
\vdots & \vdots & \ddots & \vdots \\
\frac{\partial g_{m,1}}{\partial t} & \frac{\partial g_{m,2}}{\partial t} & \ldots & \frac{\partial g_{m,n}}{\partial t}
\end{pmatrix}.
\end{array} (1.2.7)
We return to the infinite integration functions to consider their differential forms.
Definitions (1.2.8) – For the vector 𝒸 x j \mathcal{c}x_{j} , where x j x_{j} is a unit basis vector of some n n -dimensional vector space, and 𝒸 \mathcal{c} is a scalar constant , , the derivative of the infinite integration functions f ℝ − ∞ ( 𝒸 x j ) a n d f ℂ − ∞ ( 𝒸 i x j ) f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right)\ and\ f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) starting at the zero point, for 𝒸 x j ∈ ℝ , 𝒸 i x j ∈ ℂ \mathcal{c}x_{j}\in \mathbb{R},\ \mathcal{c}ix_{j}\in \mathbb{C} , are defined as
D 1 [ f ℝ − ∞ ( 𝒸 x j ) ] = d d x j [ f ℝ − ∞ ( 𝒸 x j ) ] { ∀ 𝒸 ∈ ℝ , ∀ x j ∈ ℝ n } = d d x j [ 𝒸 e x j ] , \begin{array}{r}
D^{1}\left\lbrack f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right) \right\rbrack = \frac{d}{dx_{j}}\left\lbrack f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right) \right\rbrack\ \left\{ \forall\ \mathcal{c}\in \mathbb{R}\ ,\forall\ x_{j} \in \mathbb{R}^{n}\ \right\} = \frac{d}{dx_{j}}\left\lbrack {\mathcal{c}e}^{x_{j}} \right\rbrack,
\end{array}
D 1 [ f ℂ − ∞ ( 𝒸 i x j ) ] = d d x j [ f ℂ − ∞ ( 𝒸 i x j ) ] { ∀ 𝒸 ∈ ℝ , ∀ x j ∈ ℝ n } = d d x j [ 𝒸 e i x j ] . D^{1}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack = \frac{d}{dx_{j}}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack\ \left\{ \forall\ \mathcal{c}\in \mathbb{R}\ ,\forall\ x_{j} \in \mathbb{R}^{n}\ \right\} = \frac{d}{dx_{j}}\left\lbrack {\mathcal{c}e}^{ix_{j}} \right\rbrack.
Theorem (1.2.9) – Taking a unit basis vector x j x_{j} as a fixed form element, the functions D k [ f ℝ − ∞ ( 𝒸 x j ) ] , D k [ f ℂ − ∞ ( 𝒸 i x j ) ] D^{k}\left\lbrack f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right) \right\rbrack,D^{k}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack are equal to the first derivatives of the exponential mapping e x p : 𝔤 → G ∈ ℝ , ℂ exp:\mathfrak{g} \rightarrow G\in \mathbb{R},\mathbb{C} onto a continuous manifold ∀ 𝔤 = x j \forall\ \mathfrak{g} =x_{j} .
Proof -
∀ 𝔤 = { x j } , ( e x p : 𝔤 ) ′ → G ′ = ( ∑ n = 0 ∞ ( x j ) n n ! ) ′ , \begin{array}{r}
\forall\ \mathfrak{g} ={\{ x}_{j}\},\ \ \ (exp:\mathfrak{g})' \rightarrow G' = \left( \sum_{n = 0}^{\infty}\frac{\left( x_{j} \right)^{n}}{n!} \right)^{'},
\end{array}
D 1 [ f ℝ − ∞ ( 𝒸 x j ) ] = ( … + x j 5 120 + x j 4 24 + x j 3 6 + x j 2 2 + x j + 1 ) ′ = ( ∑ n = 0 ∞ ( x j ) n n ! ) ′ = ( e x p : 𝔤 ) ′ → G ′ ∀ 𝔤 = { x j } , \begin{array}{r}
D^{1}\left\lbrack f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right) \right\rbrack = \left( \ldots + \frac{x_{j}^{5}}{120} + \frac{x_{j}^{4}}{24} + \frac{x_{j}^{3}}{6} + \frac{x_{j}^{2}}{2} + x_{j} + 1 \right)^{'} = \left( \sum_{n = 0}^{\infty}\frac{\left( x_{j} \right)^{n}}{n!} \right)^{'} = \ (exp:\mathfrak{g})' \rightarrow G'\ \forall\ \mathfrak{g} ={\{ x}_{j}\},
\end{array}
as
D 1 [ f ℝ − ∞ ( 𝒸 x j ) ] = ( … + x j 5 120 + x j 4 24 + x j 3 6 + x j 2 2 + x j + 1 ) ′ = ( … + x j 4 24 + x j 3 6 + x j 2 2 + x j 1 1 + x j 0 ) = G ′ , \begin{array}{r}
D^{1}\left\lbrack f_{\mathbb{R}}^{- \infty}\left( \mathcal{c}x_{j} \right) \right\rbrack = \left( \ldots + \frac{x_{j}^{5}}{120} + \frac{x_{j}^{4}}{24} + \frac{x_{j}^{3}}{6} + \frac{x_{j}^{2}}{2} + x_{j} + 1 \right)^{'} = {\left( \ldots + \frac{x_{j}^{4}}{24} + \frac{x_{j}^{3}}{6} + \frac{x_{j}^{2}}{2} + \frac{x_{j}^{1}}{1} + x_{j}^{0} \right) = G}^{'},
\end{array}
and for D 1 [ f ℂ − ∞ ( 𝒸 i x j ) ] D^{1}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack
D 1 [ f ℂ − ∞ ( 𝒸 i x j ) ] = ( … + ( i x j ) 5 120 + ( i x j ) 4 24 + ( i x j ) 3 6 + ( i x j ) 2 2 + i x j + 1 ) ′ = ( ∑ n = 0 ∞ ( i x j ) n n ! ) ′ = e x p : 𝔤 → G ∀ 𝔤 = { i x j } , \begin{array}{r}
D^{1}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack = \left( \ldots + \frac{\left( ix_{j} \right)^{5}}{120} + \frac{\left( ix_{j} \right)^{4}}{24} + \frac{\left( ix_{j} \right)^{3}}{6} + \frac{\left( ix_{j} \right)^{2}}{2} + ix_{j} + 1\ \right)^{'} = \left( \sum_{n = 0}^{\infty}\frac{\left( {ix}_{j} \right)^{n}}{n!} \right)^{'} = exp:\mathfrak{g} \rightarrow G\ \forall\ \mathfrak{g} ={\{ ix}_{j}\},
\end{array}
as
D 1 [ f ℂ − ∞ ( 𝒸 i x j ) ] = ( … + ( i x j ) 5 120 + ( i x j ) 4 24 + ( i x j ) 3 6 + ( i x j ) 2 2 + i x j + 1 ) ′ = … + ( i x j ) 4 24 + ( i x j ) 3 6 + ( i x j ) 2 2 + ( i x j ) 1 1 + i x j 0 . \begin{array}{r}
D^{1}\left\lbrack f_{\mathbb{C}}^{- \infty}\left( \mathcal{c}ix_{j} \right) \right\rbrack = \left( \ldots + \frac{\left( ix_{j} \right)^{5}}{120} + \frac{\left( ix_{j} \right)^{4}}{24} + \frac{\left( ix_{j} \right)^{3}}{6} + \frac{\left( ix_{j} \right)^{2}}{2} + ix_{j} + 1\ \right)^{'} = \ldots + \frac{\left( ix_{j} \right)^{4}}{24} + \frac{\left( ix_{j} \right)^{3}}{6} + \frac{\left( ix_{j} \right)^{2}}{2} + \frac{\left( ix_{j} \right)^{1}}{1} + ix_{j}^{0}.
\end{array}
□ \square
We apply this derivative approach for our exponentiated permutations in the examples above to find D 1 [ 𝒸 e X 3 ] D^{1}\left\lbrack \mathcal{c}e^{X_{3}} \right\rbrack
D 1 [ 𝒸 e X 3 ] = d d x 3 𝒸 ( 1 − x 3 2 2 ! + x 3 4 4 ! + … i x 3 − i x 3 3 3 ! + i x 3 5 5 ! + … 0 i x 3 − i x 3 3 3 ! + i x 3 5 5 ! + … 1 − x 3 2 2 ! + x 3 4 4 ! + … 0 0 0 1 + i x 3 − x 3 2 2 ! − i x 3 3 3 ! + x 3 4 4 ! + i x 3 5 5 ! + … ) → D^{1}\left\lbrack \mathcal{c}e^{X_{3}} \right\rbrack = \frac{d}{dx_{3}}\mathcal{c}\begin{pmatrix}
1 - \frac{x_{3}^{2}}{2!} + \frac{x_{3}^{4}}{4!} + \ldots & ix_{3} - \frac{{ix}_{3}^{3}}{3!} + \frac{ix_{3}^{5}}{5!} + \ldots & 0 \\
ix_{3} - \frac{{ix}_{3}^{3}}{3!} + \frac{ix_{3}^{5}}{5!} + \ldots & 1 - \frac{x_{3}^{2}}{2!} + \frac{x_{3}^{4}}{4!} + \ldots & 0 \\
0 & 0 & 1 + ix_{3} - \frac{x_{3}^{2}}{2!} - \frac{{ix}_{3}^{3}}{3!} + \frac{x_{3}^{4}}{4!} + \frac{ix_{3}^{5}}{5!} + \ldots
\end{pmatrix} \rightarrow
D 1 [ 𝒸 e X 3 ] = 𝒸 ( − x 3 + x 3 3 3 ! − x 3 5 5 ! + … i − i x 3 2 2 ! + i x 3 4 4 ! + … 0 i − i x 3 2 2 ! + i x 3 4 4 ! + … − x 3 + x 3 3 3 ! − x 3 5 5 ! + … 0 0 0 i − x 3 − i x 3 2 2 ! + x 3 3 3 ! + i x 3 4 4 ! − x 3 5 5 ! + … ) D^{1}\left\lbrack \mathcal{c}e^{X_{3}} \right\rbrack= \mathcal{c}\begin{pmatrix}
- x_{3} + \frac{x_{3}^{3}}{3!} - \frac{x_{3}^{5}}{5!} + \ldots & i - \frac{{ix}_{3}^{2}}{2!} + \frac{ix_{3}^{4}}{4!} + \ldots & 0 \\
i - \frac{{ix}_{3}^{2}}{2!} + \frac{ix_{3}^{4}}{4!} + \ldots & - x_{3} + \frac{x_{3}^{3}}{3!} - \frac{x_{3}^{5}}{5!} + \ldots & 0 \\
0 & 0 & i - x_{3} - \frac{{ix}_{3}^{2}}{2!} + \frac{x_{3}^{3}}{3!} + \frac{ix_{3}^{4}}{4!} - \frac{x_{3}^{5}}{5!} + \ldots
\end{pmatrix}
= c ( − sin ( x 3 ) i c o s ( x 3 ) 0 i c o s ( x 3 ) − sin ( x 3 ) 0 0 0 i e i x 3 ) , \begin{array}{r}
= c\begin{pmatrix}
{- \sin}\left( x_{3} \right) & icos\left( x_{3} \right) & 0 \\
icos\left( x_{3} \right) & {- \sin}\left( x_{3} \right) & 0 \\
0 & 0 & {ie}^{ix_{3}}
\end{pmatrix},
\end{array} (1.2.10)
and next, D 1 [ 𝒸 e Y 2 ] D^{1}\left\lbrack \mathcal{c}e^{Y_{2}} \right\rbrack
D 1 [ 𝒸 e Y 2 ] = d d y 2 𝒸 ( 1 + y 2 3 3 ! + y 2 6 6 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … 1 + y 2 3 3 ! + y 2 6 6 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … 1 + y 2 3 3 ! + y 2 6 6 ! + … ) → D^{1}\left\lbrack \mathcal{c}e^{Y_{2}} \right\rbrack = \frac{d}{dy_{2}}\mathcal{c}\begin{pmatrix}
1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots & y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots & \frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots \\
\frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots & 1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots & y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots \\
y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots & \frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots & 1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots
\end{pmatrix} \rightarrow
D 1 [ 𝒸 e Y 2 ] = 𝒸 ( y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … 1 + y 2 3 3 ! + y 2 6 6 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … 1 + y 2 3 3 ! + y 2 6 6 ! + … 1 + y 2 3 3 ! + y 2 6 6 ! + … y 2 + y 2 4 4 ! + y 2 7 7 ! + … y 2 2 2 ! + y 2 5 5 ! + y 2 8 8 ! + … ) → D^{1}\left\lbrack \mathcal{c}e^{Y_{2}} \right\rbrack= \mathcal{c}\begin{pmatrix}
\frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots & 1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots & y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots \\
y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots & \frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots & 1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots \\
1 + \frac{y_{2}^{3}}{3!} + \frac{y_{2}^{6}}{6!} + \ldots & y_{2} + \frac{y_{2}^{4}}{4!} + \frac{y_{2}^{7}}{7!} + \ldots & \frac{y_{2}^{2}}{2!} + \frac{y_{2}^{5}}{5!} + \frac{y_{2}^{8}}{8!} + \ldots
\end{pmatrix} \rightarrow
D 1 [ 𝒸 e Y 2 ] = 𝒸 ( e y 2 3 − 2 3 e − y 2 2 sin ( π 6 + 3 y 2 2 ) e y 2 3 + 2 3 e − y 2 2 cos ( 3 y 2 2 ) e y 2 3 − 2 3 e − y 2 2 sin ( π 6 − 3 y 2 2 ) e y 2 3 − 2 3 e − y 2 2 sin ( π 6 − 3 y 2 2 ) e y 2 3 − 2 3 e − y 2 2 sin ( π 6 + 3 y 2 2 ) e y 2 3 + 2 3 e − y 2 2 cos ( 3 y 2 2 ) e y 2 3 + 2 3 e − y 2 2 cos ( 3 y 2 2 ) e y 2 3 − 2 3 e − y 2 2 sin ( π 6 − 3 y 2 2 ) e y 2 3 − 2 3 e − y 2 2 sin ( π 6 + 3 y 2 2 ) ) . \begin{array}{r}
\ D^{1}\left\lbrack \mathcal{c}e^{Y_{2}} \right\rbrack= \mathcal{c}\begin{pmatrix}
\frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} + \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} + \frac{2}{3}e^{- \frac{y_{2}}{2}}\cos\left( \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} - \frac{\sqrt{3}y_{2}}{2} \right) \\
\frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} - \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} + \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} + \frac{2}{3}e^{- \frac{y_{2}}{2}}\cos\left( \frac{\sqrt{3}y_{2}}{2} \right) \\
\frac{e^{y_{2}}}{3} + \frac{2}{3}e^{- \frac{y_{2}}{2}}\cos\left( \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} - \frac{\sqrt{3}y_{2}}{2} \right) & \frac{e^{y_{2}}}{3} - \frac{2}{3}e^{- \frac{y_{2}}{2}}\sin\left( \frac{\pi}{6} + \frac{\sqrt{3}y_{2}}{2} \right)
\end{pmatrix}.
\end{array} (1.2.11)
We can see that for D 1 [ 𝒸 e Y 2 ] D^{1}\left\lbrack \mathcal{c}e^{Y_{2}} \right\rbrack , the derivative can be thought of as a cyclic shift of the three-way trigonometric functions by way of the right shifting of its matrix entries. Although it is not shown here, the D 1 [ 𝒸 e Y 3 ] D^{1}\left\lbrack \mathcal{c}e^{Y_{3}} \right\rbrack form is represented by a left-shifting of its function entries. To gain the geometric intuition for derivatives of the U ( 3 ) U(3) matrix group generators, we can take the D 1 [ 𝒸 e i X 3 ] = G ′ ( i X 3 ) D^{1}\left\lbrack \mathcal{c}e^{iX_{3}} \right\rbrack = G^{'}\left( iX_{3} \right) derivative above, noting that this is the same as f ℂ ′ ( i X 3 ) f_{\mathbb{C}}'\left( iX_{3} \right) , and rotate the identity polygon by i π 4 \frac{i\pi}{4} radians, finding
ϕ ( G ′ ( X 3 ℂ ( π 4 ) ) : ϵ ) = ( − s i n ( π 4 ) i c o s ( π 4 ) 0 i c o s ( π 4 ) − s i n ( π 4 ) 0 0 0 i e ( i π 4 ) ) ( A B C ) = ( i B c o s ( π 4 ) − A s i n ( π 4 ) i A c o s ( π 4 ) − B s i n ( π 4 ) i C e ( i π 4 ) ) = 1 2 ( i − 1 i − 1 i − 1 ) . \begin{array}{r}
\phi\left( G^{'}\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) = \begin{pmatrix}
{- sin}\left( \frac{\pi}{4} \right) & icos\left( \frac{\pi}{4} \right) & 0 \\
icos\left( \frac{\pi}{4} \right) & {- sin}\left( \frac{\pi}{4} \right) & 0 \\
0 & 0 & {ie}^{\left( \frac{i\pi}{4} \right)}
\end{pmatrix}\begin{pmatrix}
A \\
B \\
C
\end{pmatrix} = \begin{pmatrix}
iBcos\left( \frac{\pi}{4} \right) - Asin\left( \frac{\pi}{4} \right) \\
iAcos\left( \frac{\pi}{4} \right) - Bsin\left( \frac{\pi}{4} \right) \\
iCe^{\left( \frac{i\pi}{4} \right)}
\end{pmatrix} = \frac{1}{\sqrt{2}}\begin{pmatrix}
i - \ 1 \\
i - \ 1 \\
i - 1
\end{pmatrix}.
\end{array} (1.2.12)
We then compare our original generator G ( X 3 ℂ ) G\left( X_{3}^{\mathbb{C}} \right) , which is the anti-derivative of the above, using a similar rotation of i π 4 \frac{i\pi}{4} radians
ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) = ( cos ( π 4 ) i s i n ( π 4 ) 0 i s i n ( π 4 ) cos ( π 4 ) 0 0 0 e ( i π 4 ) ) ( A B C ) = ( A c o s ( π 4 ) + i B s i n ( π 4 ) i A s i n ( π 4 ) + B c o s ( π 4 ) C e ( i π 4 ) ) = 1 2 ( i + 1 i + 1 i + 1 ) . \begin{array}{r}
\phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) = \begin{pmatrix}
\cos\left( \frac{\pi}{4} \right) & isin\left( \frac{\pi}{4} \right) & 0 \\
isin\left( \frac{\pi}{4} \right) & \cos\left( \frac{\pi}{4} \right) & 0 \\
0 & 0 & e^{\left( \frac{i\pi}{4} \right)}
\end{pmatrix}\begin{pmatrix}
A \\
B \\
C
\end{pmatrix} = \begin{pmatrix}
Acos\left( \frac{\pi}{4} \right) + iBsin\left( \frac{\pi}{4} \right) \\
iAsin\left( \frac{\pi}{4} \right) + Bcos\left( \frac{\pi}{4} \right) \\
Ce^{\left( \frac{i\pi}{4} \right)}
\end{pmatrix} = \frac{1}{\sqrt{2}}\begin{pmatrix}
i + 1 \\
i + 1 \\
i + 1
\end{pmatrix}.
\end{array} (1.2.13)
When comparing the mapping, ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) , to the derivative mapping, ϕ ( G ′ ( X 3 ℂ ( π 4 ) ) : ϵ ) , \phi\left( G^{'}\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right), it can be seen that we are still rotating the equilateral triangle about the X 1 / X 2 X_{1}/X_{2} -plane for both, but the derivative is rotated counterclockwise by i π 2 \frac{i\pi}{2} radians in the ℂ 3 \mathbb{C}^{3} geometric space. This phase shift, seen in our derivate example, is analogous to the i π 2 \frac{i\pi}{2} radians shift we see in the derivative of e i x e^{ix}
d d x e i x = i e i x , \begin{array}{r}
\frac{d}{dx}e^{ix} = ie^{ix},
\end{array} (1.2.14)
coinciding with the result, found by multiplying the ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) vector mapping by i i
i × 1 2 ( i + 1 i + 1 i + 1 ) = 1 2 ( i − 1 i − 1 i − 1 ) . \begin{array}{r}
i \times \frac{1}{\sqrt{2}}\begin{pmatrix}
i + 1 \\
i + 1 \\
i + 1
\end{pmatrix} = \frac{1}{\sqrt{2}}\begin{pmatrix}
i - \ 1 \\
i - \ 1 \\
i - 1
\end{pmatrix}.
\end{array} (1.2.15)
Figure 1.2.1 – The ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) linear transformation.
Figure 1.2.2 – The ϕ ( G ′ ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G^{'}\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) Linear transformation.
We plot both results ∈ ℂ 3 \in \mathbb{C}^{3} space above in Figures 1.2.1-2 , to visualize the linear transformations of the U ( 3 ) U(3) generator G ( X 3 ℂ ) G\left( X_{3}^{\mathbb{C}} \right) and its derivative G ′ ( X 3 ℂ ) G^{'}\left( X_{3}^{\mathbb{C}} \right) . The volume of the equilateral triangle after the ϕ ( G ′ ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G^{'}\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) mapping appears to be more prominent than the ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) \phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) mapping, but being ∈ ℂ 3 \in \mathbb{C}^{3} , the norms ‖ 𝐳 ‖ \left\| \mathbf{z} \right\| for both polygons in complex space yield the same magnitudes for results, given that
‖ ϕ ( G ( X 3 ℂ ( π 4 ) ) : ϵ ) ‖ = | 1 2 + i 2 | + | 1 2 + i 2 | + | 1 2 + i 2 | = 3 \begin{array}{r}
\left\| \phi\left( G\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) \right\| = \sqrt{\left| \frac{1}{\sqrt{2}} + \frac{i}{\sqrt{2}} \right| + \left| \frac{1}{\sqrt{2}} + \frac{i}{\sqrt{2}} \right| + \left| \frac{1}{\sqrt{2}} + \frac{i}{\sqrt{2}} \right|} = \sqrt{3}
\end{array} (1.2.16)
is equal to
‖ ϕ ( G ′ ( X 3 ℂ ( π 4 ) ) : ϵ ) ‖ = | i 2 − i 2 | + | i 2 − 1 2 | + | i 2 − 1 2 | = 3 . \begin{array}{r}
\left\| \phi\left( G^{'}\left( X_{3}^{\mathbb{C}}\left( \frac{\pi}{4} \right) \right):\epsilon \right) \right\| = \sqrt{\left| \frac{i}{\sqrt{2}} - \frac{i}{\sqrt{2}} \right| + \left| \frac{i}{\sqrt{2}} - \frac{1}{\sqrt{2}} \right| + \left| \frac{i}{\sqrt{2}} - \frac{1}{\sqrt{2}} \right|} = \sqrt{3}.
\end{array} (1.2.17)