Definition
The existence of complex number presented a question for mathematicians, if a complex number exists in a 2D complex plane, could there be a 3D equivalent?
Sir William Rowan Hamilton among many other mathematicians of the 18th and 19th century had been searching for the answer, Hamilton conjectured that a 3D complex number could be represented by the triple $a + bi + cj$ where $i$ and $j$ are imaginary quantities and square to $-1$, when he was developing the algebra for this triplet the product of them raised a problem when expanded
$$
\begin{align*}
z_1 &= a_1 + b_1i + c_1j \\
z_2 &= a_2 + b_2i + c_2j \\
z_1z_2 &= (a_1 + b_1i + c_1j)(a_2 + b_2i + c_2j) \\
&= (a_1b_1 - b_1b_2 - c_1c_2) + (a_1b_2 + b_1a_2)i + (a_1c_2 + c_1a_2)j \\
& \quad + b_1c_2ij + c_1b_2ji
\end{align*}
$$
The quantities $ij$ and $ji$ represented a problem for Hamilton, even if $ij = -ji$ we are still left with $(b_1c_2 - c_1b_2)ij$
On October 16th, 1843, while he was walking with his wife along the Royal Canal in Ireland he saw the solution as a quadruple instead of a triple, instead of using two imaginary terms, three imaginary terms provided the necessary quantities to resolve products like $ij$
Hamilton defined a quaternion $q$ as
$$
\begin{align*}
q = s + ai + bj + ck \quad s,a,b,c \in \mathbb{R} \\
i^2 = j^2 = k^2 = ijk = -1 \\
ij = k \quad jk = i \quad ki = j \\
ji = -k \quad kj = -1 \quad ik = -j
\end{align*}
$$
If a complex number $i$ is capable of rotating points on the plane by $\deg{90}$ then perhaps a triple rotates points in space by $\deg{90}$, in the end the triplet was replaced by a quaternion
Notation
There are three ways of annotating a quaternion $q$
$$
\begin{align}
q &= s + xi + yj + zk \\
q &= s + \mbold{v} \\
q &= [s, \mbold{v}] \\
& \text{where $s,x,y,z \in \mathbb{R}$, $\mbold{v} \in \mathbb{R}^3$} \nonumber \\
& \text{and $i^2 = j^2 = k^2 = ijk = -1$} \nonumber
\end{align}
$$
Real quaternion
A real quaternion has a zero vector term
$$
q = [s, \mbold{0}]
$$
Pure quaternion
A pure quaternion is a quaternion having a zero scalar term
$$
q = [0, \mbold{v}]
$$
Quaternion conjugate
Given
$$
q = [s, \mbold{v}]
$$
The quaternion conjugate is defined as
$$
q^* = [s, - \mbold{v}]
$$
Quaternion norm
The norm of a quaternion $q = [s, \mbold{v}]$ is defined as the square root of the product of itself and its conjugate (the multiplication operation is defined later)
$$
\begin{align*}
\norm{q} &= \sqrt{qq^*} \\
&= \sqrt{s^2 + x^2 + y^2 + z^2}
\end{align*}
$$
Also note that
$$
\norm{q}^2 = qq^*
$$
Norm facts
- $\norm{qq^*} = \norm{q}\norm{q^*}$
- $\norm{q^*} = \norm{q}$
Unit quaternion
A unit quaternion is a quaternion of norm one given by
$$
\begin{align}
q &= [s, \lambda \unit{n}] \quad s,\lambda \in \mathbb{R}, \unit{n} \in \mathbb{R}^3 \label{unit-norm-quaternion}\\
\left | \unit{n} \right | &= 1 \nonumber \\
s^2 + \lambda^2 &= 1 \nonumber
\end{align}
$$
Note: dividing a non-zero quaternion by its norm produces a unit norm quaternion
Operations
Quaternion Product
Given two quaternions
$$
\begin{align*}
q_a = [s_a, \mbold{a}] \quad \quad \mbold{a} = x_a i + y_a j + z_a k \\
q_b = [s_b, \mbold{b}] \quad \quad \mbold{b} = x_b i + y_b j + z_b k
\end{align*}
$$
The product $q_aq_b$ is computed as follows
$$
\begin{align}
q_aq_b &= (s_a + x_a i + y_a j + z_a k)(s_b + x_b i + y_b j + z_b k) \nonumber \\
&= (s_as_b - x_ax_b - y_ay_b - z_az_b) \nonumber \\
& \quad + (s_ax_b + s_bx_a + y_az_b - y_bz_a)i \nonumber \\
& \quad + (s_ay_b + s_by_a + z_ax_b - z_bx_a)j \nonumber \\
& \quad + (s_az_b + s_bz_a + x_ay_b - x_by_a)k \label{quaternion-product}
\end{align}
$$
Replacing the imaginaries by the ordered pairs (which are themselves quaternion units)
$$
i = [0, \mbold{i}] \quad j = [0, \mbold{j}] \quad k = [0, \mbold{k}] \quad 1 = [1, \mbold{0}]
$$
And substituting them in \eqref{quaternion-product}
$$
\begin{align*}
q_aq_b &= (s_as_b - x_ax_b - y_ay_b - z_az_b)[1, \mbold{0}] \\
& \quad + (s_ax_b + s_bx_a + y_az_b - y_bz_a)[0, \mbold{i}] \\
& \quad + (s_ay_b + s_by_a + z_ax_b - z_bx_a)[0, \mbold{j}] \\
& \quad + (s_az_b + s_bz_a + x_ay_b - x_by_a)[0, \mbold{k}]
\end{align*}
$$
By doing some aggrupations
$$
\begin{align*}
q_aq_b &= [s_as_b - x_ax_b - y_ay_b - z_az_b, \\
& \quad s_a(x_b \mbold{i} + y_b \mbold{j} + z_b \mbold{k}) + s_b(x_a \mbold{i} + y_a \mbold{j} + z_a \mbold{k}) \\
& \quad + (y_az_b - y_bz_a) \mbold{i} + (z_ax_b - z_bx_a) \mbold{j} + (x_ay_b - x_by_a) \mbold{k}] \\
&= [s_as_b - \mbold{a} \cdot \mbold{b}, s_a\mbold{b} + s_b\mbold{a} + \mbold{a} \times \mbold{b}]
\end{align*}
$$
Now let’s compute the product $q_bq_a$
$$
q_bq_a = [s_bs_a - \mbold{b} \cdot \mbold{a}, s_b\mbold{a} + s_a\mbold{b} + \mbold{b} \times \mbold{a}]
$$
Note that the scalar quantity of both products is the same however the vector quantity varies (the cross product sign is changed) therefore
$$
q_aq_b \not = q_bq_a
$$
This is an important fact to note since for complex number the product commutes however for quaternions it doesn’t
Product of a scalar and a quaternion
Let $k$ be a scalar represented as a quaternion as $q_k = [k, \mathbf{0}]$ and $q = [s, \mathbf{v}]$
Their product is
$$
\begin{align*}
q_kq &= [k, \mathbf{0}][s, \mathbf{v}] \\
&= [ks, k\mathbf{v}]
\end{align*}
$$
Note that this product is commutative
Product of a quaternion with itself (square of a quaternion)
$$
\begin{align*}
q &= [s, \mbold{v}] \\
q^2 &= [s, \mbold{v}] [s, \mbold{v}] \\
&= [s^2 - \mbold{v} \cdot \mbold{v}, 2s\mbold{v} + \mbold{v} \times \mbold{v}] \\
&= [s^2 - \norm{v}^2, 2s\mbold{v}] \\
&= [s^2 - (x^2 + y^2 + z^2), 2s(x\mbold{i} + y\mbold{j} + z\mbold{k})]
\end{align*}
$$
Product of a quaternion and its conjugate
Let $q = [s, \mathbf{v}]$
$$
\begin{align*}
qq^* &= [s, \mathbf{v}][s, -\mathbf{v}] \\
&= [s^2 + \mathbf{v} \cdot \mathbf{v}, -s \mathbf{v} + s\mathbf{v} - \mathbf{v} \times \mathbf{v}] \\
&= [s^2 + \mathbf{v} \cdot \mathbf{v}, \mathbf{0}] \\
&= s^2 + x^2 + y^2 + z^2
\end{align*}
$$
Note that this product commutes i.e. $qq^* = q^*q$
Product of unit quaternions
Given
$$
q_a = [s_a, \mbold{a}] \\
q_b = [s_b, \mbold{b}]
$$
Where $\norm{q_a} = \norm{q_b} = 1$, the product is another unit-norm quaternion
$$
q_c = [s_c, \mbold{c}]
$$
Where $\norm{q_c} = 1$
Product of pure quaternions
Let
$$
q_a = [0, \mbold{a}] \\
q_b = [0, \mbold{b}]
$$
The product $q_aq_b$ is defined as
$$
\begin{align*}
q_aq_b &= [-\mbold{a} \cdot \mbold{b}, \mbold{a} \times \mbold{b}]
\end{align*}
$$
Note that the resulting quaternion is no longer a pure quaternion as some information has propagated into the real part via the dot product
Product of a pure quaternion with itself (square of a pure quaternion)
$$
\begin{align*}
q &= [0, \mbold{v}] \\
q^2 &= [0, \mbold{v}] [0, \mbold{v}] \\
&= [-\mbold{v} \cdot \mbold{v}, \mbold{v} \times \mbold{v}] \\
&= [-(x^2 + y^2 + z^2), \mbold{0}] \\
&= -\norm{v}^2
\end{align*}
$$
If $q$ is a unit norm pure quaternion then
$$
q^2 = -1
$$
Product of a pure quaternion with its conjugate
$$
\begin{align*}
q^*q = qq^* &= [0, \mathbf{v}][0, -\mathbf{v}] \\
&= [\mathbf{v} \cdot \mathbf{v}, -\mbold{v \times v}] \\
&= [\mathbf{v} \cdot \mathbf{v}, \mbold{0}] \\
&= \norm{v}^2
\end{align*}
$$
Inverse of a quaternion
By definition, the inverse $q^{-1}$ of $q$ is
$$
qq^{-1} = [1, \mbold{0}]
$$
To isolate $q^{-1}$ let’s pre multiply both sides by $q^*$
$$
\begin{align*}
q^*qq^{-1} &= q^* \\
\norm{q}^2q^{-1} &= q^* \\
q^{-1} &= \frac{q^*}{\norm{q}^2}
\end{align*}
$$
Quaternion units
Given the vector $\mbold{v}$
$$
\mbold{v} = v \hat{\mbold{v}} \quad \text{where $v = |\mbold{v}|$, and $|\hat{\mbold{v}}| = 1$}
$$
Combining this with the definition of a pure quaternion
$$
\begin{align*}
q &= [0, \mbold{v}] \\
&= [0, v \hat{\mbold{v}}] \\
&= v[0, \hat{\mbold{v}}]
\end{align*}
$$
It’s convenient to identify the unit quaternion as $\hat{q}$ (where $v = 1$)
$$
\hat{q} = [0, \hat{\mbold{v}}]
$$
Let’s check if the quaternion unit $\mbold{i}$ squares to the ordered pair $[-1, \mbold{0}]$
$$
\begin{align*}
i^2 &= [0, \mbold{i}][0, \mbold{i}] \\
&= [0 \cdot 0 - \mbold{i} \cdot \mbold{i}, 0 \cdot \mbold{i} + 0 \cdot \mbold{i} - \mbold{i} \times \mbold{i}] \\
&= [-|\mbold{i}|^2, \mbold{0}] \quad \text{$\mbold{i} \times \mbold{i} = 0$} \\
& = [-1, \mbold{0}]
\end{align*}
$$
Misc operations
Taking the scalar part of a quaternion
To isolate the scalar part of $q$ we could add $q^*$ to it
$$
2 S(q) = q + q^*
$$