I am trying to better understand the relationship between Cartesian Coordinates and Polar Coordinates.
Here is what I understand:
When going from Cartesian Coordinates $(x, y)$ to Polar Coordinates $(r, \theta)$, the transformation is given by (I can draw a circle and use trigonometry to get these relationships):
$$ x = r \cos(\theta) \\ y = r \sin(\theta) $$
The Jacobian matrix $J$ of this transformation contains all the first order partial derivatives:
$$ J = \begin{bmatrix} \frac{\partial x}{\partial r} & \frac{\partial x}{\partial \theta} \\ \frac{\partial y}{\partial r} & \frac{\partial y}{\partial \theta} \end{bmatrix} = \begin{bmatrix} \cos(\theta) & -r\sin(\theta) \\ \sin(\theta) & r\cos(\theta) \end{bmatrix} $$
The determinant of the Jacobian matrix, $\text{det}(J)$, is calculated as:
$$ \text{det}(J) = \frac{\partial x}{\partial r} \frac{\partial y}{\partial \theta} - \frac{\partial y}{\partial r} \frac{\partial x}{\partial \theta} = r\cos^2(\theta) + r\sin^2(\theta) = r $$
Here is where my confusion starts:
The above analysis supposedly gives us this classic relationship:
$$ dx \, dy = \text{det}(J) \, dr \, d\theta = r dr d\theta $$
I am confused as to how the above the analysis implies that $dx \, dy = \text{det}(J) \, dr \, d\theta = r dr d\theta$ is true.
I understand that the Jacobian matrix contains all the first order partial derivatives of the transformation. These partial derivatives describe small changes in the variable of interest.
But I don't understand:
- Why does the presence of all these derivatives in the same matrix relate the change/equivalence between the two coordinate systems?
- Why the determinant of the Jacobian matrix gives us the factor by which the transformation changes areas?
Can someone please help me out here?