I'm having some difficulty understanding exactly what a partial derivative is.
I had been content with the definition
$$\frac{\partial F}{\partial x_i } = \lim_{\Delta x \rightarrow 0} \frac{F(x_0, x_2 ... x_{i-1}, x_i + \Delta x, x_{i+1} ... x_n ) - F(x_0 ... x_n )}{\Delta x} $$
However now I am beginning to realize that there is a bit more going on here than originally intended.
Consider in the definition of the Euler Lagrange Equations where given an operator
$$L (x,y(x), y'(x)) $$
We are seeking to find the optimal y for this operator. We are required to solve
$$\frac{\partial L}{\partial y} -\frac{d}{dx}[\frac{\partial L}{\partial y'}] = 0 $$
To find such L. But here's my issue. Where we treat all other variables constant except what we are deriving w.r.t,
How can you treat y constant and derive w.r.t. y' Because if either varies, then so does its complement.
For example consider expression $L = y^2$. If y = $e^x$ then
$$ \frac{\partial L}{\partial y'} = \frac{\partial e^{2x}}{\partial e^x} = 2e^x = 2y$$
But if $y = x^3$ then
$$ \frac{\partial L}{\partial y'} = \frac{\partial x^6}{\partial (3x^2)} = x^4 = y^{\frac{4}{3}}$$
In other words... what the hell? What does the partial derivative REALLY mean?