Can anyone refer me to, or respond with, the derivation for the integrating term in line integrals $dl=dr\hat{r}+rd\theta\hat{\theta}+r\sin\theta\ d\phi\hat{\phi}$ and volume integrals $dV=r^2\sin\theta dr d\theta d\phi$. I'm having trouble understanding why the angle $\phi$ needs some form of $r\sin\theta$ in front of it.
Derivation for the integrating term in line integrals and volume integrals in spherical coordinates
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First, one computes the "coordinate basis vectors." The coordinate basis vectors are not necessarily unit vectors. Rather, given a function $\mathbf r(r, \theta, \phi)$ that maps the coordinates to positions, one obtains the basis vectors as follows:
$$\mathbf e_r = \frac{\partial \mathbf r}{\partial r}, \quad \mathbf e_\theta = \frac{\partial \mathbf r}{\partial \theta}, \quad \mathbf e_\phi = \frac{\partial \mathbf r}{\partial \phi}$$
The most direct, if tedious, way to do this is to break $\mathbf r$ into a cartesian basis. That is, write
$$\mathbf r = \mathbf e_x r \sin \theta \cos \phi + \mathbf e_y r \sin \theta \sin \phi + \mathbf e_z r\cos \theta$$
You should then be able to verify that, taking a partial derivative with respect to $r$, we get
$$\mathbf e_r = \frac{\partial \mathbf r}{\partial r} = \mathbf e_x \sin \theta \cos \phi + \mathbf e_y \sin \theta \sin \phi + \mathbf e_z \cos \theta \implies |\mathbf e_r| = 1$$
A similar process tells you that $|\mathbf e_\theta| = r$ and $|\mathbf e_\phi| = r \sin \theta$.
Now, what is it you do when you integrate a line integral? You might have some function $F(\mathbf r)$ such that you want to integrate
$$\int_\ell F(\mathbf r) \, d\boldsymbol \ell$$
The "dumb" way to do this is to integrate over some parameterized curve $\boldsymbol \ell(t)$. Then $d\boldsymbol \ell$ really means $\boldsymbol \ell'(t) \, dt$.
Suppose that you choose $t = \theta$ for fun, and we take a curve that has $r = R$, some constant, from $\theta = 0$ to $\theta = \pi$. Let's also choose $F = 1$ to get
$$\int_0^\pi 1 \, \ell'(\theta) \, d\theta$$
I'll leave it to you to verify this, but $\ell'(\theta)$ here is $R \hat \theta = \mathbf e_\theta$ everywhere on the curve. That's the convenient property of using $\mathbf e_\theta$ instead of $\hat \theta$: when you hold $r, \phi$ constant and parameterize the curve with $\theta$, the tangent vector is $\mathbf e_\theta$, not $\hat \theta$. It's the same for the other coordinates, and this is why we use $\mathbf e_r, \mathbf e_\theta, \mathbf e_\phi$ instead of $\hat r, \hat \theta, \hat \phi$.
That should adequately explain what's going on with line integrals, but what about volume integrals? This is typically explained as a Jacobian determinant, but a more "geometric" explanation is to use exterior or clifford algebra. As the line integral involves a tangent vector, a volume integral involves a tangent "volume" formed by the three coordinate basis vectors. This is done using a wedge product. So $dV$ is formed by
$$dV \equiv (\mathbf e_r \wedge \mathbf e_\theta \wedge \mathbf e_\phi) (\mathbf e_x \wedge\mathbf e_y \wedge\mathbf e_z)^{-1} \, dr \, d\theta \, d\phi$$
First, why $(\mathbf e_x \wedge\mathbf e_y \wedge\mathbf e_z)^{-1}$? This is an arbitrary choice of orientation for 3d space.
Second, $\mathbf e_r \wedge \mathbf e_\theta \wedge \mathbf e_\phi$ is proportional to $\mathbf e_x \wedge\mathbf e_y \wedge\mathbf e_z$: why? Because there is only one kind of volume in 3d space. Knowing that $|\mathbf e_\theta| = r$ and $|\mathbf e_\phi| = r \sin \theta$ and that all the vectors are orthogonal, we get
$$\mathbf e_r \wedge \mathbf e_\theta \wedge \mathbf e_\phi = r^2 \sin \theta (\hat r \wedge \hat \theta \wedge \hat \phi)$$
The remaining wedge products cancel, and you get your canonical volume element.
Let's connect your notation to geography:
Unlike meridians, the circles of constant latitude do not look the same on the globe: their length varies with the latitude. At latitude $\theta$, the circle has radius $r\sin\theta$ and its length is $2\pi r \sin \theta$ where $r$ is the radius of the Earth.
Say, you are traveled westward and increased your longitude (value of $\phi$) by some amount $d\phi$. What is the distance you traveled? It's $\frac{d\phi}{2\pi}$ portion of the latitude circle, that is $2\pi r \sin \theta \frac{d\phi}{2\pi} = r\sin\theta \,d\phi$.
With $\theta$ it is easier: you are traveling along a meridian, which is a half-circle of radius $r$. So the displacement is $r\,d\theta$. With $dr$ it's even more straightforward, and you get $dl$ by adding the displacements.
For the volume element $dV$, the standard way is to take the differentials $$x=r\sin\theta \cos\phi \implies dx = \sin\theta \cos\phi\,dr+ r\cos\theta \cos\phi\,d\theta - r\sin\theta \sin\phi d\phi$$ $$y=r\sin\theta \sin\phi \implies dy = \sin\theta \sin\phi\,dr+ r\cos\theta \sin\phi\,d\theta + r\sin\theta \cos\phi d\phi$$ $$z=r\cos\theta \implies dz = \cos\theta \,dr+ -r\sin\theta \,d\theta $$ and put the coefficients on the right (i.e., partial derivatives) into a $3\times 3$ determinant to calculate the volume. It simplifies a good deal.