Three fundamental theorems relate vector differential calculus and vector integral calculus
Green’s Theorem
Suppose is a -simple region and let be its boundary. Suppose is of class .
can be described by ,
In this notation, refers to the counterclockwise path of , while refers to the clockwise path
(where are vertical lines)
Since can be parameterized as , , the integral simplifies to a line integral
(since does not change across )
Lemma 1:
Equivalent logic with the roles of and swapped yields,
Lemma 2:
Green’s Theorem:
Green’s theorem relates a line integral around a region to the area within the region. Note that more complex regions can be split into simple regions on which Green’s theorem applies.
This can be used to find the area surrounded by a curve,
Area of a Curve:
Vector Form of Green’s Theorem:
This vector form uses the concept of curl,
Note that is a unit vector
Divergence Form: , where is the outward unit normal to
This uses the concept of divergence, and
Stokes’ Theorem
Consider a surface parameterized by . Suppose is a parameterization of in the positive direction (the direction that validates Green’s theorem, counterclockwise in simple curves).
The boundary curve is the image of the mapping
Stokes’ Theorem:
This says essentially that the integral of the normal component of the curl of over is equal to the integral of the tangential component of around the boundary of
Note the useful formula which helps transform an expression like the lefthand side of Stokes’ theorem
Suppose is a parameterization of
In the general case, it would be mistaken to define as ; For one need not even have an edge, it could be a closed surface! must be restricted to be one-to-one
With this definition in mind, Stokes’ theorem also works on parameterized surfaces. If the surface has no geometric boundary, then
Stokes’ theorem can be used to justify interpreting curl as circulation per unit area
Some manipulation derives the formula , where is a disc of radius centered at
Now when is the velocity field of a fluid, clearly represents the circulation around (if is tangent to the curve then there is no circulation). This means that represents the circulation of per unit area at on a surface (perpendicular to )
In this context, is often called the vorticity vector
Conservative Fields
Some fields have a useful property that they can be expressed gradients, such that , since
Definition: A conservative vector field defined on except for a finite amount of points satisfies the following equivalent properties:
- On any simple closed curve
- if and have the same endpoints
- is the gradient of some function (and is undefined where is undefined)
Physically, can be thought of as representing the work done by in moving along a path, or it can be thought of as the amount of circulation across the path. If then the field is irrotational, meaning is a gradient field for some function (which is then called a potential for )
In , means reduces to as long as is smooth everywhere
Theorem: If is a vector field on with then there exists a field with
Gauss’ Theorem
Closed surfaces can generally be oriented inwards or outwards, and if they are oriented outwards measures the total outwards flux
Gauss’ Divergence Theorem: Let be a symmetric elementary region in space (can be written as an elementary region on any axis) and be the oriented closed surface bounding the volume, then
Alternatively,
The proof in the book is nice, and pretty similar to that of Green’s theorem
Gauss’ theorem can be applied to more complex regions that can be broken up into symmetric elementary regions
In a process similar to what was done with analyzing curl, divergence can be shown to represent the rate of net outward flux at per unit volume; If then is called a source, otherwise if then is called a sink
If then is divergence-free which also implies
A fluid with this property is incompressible
Gauss’ Law: Let be a symmetric elementary region in , if then
where and
The proof for this involves looking at the region between and a ball
Gauss’ theorem can also be used to derive
It is also very much related to Maxwell’s equations
Differential Forms
The theory of differential forms formulates Green’s, Stokes’, and Gauss’ theorems as a single statement. The question is how to generalize to higher dimensions. The cross product does not generalize to higher dimensions either.
Definition: A differential form is a new mathematical object. is an example of a 1-form, while is a 2-form. The operation takes -forms to -forms.
This is like a generalized curl where if then
The Fundamental Theorem of Calculus (generalized Stokes’ theorem):
Note: Researching this topic is difficult, but I’ve gathered that the definitions provided here are unnecessarily restricted to 3 dimensions and below.
Now, to back up a bit…
Definition: Let be an open set in , a 0-form on is a real-valued function . When is differentiated once, it is assumed to be in class , and if differentiated twice. 0-forms can be added or multiplied together.
Definition: The basic 1-forms are , , and . A 1-form on is a linear combination . These can be added together, or multiplied by 0-forms.
Definition: The basic 2-forms are , , and . A 2-form on is a linear combination . These can be added together, or multiplied by 0-forms.
It’s not immediately clear what these forms are good for.
Let , notice how effectively associates a real number to each curve
Likewise in higher dimensions, a 2-form assigns each real number to a surface. Let , then is the same regardless of specific parameterization
Finally, for the purposes of these notes, it’s only necessary to note that for 3-forms, means which is just a regular triple integral
Definition: The wedge product operates on a -form and an -form and creates a form, satisfying the following laws ( is a 0-form),
- For each there is a zero -form 0 where and if (that last clause is phrased weirdly in the textbook)
- If are forms respectively and then
- The following rules: , ,
Definition: The derivative of a 3-form is always 0. Otherwise, the derivative of a -form is a -form, following the following rules ( is a 0-form),
- If is a -form,
- or put in other words
Now, Green’s theorem would say, let be an elementary region in the plane, with given counterclockwise orientation. Suppose is a 1-form on some open set in that contains , then
Stokes’ theorem looks quite similar: Let be an oriented surface in with boundary consisting of a simple closed curve , suppose is a 1-form then
And Gauss’ theorem says
Don’t these look similar! In the vector-field formulations, we used divergence for regions in and curl for curves in and regions in .
Definition: An oriented 2-manifold with boundary is a surface in whose boundary is a simple closed curve and an oriented 3-manifold with boundary is an elementary region in whose boundary is a surface
Generalized Stokes’ Theorem: Let be an oriented -manifold in contained in some open set . Suppose is a -form on . Then