Gravitation
Stuck
Rachel
Garrick
Math 198
Abstract
I have
attempted to write a graphical program modeling gravitational interactions
between masses, but with a twist! The
objects are subject to an additional restriction, namely that they must remain
stuck to a particular mathematical surface, which the user can choose and
input.
My intention
for my Hypergraphics project was to use Vpython to model the gravitational interactions between
masses, simulating heavenly bodies. To
make it more interesting, the bodies are restricted to surfaces whose equation
the user can choose from a list of nice-looking ones. To start with, I worked from the Vpython example file “orbit.py,” which models two bodies
orbiting each other. The math and code
were relatively simple, and I was able to restrict them to a sphere by
normalizing their position vectors and using the tangential component of their
momentum vectors thus:
where x is
position, p is momentum, and r is the radius of the sphere.
Here is a
screenshot of the resulting program, orbit2body.py:
I also tried
to adapt Stan Blank’s three body problem program from OpenGL to Visual, but it
did not function. Beyond the sphere, I
wished to view orbiting masses restricted to various surfaces, such as a paraboloid, a saddle, or a 3D function of sine waves. To this end, I modified this
two-bodies-on-a-sphere program (a lot) to force the masses to return to the
restricting surface using a version of Newton’s method known as gradient descent. This method works as follows.
The
restriction is expressed as a level set of a function f(x) of position which
equals zero. At each iteration, the
gradient of this function is calculated at the natural position of the mass due
to gravity only, which is somewhere off the surface. You follow the gradient back to the nearest
point on the surface using Newton’s method:
or, more explicitly:
where t is
the latest guess at the scalar amount you must go in the direction of the
gradient to get back to the surface, x is the position of the mass, and f is
the function of position whose level set f(x)=0 describes the restriction.
Unfortunately,
this method does not converge for the saddle when the mass originates further
from the surface than about 0.7 or so, as I found by experimenting further with
the situation in the smaller program “please_saddle.py.” Furthermore, applying the method to the paraboloid and sine waves restrictions results in a so-far
unexplained “divide by zero” error. In
any case, the program has resulted in stationary spheres hanging out with the
plotted surface, immobile, for every restriction except the sphere. However, in this still picture, you cannot
even tell that it is not working!
It is too
bad, but Lord knows I tried.