Equilibrium Points of Directed Graphs

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SUMMARY

The maximum number of equilibrium points in a directed hypercube in Rn is determined to be 2^(n-1). An equilibrium point is defined as a vertex from which one can travel from any adjacent vertex along an edge. The discussion outlines a method involving the construction of the hypercube and induction to arrive at this conclusion. The analysis also considers the relationship between the number of edges and the known directions of those edges in relation to equilibrium points.

PREREQUISITES
  • Understanding of directed graphs and their properties
  • Familiarity with hypercube structures in Rn
  • Knowledge of induction as a mathematical proof technique
  • Basic concepts of graph theory
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  • Study the construction and characteristics of n-dimensional hypercubes
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Mathematicians, computer scientists, and students studying graph theory, particularly those interested in the properties of directed graphs and hypercubes.

Pauly Man
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Suppose I have a directed graph in Rn. Where the graph is a hypercube, (a square in R2, a cube in R3 etc).

Suppose I define an equilibrium point of a directed graph to be a vertex such that I can travel from any adjacent vertex along an edge to that vertex. What is the maximum number of equilibrium points of a directed hypercube in Rn?

As an example in R2:

Code:
*****<*****
*          *  
^          ^
*          *
***** >*****

(For some reason the graph isn't formatting properly, hopefully you can imagine that it is supposed to be a square).

The upper left corner is an equilibrium point for the directed hypercube.

I now wish to work out how to find the maximum number of equilibrium points possible in a directed hypercube in Rn. (Any ideas??)
 
Last edited:
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Unfortunately I could not decipher the plotted graph, but in any case you should consider the proyection of the graph on the plane and then argue, as is usually done in graph theory.
 
It's pretty straightforward to show that this is the same as the size of the largest set of unconnected vertices. For that, you can consider the construction procedure of "doubling" the n-dimensional hypercube and connecting each original points with its double. Then using induction you find 2^(n-1) for n dimensions.

There's probably a prettier way to do it, but graph theory isn't my thing.
 
Originally posted by damgo
It's pretty straightforward to show that this is the same as the size of the largest set of unconnected vertices. For that, you can consider the construction procedure of "doubling" the n-dimensional hypercube and connecting each original points with its double. Then using induction you find 2^(n-1) for n dimensions.

There's probably a prettier way to do it, but graph theory isn't my thing.

Thanks damgo. I sat up last night before going to bed and thought about the problem. I came up with this argument (which I'm pleased to see results in the same conclusion you came up with).

There are n2n-1 edges in a hypercube. If we know that we have one equilibrium point then we know the direction of n edges. So it follows that we don't know the direction of n(2n-1-1) edges. If we know of another equilibrium point then we know that it cannot share any edges with the previous equilibrium point, and so we know the direction of another n edges. We therefore do not know the direction of n(2n-1-2) edges.

Continuing on in this fashion we find that for a equilibrium points we have n(2n-1-a) edges for which we are unsure of the direction.

The maximum number of equilibrium points occurs when we know the direction of every edge, which occurs when:

n(2n-1-a) = 0
a = 2n-1
 
Note that I have edited the graph above, so now it hopefully makes sense).
 

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