In
graph theory
In mathematics, graph theory is the study of '' graphs'', which are mathematical structures used to model pairwise relations between objects. A graph in this context is made up of '' vertices'' (also called ''nodes'' or ''points'') which are conn ...
, the resistance distance between two
vertices of a
simple,
connected graph, , is equal to the
resistance
Resistance may refer to:
Arts, entertainment, and media Comics
* Either of two similarly named but otherwise unrelated comic book series, both published by Wildstorm:
** ''Resistance'' (comics), based on the video game of the same title
** ''T ...
between two equivalent points on an
electrical network
An electrical network is an interconnection of electrical components (e.g., batteries, resistors, inductors, capacitors, switches, transistors) or a model of such an interconnection, consisting of electrical elements (e.g., voltage sour ...
, constructed so as to correspond to , with each
edge being replaced by a
resistance
Resistance may refer to:
Arts, entertainment, and media Comics
* Either of two similarly named but otherwise unrelated comic book series, both published by Wildstorm:
** ''Resistance'' (comics), based on the video game of the same title
** ''T ...
of one
ohm. It is a
metric on
graphs.
Definition
On a
graph , the resistance distance between two vertices and is
:
:where
with denoting the
Moore–Penrose inverse, the
Laplacian matrix
In the mathematical field of graph theory, the Laplacian matrix, also called the graph Laplacian, admittance matrix, Kirchhoff matrix or discrete Laplacian, is a matrix representation of a graph. Named after Pierre-Simon Laplace, the graph Laplac ...
of , is the number of vertices in , and is the matrix containing all 1s.
Properties of resistance distance
If then . For an undirected graph
:
General sum rule
For any -vertex
simple connected graph and arbitrary
matrix
Matrix most commonly refers to:
* ''The Matrix'' (franchise), an American media franchise
** '' The Matrix'', a 1999 science-fiction action film
** "The Matrix", a fictional setting, a virtual reality environment, within ''The Matrix'' (franchi ...
:
:
From this generalized sum rule a number of relationships can be derived depending on the choice of . Two of note are;
:
where the are the non-zero
eigenvalues
In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denoted b ...
of the
Laplacian matrix
In the mathematical field of graph theory, the Laplacian matrix, also called the graph Laplacian, admittance matrix, Kirchhoff matrix or discrete Laplacian, is a matrix representation of a graph. Named after Pierre-Simon Laplace, the graph Laplac ...
. This unordered sum
:
is called the Kirchhoff index of the graph.
Relationship to the number of spanning trees of a graph
For a simple connected graph , the resistance distance between two vertices may be expressed as a
function of the
set of
spanning trees, , of as follows:
:
where is the set of spanning trees for the graph .
As a squared Euclidean distance
Since the Laplacian is symmetric and positive semi-definite, so is
:
thus its pseudo-inverse is also symmetric and positive semi-definite. Thus, there is a such that
and we can write:
:
showing that the square root of the resistance distance corresponds to the
Euclidean distance in the space spanned by .
Connection with Fibonacci numbers
A fan graph is a graph on vertices where there is an edge between vertex and for all , and there is an edge between vertex and for all .
The resistance distance between vertex and vertex is
:
where is the -th Fibonacci number, for .
[http://www.isid.ac.in/~rbb/somitnew.pdf ]
See also
*
Conductance (graph)
References
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* {{cite journal
, first1=Yujun
, last1=Yang
, first2=Heping
, last2=Zhang
, title=Some rules on resistance distance with applications
, journal=J. Phys. A: Math. Theor.
, year=2008
, volume=41
, issue=44
, pages=445203
, doi=10.1088/1751-8113/41/44/445203
, bibcode = 2008JPhA...41R5203Y
Electrical resistance and conductance
Graph distance