Science Fair Projects Ideas - Discrete Laplace operator

All Science Fair Projects

      

Science Fair Project Encyclopedia for Schools!

  Search    Browse    Forum  Coach    Links    Editor    Help    Tell-a-Friend    Encyclopedia    Dictionary     

Science Fair Project Encyclopedia

For information on any area of science that interests you,
enter a keyword (eg. scientific method, molecule, cloud, carbohydrate etc.).
Or else, you can start by choosing any of the categories below.

Discrete Laplace operator

In mathematics, the discrete Laplace operator is an analog of the continuous Laplace operator, but defined so that it has meaning on a graph or a discrete grid.

Contents

Definition

Let G=(V,E) be a graph with vertices V and edges E. Let \phi:V\rightarrow\mathbb{C} be a function mapping vertices to complex numbers. Then, the discrete Laplacian Δ acting on φ is defined by

(Δφ)(v) = φ(w) - φ(v)
w:dist(w,v) = 1

where dist(w,v) is the distance operator on the graph. Thus, this sum is over the nearest neighbors of the vertex v.

If the graph has weighted edges, that is, a weighting function \gamma:E\rightarrow\mathbb{C} is given, then the definition can be generalized to

γφ)(v) = γwv(φ(w) - φ(v))
w:dist(w,v) = 1

where γwv is the weight value on the edge wv\in E.

Theorems

If the graph is a square lattice grid, then this definition of the Laplacian can be shown to correspond to the continuous Laplacian in the limit of an infinitely fine grid. Thus, for example, on a one-dimensional grid we have

\frac{\partial^2F}{\partial x^2} =  \lim_{\epsilon \rightarrow 0}    \frac{(F(x+\epsilon)-F(x))+(F(x-\epsilon)-F(x))}{\epsilon^2}.

This definition of the Laplacian is commonly used in numerical analysis and in image processing. In image processing, it is considered to be a type of digital filter, more specifically an edge filter, called the Laplace filter .

Discrete Schrödinger operator

Let P:V\rightarrow\mathbb{R} be a potential function defined on the graph. Note that P can be considered to be a multiplicative operator acting diagonally on φ

(Pφ)(v) = P(v)φ(v).

Then H = Δ + P is the discrete Schrödinger operator, an analog of the continuous Schrödinger operator.

If the number of edges meeting at a vertex is uniformly bounded, and the potential is bounded, then H is bounded and self-adjoint.

The spectral properties of this Hamiltonian can be studied with Stone's theorem; this is a consequence of the duality between posets and boolean algebras.

Discrete Green's function

The Green's function of the discrete Schrödinger operator is given in the resolvent formalism by

G(v,w;\lambda)=\langle\delta_v| \frac{1}{H-\lambda}| \delta_w\rangle

where δw is understood to be the Kronecker delta function on the graph: δw(v) = δwv; that is, it equals 1 if v=w and 0 otherwise.

For fixed w\in V and λ a complex number, the Green's function considered to be a function of v is the unique solution to

(H - λ)G(v,w;λ) = δw(v).
Last updated: 10-12-2005 11:53:39
03-10-2013 05:06:04
The contents of this article is licensed from www.wikipedia.org under the GNU Free Documentation License. Click here to see the transparent copy and copyright details
Science kits, science lessons, science toys, maths toys, hobby kits, science games and books - these are some of many products that can help give your kid an edge in their science fair projects, and develop a tremendous interest in the study of science. When shopping for a science kit or other supplies, make sure that you carefully review the features and quality of the products. Compare prices by going to several online stores. Read product reviews online or refer to magazines.

Start by looking for your science kit review or science toy review. Compare prices but remember, Price $ is not everything. Quality does matter.
Science Fair Coach
What do science fair judges look out for?
ScienceHound
Science Fair Projects for students of all ages
All Science Fair Projects.com Site
All Science Fair Projects Homepage
Search | Browse | Links | From-our-Editor | Books | Help | Contact | Privacy | Disclaimer | Copyright Notice