Math 2.0

Difference and functional equations Definition

Discrete Laplace operator

Builds on FunctionLaplacian matrix

Definition

Let d≥1d \ge 1 and let e1,…,ede_1, \dots, e_d be the standard unit vectors of ℤd\Z^d. The discrete Laplace operator sends a function u ⁣:ℤd→ℝu \colon \Z^d \to \R to the function Δu ⁣:ℤd→ℝ\Delta u \colon \Z^d \to \R given by (Δu)(m)=∑i=1d(u(m+ei)−2u(m)+u(m−ei))=∑∣m′−m∣=1(u(m′)−u(m)).(\Delta u)(m) = \sum_{i=1}^{d} \big( u(m + e_i) - 2u(m) + u(m - e_i) \big) = \sum_{\abs{m' - m} = 1} \big( u(m') - u(m) \big). More generally, let a graph have vertex set VV, and let every vertex have finitely many neighbours. Then the operator sends u ⁣:V→ℝu \colon V \to \R to (Δu)(v)=∑w∼v(u(w)−u(v)),v∈V,(\Delta u)(v) = \sum_{w \sim v} \big( u(w) - u(v) \big), \qquad v \in V, where w∼vw \sim v means that ww and vv are joined by an edge.

Remarks

Example: on ℤ2\Z^2, the function u(m,n)=m2+n2u(m, n) = m^2 + n^2 has (Δu)(m,n)=2+2=4(\Delta u)(m, n) = 2 + 2 = 4 everywhere, matching Δ(x2+y2)=4\Delta(x^2 + y^2) = 4 in the plane. The function u(m,n)=mnu(m, n) = mn has Δu=0\Delta u = 0, so it is discrete harmonic.

Non-example of a discrete harmonic function: u(m)=2mu(m) = 2^m on ℤ\Z has (Δu)(m)=2m+1−2m+1+2m−1=2m−1≠0(\Delta u)(m) = 2^{m+1} - 2^{m+1} + 2^{m-1} = 2^{m-1} \ne 0.

On a grid of mesh h>0h > 0 one uses h−2Δh^{-2} \Delta, which tends to the Laplacian of uu as h→0h \to 0 when uu is a smooth function sampled on the grid. On a finite graph with Laplacian matrix L=D−AL = D - A, one has Δu=−Lu\Delta u = -L u when uu is written as a column vector. Some authors use the opposite sign or divide by the degree.

Reading path

To understand this page from the ground up, read these 3 pages in order. The foundations come first.

Show the path as a graph
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Function concept
  2. Laplacian matrix concept
  3. Discrete Laplace operator definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Discrete_Laplace_operator
About this page
TagTC6Y42YGQF
URIm2://TC6Y42YGQF
Kinddefinition
WritingW0 stub
MSC39A12, 39A14, 05C50
DefinesDiscrete Laplace operator
UsesFunction, Laplacian matrix

Markdown · JSON · Edit on GitHub

What this page needs for W1

  • an inventory row: the row of the inventory that the node accounts for (0 of 1)
  • a source with a locator (0 of 1)

The writing levels say how complete the text of a page is. They do not measure its truth.

What links here

No page links to this page yet.