Point Lattice — Definition, Formula & Examples
A point lattice is a regularly spaced grid of points formed by taking all possible integer combinations of a set of basis vectors. In two dimensions, the simplest example is the set of all points with integer coordinates, like or .
A point lattice in is the set of all points , where are linearly independent basis vectors and range over all integers. The basis vectors determine the geometry of the lattice, including the spacing and angles between neighboring points.
Key Formula
Where:
- = A point in the lattice
- = The $i$-th basis vector of the lattice
- = An integer coefficient
- = The dimension of the lattice
How It Works
You build a point lattice by choosing basis vectors and then forming every integer combination of them. In 2D with the standard basis and , the lattice is simply , the set of all integer-coordinate points. Changing the basis vectors skews or stretches the lattice. For instance, using and produces a hexagonal lattice. The fundamental domain (or unit cell) is the parallelogram spanned by the two basis vectors, and tiling it fills the plane with lattice points at every vertex.
Worked Example
Problem: Given basis vectors and , find the lattice point corresponding to and .
Step 1: Multiply each basis vector by its integer coefficient.
Step 2: Add the results to get the lattice point.
Answer: The lattice point is .
Visualization
Why It Matters
Point lattices are central to crystallography, where atoms arrange in lattice patterns, and to number theory, where lattice-based arguments prove results like Minkowski's theorem. They also appear in modern cryptography — lattice-based encryption schemes are leading candidates for post-quantum security.
Common Mistakes
Mistake: Assuming every evenly spaced grid of points is a lattice.
Correction: A point lattice must include the origin and be closed under addition and subtraction of its points. A shifted grid (e.g., all points with integer ) is not a lattice because it does not contain the origin.
