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Integer Lattice


LatticePoints

An integer lattice is the point lattice consisting of all points with coordinates (m,n,...) that are integers. In two dimensions, these points form a square array, often called a grid or a mesh.

In two dimensions, for r>0, let N(r) count the lattice points in the square [-r,r]^2 and let N^'(r) count those visible from the origin. Their fraction, as derived in Castellanos (1988, pp. 155-156), is

(N^'(r))/(N(r))=((24)/(pi^2)r^2+O(rlnr))/(4r^2+O(r))
(1)
=(6/(pi^2)+O((lnr)/r))/(1+O(1/r))
(2)
=6/(pi^2)+O((lnr)/r),
(3)

so the limit as r->infty is 6/pi^2. If a pair of integers is chosen from {1,...,n}^2 with all n^2 ordered pairs equally likely, then the probability that they are relatively prime tends to 6/pi^2 as n->infty.

Among the n^2 lattice points (x,y) with 1<=x,y<=n, a classical lower bound gives subsets of at least n^(2/3-epsilon) points with no four collinear or concyclic, for every epsilon>0 and all sufficiently large n (Guy 1994, p. 241; Ghosal et al. 2026, p. 1889). Dong and Xu (2025, p. 2) give algebraic constructions with n-o(n) points under the same restriction, where o denotes little-O notation. A probabilistic construction gives at least 7n/12 points for all sufficiently large n (Ghosal et al. 2026, p. 1909).

PointLatticeParallelograms

Any nondegenerate parallelogram on the lattice in which two adjacent sides each have length 1 has unit area (Hilbert and Cohn-Vossen 1999, pp. 33-34).

A special set of polygons defined on the regular lattice are the golygons. A necessary and sufficient condition that a linear transformation map a point lattice containing the origin onto itself is that its matrix in a lattice vector basis have integer entries and be unimodular.

Ajtai (1996) showed that a probabilistic polynomial-time algorithm for finding a short nonzero vector in a specified random class of integer lattices, with probability at least 1/2, would yield probabilistic polynomial-time algorithms that approximate the length of a shortest nonzero vector within a polynomial factor in every integer lattice, with probability exponentially close to 1. This result has potential applications to cryptography and authentication (Cipra 1996).


See also

Lattice, No-Three-in-a-Line Problem, Point Lattice

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References

Ajtai, M. "Generating Hard Instances of Lattice Problems." Electronic Colloquium on Computational Complexity, TR96-007, Jan. 29, 1996. https://eccc.weizmann.ac.il/report/1996/007/.Apostol, T. Introduction to Analytic Number Theory. New York: Springer-Verlag, 1995.Castellanos, D. "The Ubiquitous Pi. Part II." Math. Mag. 61, 148-163, 1988.Cipra, B. "Lattices May Put Security Codes on a Firmer Footing." Science 273, 1047-1048, 1996.Dong, Z. and Xu, Z. "Large Grid Subsets without Many Cospherical Points." 22 Jun 2025. https://arxiv.org/abs/2506.18113.Eppstein, D. "Lattice Theory and Geometry of Numbers." https://ics.uci.edu/~eppstein/junkyard/lattice.html.Gardner, M. "The Lattice of Integers." Ch. 21 in The Sixth Book of Mathematical Games from Scientific American. Chicago, IL: University of Chicago Press, pp. 208-219, 1984.Ghosal, A.; Goenka, R.; and Keevash, P. "On Subsets of Lattice Cubes Avoiding Affine and Spherical Degeneracies." Disc. Comput. Geom. 76, 1886-1911, 2026. https://doi.org/10.1007/s00454-026-00853-7.Guy, R. K. "Gauss's Lattice Point Problem," "Lattice Points with Distinct Distances," "Lattice Points, No Four on a Circle," and "The No-Three-in-a-Line Problem." §F1, F2, F3, and F4 in Unsolved Problems in Number Theory, 2nd ed. New York: Springer-Verlag, pp. 240-244, 1994.Hammer, J. Unsolved Problems Concerning Lattice Points. London, England: Pitman, 1977.Hilbert, D. and Cohn-Vossen, S. "Regular Systems of Points." Ch. 2 in Geometry and the Imagination. New York: Chelsea, pp. 32-93, 1999.Knupp, P. and Steinberg, S. Fundamentals of Grid Generation. Boca Raton, FL: CRC Press, 1994.Nagell, T. "Lattice Points and Point Lattices." §11 in Introduction to Number Theory. New York: Wiley, pp. 32-34, 1951.Thompson, J. F.; Soni, B.; and Weatherill, N. Handbook of Grid Generation. Boca Raton, FL: CRC Press, 1998.

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Integer Lattice

Cite this as:

Weisstein, Eric W. "Integer Lattice." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/IntegerLattice.html

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