Discrete geometry and combinatorial geometry are branches of
geometry
Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is c ...
that study
combinatorial properties and constructive methods of
discrete geometric objects. Most questions in discrete geometry involve
finite
Finite is the opposite of infinite. It may refer to:
* Finite number (disambiguation)
* Finite set, a set whose cardinality (number of elements) is some natural number
* Finite verb
Traditionally, a finite verb (from la, fīnītus, past partici ...
or
discrete sets of basic geometric objects, such as
points,
lines,
planes,
circle
A circle is a shape consisting of all points in a plane that are at a given distance from a given point, the centre. Equivalently, it is the curve traced out by a point that moves in a plane so that its distance from a given point is const ...
s,
sphere
A sphere () is a Geometry, geometrical object that is a solid geometry, three-dimensional analogue to a two-dimensional circle. A sphere is the Locus (mathematics), set of points that are all at the same distance from a given point in three ...
s,
polygon
In geometry, a polygon () is a plane figure that is described by a finite number of straight line segments connected to form a closed '' polygonal chain'' (or ''polygonal circuit''). The bounded plane region, the bounding circuit, or the two t ...
s, and so forth. The subject focuses on the combinatorial properties of these objects, such as how they
intersect
Intersection or intersect may refer to:
* Intersection in mathematics, including:
** Intersection (set theory), the set of elements common to some collection of sets
** Intersection (geometry)
** Intersection theory
* Intersection (road), a pl ...
one another, or how they may be arranged to cover a larger object.
Discrete geometry has a large overlap with
convex geometry and
computational geometry, and is closely related to subjects such as
finite geometry,
combinatorial optimization
Combinatorial optimization is a subfield of mathematical optimization that consists of finding an optimal object from a finite set of objects, where the set of feasible solutions is discrete or can be reduced to a discrete set. Typical combi ...
,
digital geometry,
discrete differential geometry,
geometric graph theory,
toric geometry, and
combinatorial topology.
History
Although
polyhedra and
tessellation
A tessellation or tiling is the covering of a surface, often a plane, using one or more geometric shapes, called ''tiles'', with no overlaps and no gaps. In mathematics, tessellation can be generalized to higher dimensions and a variety of ge ...
s had been studied for many years by people such as
Kepler and
Cauchy
Baron Augustin-Louis Cauchy (, ; ; 21 August 178923 May 1857) was a French mathematician, engineer, and physicist who made pioneering contributions to several branches of mathematics, including mathematical analysis and continuum mechanics. He ...
, modern discrete geometry has its origins in the late 19th century. Early topics studied were: the density of
circle packings by
Thue Thue may refer to:
* Axel Thue, a Norwegian mathematician
* Thue (food) Thue is a delicacy in Tibetan cuisine made with dri cheese (or sometimes parmesan or other hard cheeses), brown sugar (usually porang) and unsalted sweet cream butter. These in ...
,
projective configurations by Reye and
Steinitz, the
geometry of numbers by Minkowski, and
map colourings by Tait, Heawood, and
Hadwiger
Hugo Hadwiger (23 December 1908 in Karlsruhe, Germany – 29 October 1981 in Bern, Switzerland) was a Swiss mathematician, known for his work in geometry, combinatorics, and cryptography.
Biography
Although born in Karlsruhe, Germany, Hadwi ...
.
László Fejes Tóth,
H.S.M. Coxeter
Harold Scott MacDonald "Donald" Coxeter, (9 February 1907 – 31 March 2003) was a British and later also Canadian geometer. He is regarded as one of the greatest geometers of the 20th century.
Biography
Coxeter was born in Kensington t ...
and
Paul Erdős, laid the foundations of ''discrete geometry''.
[
][
]
Topics
Polyhedra and polytopes
A polytope is a geometric object with flat sides, which exists in any general number of dimensions. A
polygon
In geometry, a polygon () is a plane figure that is described by a finite number of straight line segments connected to form a closed '' polygonal chain'' (or ''polygonal circuit''). The bounded plane region, the bounding circuit, or the two t ...
is a polytope in two dimensions, a
polyhedron in three dimensions, and so on in higher dimensions (such as a
4-polytope
In geometry, a 4-polytope (sometimes also called a polychoron, polycell, or polyhedroid) is a four-dimensional polytope. It is a connected and closed figure, composed of lower-dimensional polytopal elements: vertices, edges, faces ( polygons), ...
in four dimensions). Some theories further generalize the idea to include such objects as unbounded polytopes (
apeirotopes and
tessellation
A tessellation or tiling is the covering of a surface, often a plane, using one or more geometric shapes, called ''tiles'', with no overlaps and no gaps. In mathematics, tessellation can be generalized to higher dimensions and a variety of ge ...
s), and
abstract polytopes.
The following are some of the aspects of polytopes studied in discrete geometry:
*
Polyhedral combinatorics
*
Lattice polytopes
*
Ehrhart polynomials
*
Pick's theorem
In geometry, Pick's theorem provides a formula for the area of a simple polygon with integer vertex coordinates, in terms of the number of integer points within it and on its boundary. The result was first described by Georg Alexander Pick in ...
*
Hirsch conjecture
In mathematical programming and polyhedral combinatorics, the Hirsch conjecture is the statement that the edge-vertex graph of an ''n''-facet polytope in ''d''-dimensional Euclidean space has diameter no more than ''n'' − ''d''. That is ...
Packings, coverings and tilings
Packings, coverings, and tilings are all ways of arranging uniform objects (typically circles, spheres, or tiles) in a regular way on a surface or
manifold
In mathematics, a manifold is a topological space that locally resembles Euclidean space near each point. More precisely, an n-dimensional manifold, or ''n-manifold'' for short, is a topological space with the property that each point has a ...
.
A sphere packing is an arrangement of non-overlapping
sphere
A sphere () is a Geometry, geometrical object that is a solid geometry, three-dimensional analogue to a two-dimensional circle. A sphere is the Locus (mathematics), set of points that are all at the same distance from a given point in three ...
s within a containing space. The spheres considered are usually all of identical size, and the space is usually three-
dimension
In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coor ...
al
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
. However, sphere
packing problems can be generalised to consider unequal spheres, ''n''-dimensional Euclidean space (where the problem becomes
circle packing in two dimensions, or
hypersphere
In mathematics, an -sphere or a hypersphere is a topological space that is homeomorphic to a ''standard'' -''sphere'', which is the set of points in -dimensional Euclidean space that are situated at a constant distance from a fixed point, ...
packing in higher dimensions) or to
non-Euclidean spaces such as
hyperbolic space
In mathematics, hyperbolic space of dimension n is the unique simply connected, n-dimensional Riemannian manifold of constant sectional curvature equal to -1. It is homogeneous, and satisfies the stronger property of being a symmetric space. ...
.
A tessellation of a flat surface is the tiling of a
plane using one or more geometric shapes, called tiles, with no overlaps and no gaps. In
mathematics, tessellations can be generalized to higher dimensions.
Specific topics in this area include:
*
Circle packings
*
Sphere packing
In geometry, a sphere packing is an arrangement of non-overlapping spheres within a containing space. The spheres considered are usually all of identical size, and the space is usually three- dimensional Euclidean space. However, sphere pack ...
s
*
Kepler conjecture
*
Quasicrystals
*
Aperiodic tiling
An aperiodic tiling is a non-periodic tiling with the additional property that it does not contain arbitrarily large periodic regions or patches. A set of tile-types (or prototiles) is aperiodic if copies of these tiles can form only non- peri ...
s
*
Periodic graph
*
Finite subdivision rules
Structural rigidity and flexibility

Structural rigidity is a
combinatorial theory for predicting the flexibility of ensembles formed by
rigid bodies connected by flexible
linkages or
hinges.
Topics in this area include:
*
Cauchy's theorem
*
Flexible polyhedra
Incidence structures

Incidence structures generalize planes (such as
affine,
projective, and
Möbius planes) as can be seen from their axiomatic definitions. Incidence structures also generalize the higher-dimensional analogs and the finite structures are sometimes called
finite geometries.
Formally, an incidence structure is a triple
:
where ''P'' is a set of "points", ''L'' is a set of "lines" and
is the
incidence relation. The elements of
are called flags. If
:
we say that point ''p'' "lies on" line
.
Topics in this area include:
*
Configurations
*
Line arrangements
*
Hyperplane arrangements
In geometry and combinatorics, an arrangement of hyperplanes is an arrangement of a finite set ''A'' of hyperplanes in a linear, affine, or projective space ''S''.
Questions about a hyperplane arrangement ''A'' generally concern geometrical, top ...
*
Buildings
Oriented matroids
An oriented matroid is a
mathematical structure
In mathematics, a structure is a set endowed with some additional features on the set (e.g. an operation, relation, metric, or topology). Often, the additional features are attached or related to the set, so as to provide it with some additi ...
that abstracts the properties of
directed graphs and of arrangements of vectors in a
vector space
In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called '' vectors'', may be added together and multiplied ("scaled") by numbers called '' scalars''. Scalars are often real numbers, but ...
over an
ordered field (particularly for
partially ordered vector spaces). In comparison, an ordinary (i.e., non-oriented)
matroid
In combinatorics, a branch of mathematics, a matroid is a structure that abstracts and generalizes the notion of linear independence in vector spaces. There are many equivalent ways to define a matroid axiomatically, the most significant being ...
abstracts the
dependence properties that are common both to
graphs, which are not necessarily ''directed'', and to arrangements of vectors over
fields, which are not necessarily ''ordered''.
Geometric graph theory
A geometric graph is a
graph
Graph may refer to:
Mathematics
*Graph (discrete mathematics), a structure made of vertices and edges
**Graph theory, the study of such graphs and their properties
*Graph (topology), a topological space resembling a graph in the sense of discre ...
in which the
vertices or
edges
Edge or EDGE may refer to:
Technology Computing
* Edge computing, a network load-balancing system
* Edge device, an entry point to a computer network
* Adobe Edge, a graphical development application
* Microsoft Edge, a web browser developed by ...
are associated with
geometric
Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is ca ...
objects. Examples include Euclidean graphs, the 1-
skeleton of a
polyhedron or
polytope
In elementary geometry, a polytope is a geometric object with flat sides ('' faces''). Polytopes are the generalization of three-dimensional polyhedra to any number of dimensions. Polytopes may exist in any general number of dimensions as an ...
,
unit disk graphs, and
visibility graphs In computational geometry and robot motion planning, a visibility graph is a graph of intervisible locations, typically for a set of points and obstacles in the Euclidean plane. Each node in the graph represents a point location, and each edge r ...
.
Topics in this area include:
*
Graph drawing
*
Polyhedral graphs
*
Random geometric graphs
*
Voronoi diagrams and
Delaunay triangulations
Simplicial complexes
A simplicial complex is a
topological space
In mathematics, a topological space is, roughly speaking, a geometrical space in which closeness is defined but cannot necessarily be measured by a numeric distance. More specifically, a topological space is a set whose elements are called po ...
of a certain kind, constructed by "gluing together"
points,
line segment
In geometry, a line segment is a part of a straight line that is bounded by two distinct end points, and contains every point on the line that is between its endpoints. The length of a line segment is given by the Euclidean distance between ...
s,
triangle
A triangle is a polygon with three edges and three vertices. It is one of the basic shapes in geometry. A triangle with vertices ''A'', ''B'', and ''C'' is denoted \triangle ABC.
In Euclidean geometry, any three points, when non- colli ...
s, and their
''n''-dimensional counterparts (see illustration). Simplicial complexes should not be confused with the more abstract notion of a
simplicial set appearing in modern simplicial homotopy theory. The purely combinatorial counterpart to a simplicial complex is an
abstract simplicial complex
In combinatorics, an abstract simplicial complex (ASC), often called an abstract complex or just a complex, is a family of sets that is closed under taking subsets, i.e., every subset of a set in the family is also in the family. It is a purely ...
. See also
random geometric complexes.
Topological combinatorics
The discipline of combinatorial topology used combinatorial concepts in
topology
In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ho ...
and in the early 20th century this turned into the field of
algebraic topology
Algebraic topology is a branch of mathematics that uses tools from abstract algebra to study topological spaces. The basic goal is to find algebraic invariants that classify topological spaces up to homeomorphism, though usually most classif ...
.
In 1978, the situation was reversed – methods from algebraic topology were used to solve a problem in
combinatorics
Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many a ...
– when
László Lovász proved the
Kneser conjecture, thus beginning the new study of topological combinatorics. Lovász's proof used the
Borsuk-Ulam theorem and this theorem retains a prominent role in this new field. This theorem has many equivalent versions and analogs and has been used in the study of
fair division problems.
Topics in this area include:
*
Sperner's lemma
*
Regular maps
Lattices and discrete groups
A discrete group is a
group ''G'' equipped with the
discrete topology
In topology, a discrete space is a particularly simple example of a topological space or similar structure, one in which the points form a , meaning they are ''isolated'' from each other in a certain sense. The discrete topology is the finest t ...
. With this topology, ''G'' becomes a
topological group
In mathematics, topological groups are logically the combination of groups and topological spaces, i.e. they are groups and topological spaces at the same time, such that the continuity condition for the group operations connects these two ...
. A discrete subgroup of a topological group ''G'' is a
subgroup
In group theory, a branch of mathematics, given a group ''G'' under a binary operation ∗, a subset ''H'' of ''G'' is called a subgroup of ''G'' if ''H'' also forms a group under the operation ∗. More precisely, ''H'' is a subgrou ...
''H'' whose
relative topology is the discrete one. For example, the
integer
An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign ( −1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
s, Z, form a discrete subgroup of the
reals, R (with the standard
metric topology), but the
rational number
In mathematics, a rational number is a number that can be expressed as the quotient or fraction of two integers, a numerator and a non-zero denominator . For example, is a rational number, as is every integer (e.g. ). The set of all ra ...
s, Q, do not.
A lattice in a
locally compact In topology and related branches of mathematics, a topological space is called locally compact if, roughly speaking, each small portion of the space looks like a small portion of a compact space. More precisely, it is a topological space in which e ...
topological group
In mathematics, topological groups are logically the combination of groups and topological spaces, i.e. they are groups and topological spaces at the same time, such that the continuity condition for the group operations connects these two ...
is a
discrete subgroup
In mathematics, a topological group ''G'' is called a discrete group if there is no limit point in it (i.e., for each element in ''G'', there is a neighborhood which only contains that element). Equivalently, the group ''G'' is discrete if and ...
with the property that the
quotient space
Quotient space may refer to a quotient set when the sets under consideration are considered as spaces. In particular:
*Quotient space (topology), in case of topological spaces
* Quotient space (linear algebra), in case of vector spaces
*Quotient ...
has finite
invariant measure. In the special case of subgroups of R
''n'', this amounts to the usual geometric notion of a
lattice, and both the algebraic structure of lattices and the geometry of the totality of all lattices are relatively well understood. Deep results of
Borel,
Harish-Chandra,
Mostow,
Tamagawa,
M. S. Raghunathan,
Margulis Margulis is a surname that, like its variants, is derived from the Ashkenazi Hebrew pronunciation of the Hebrew word (Israeli Hebrew ), meaning 'pearl.' Notable people and characters with the name include:
* Berl Broder (born Margulis), Broder sing ...
,
Zimmer obtained from the 1950s through the 1970s provided examples and generalized much of the theory to the setting of
nilpotent
In mathematics, an element x of a ring R is called nilpotent if there exists some positive integer n, called the index (or sometimes the degree), such that x^n=0.
The term was introduced by Benjamin Peirce in the context of his work on the cl ...
Lie group
In mathematics, a Lie group (pronounced ) is a group that is also a differentiable manifold. A manifold is a space that locally resembles Euclidean space, whereas groups define the abstract concept of a binary operation along with the addit ...
s and
semisimple algebraic groups over a
local field. In the 1990s,
Bass
Bass or Basses may refer to:
Fish
* Bass (fish), various saltwater and freshwater species
Music
* Bass (sound), describing low-frequency sound or one of several instruments in the bass range:
** Bass (instrument), including:
** Acoustic bass gui ...
and
Lubotzky initiated the study of ''tree lattices'', which remains an active research area.
Topics in this area include:
*
Reflection groups
*
Triangle groups
Digital geometry
Digital geometry deals with
discrete sets (usually discrete
point sets) considered to be
digitized
DigitizationTech Target. (2011, April). Definition: digitization. ''WhatIs.com''. Retrieved December 15, 2021, from https://whatis.techtarget.com/definition/digitization is the process of converting information into a digital (i.e. computer-r ...
models or
image
An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensio ...
s of objects of the 2D or 3D
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
.
Simply put, digitizing is replacing an object by a discrete set of its points. The images we see on the TV screen, the
raster display of a computer, or in newspapers are in fact
digital images.
Its main application areas are
computer graphics
Computer graphics deals with generating images with the aid of computers. Today, computer graphics is a core technology in digital photography, film, video games, cell phone and computer displays, and many specialized applications. A great deal ...
and
image analysis
Image analysis or imagery analysis is the extraction of meaningful information from images; mainly from digital images by means of digital image processing techniques. Image analysis tasks can be as simple as reading bar coded tags or as sophi ...
.
[Se]
Li Chen, Digital and discrete geometry: Theory and Algorithms, Springer, 2014.
/ref>
Discrete differential geometry
Discrete differential geometry is the study of discrete counterparts of notions in differential geometry. Instead of smooth curves and surfaces, there are polygon
In geometry, a polygon () is a plane figure that is described by a finite number of straight line segments connected to form a closed '' polygonal chain'' (or ''polygonal circuit''). The bounded plane region, the bounding circuit, or the two t ...
s, mesh
A mesh is a barrier made of connected strands of metal, fiber, or other flexible or ductile materials. A mesh is similar to a web or a net in that it has many attached or woven strands.
Types
* A plastic mesh may be extruded, oriented, e ...
es, and simplicial complexes. It is used in the study of computer graphics
Computer graphics deals with generating images with the aid of computers. Today, computer graphics is a core technology in digital photography, film, video games, cell phone and computer displays, and many specialized applications. A great deal ...
and topological combinatorics.
Topics in this area include:
*Discrete Laplace operator
In mathematics, the discrete Laplace operator is an analog of the continuous Laplace operator, defined so that it has meaning on a graph or a discrete grid. For the case of a finite-dimensional graph (having a finite number of edges and vertices) ...
* Discrete exterior calculus
* Discrete calculus
* Discrete Morse theory
* Topological combinatorics
* Spectral shape analysis
*Abstract differential geometry
The adjective ''abstract'' has often been applied to differential geometry before, but the abstract differential geometry (ADG) of this article is a form of differential geometry without the calculus notion of smoothness, developed by Anastasios ...
* Analysis on fractals
See also
*'' Discrete and Computational Geometry'' (journal)
*Discrete mathematics
Discrete mathematics is the study of mathematical structures that can be considered "discrete" (in a way analogous to discrete variables, having a bijection with the set of natural numbers) rather than "continuous" (analogously to continu ...
* Paul Erdős
Notes
References
*
*
*
*
*
*
*
*
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*
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