
In
differential geometry
Differential geometry is a Mathematics, mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of Calculus, single variable calculus, vector calculus, lin ...
, a Riemannian manifold is a
geometric space on which many geometric notions such as distance, angles, length, volume, and curvature are defined.
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
, the
-sphere,
hyperbolic space, and
smooth surfaces in three-dimensional space, such as
ellipsoid
An ellipsoid is a surface that can be obtained from a sphere by deforming it by means of directional Scaling (geometry), scalings, or more generally, of an affine transformation.
An ellipsoid is a quadric surface;  that is, a Surface (mathemat ...
s and
paraboloid
In geometry, a paraboloid is a quadric surface that has exactly one axial symmetry, axis of symmetry and no central symmetry, center of symmetry. The term "paraboloid" is derived from parabola, which refers to a conic section that has a similar p ...
s, are all examples of Riemannian
manifolds. Riemannian manifolds are named after German mathematician
Bernhard Riemann
Georg Friedrich Bernhard Riemann (; ; 17September 182620July 1866) was a German mathematician who made profound contributions to analysis, number theory, and differential geometry. In the field of real analysis, he is mostly known for the f ...
, who first conceptualized them.
Formally, a Riemannian metric (or just a metric) on a
smooth manifold
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One may ...
is a choice of
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
for each
tangent space
In mathematics, the tangent space of a manifold is a generalization of to curves in two-dimensional space and to surfaces in three-dimensional space in higher dimensions. In the context of physics the tangent space to a manifold at a point can be ...
of the manifold. A Riemannian manifold is a smooth manifold together with a Riemannian metric. The techniques of
differential and integral calculus are used to pull geometric data out of the Riemannian metric. For example, integration leads to the Riemannian distance function, whereas differentiation is used to define curvature and
parallel transport
In differential geometry, parallel transport (or parallel translation) is a way of transporting geometrical data along smooth curves in a manifold. If the manifold is equipped with an affine connection (a covariant derivative or connection on ...
.
Any smooth surface in three-dimensional Euclidean space is a Riemannian manifold with a Riemannian metric coming from the way it sits inside the
ambient space. The same is true for any
submanifold
In mathematics, a submanifold of a manifold M is a subset S which itself has the structure of a manifold, and for which the inclusion map S \rightarrow M satisfies certain properties. There are different types of submanifolds depending on exactly ...
of Euclidean space of any dimension. Although
John Nash proved that every Riemannian manifold arises as a submanifold of Euclidean space, and although some Riemannian manifolds are naturally exhibited or defined in that way, the idea of a Riemannian manifold emphasizes the intrinsic point of view, which defines geometric notions directly on the abstract space itself without referencing an ambient space. In many instances, such as for hyperbolic space and
projective space
In mathematics, the concept of a projective space originated from the visual effect of perspective, where parallel lines seem to meet ''at infinity''. A projective space may thus be viewed as the extension of a Euclidean space, or, more generally ...
, Riemannian metrics are more naturally defined or constructed using the intrinsic point of view. Additionally, many metrics on
Lie groups
In mathematics, a Lie group (pronounced ) is a group that is also a differentiable manifold, such that group multiplication and taking inverses are both differentiable.
A manifold is a space that locally resembles Euclidean space, whereas ...
and
homogeneous space
In mathematics, a homogeneous space is, very informally, a space that looks the same everywhere, as you move through it, with movement given by the action of a group. Homogeneous spaces occur in the theories of Lie groups, algebraic groups and ...
s are defined intrinsically by using
group actions to transport an inner product on a single tangent space to the entire manifold, and many special metrics such as
constant scalar curvature metrics and
Kähler–Einstein metrics are constructed intrinsically using tools from
partial differential equations
In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives.
The function is often thought of as an "unknown" that solves the equation, similar to how ...
.
Riemannian geometry
Riemannian geometry is the branch of differential geometry that studies Riemannian manifolds, defined as manifold, smooth manifolds with a ''Riemannian metric'' (an inner product on the tangent space at each point that varies smooth function, smo ...
, the study of Riemannian manifolds, has deep connections to other areas of math, including
geometric topology
In mathematics, geometric topology is the study of manifolds and Map (mathematics)#Maps as functions, maps between them, particularly embeddings of one manifold into another.
History
Geometric topology as an area distinct from algebraic topo ...
,
complex geometry
In mathematics, complex geometry is the study of geometry, geometric structures and constructions arising out of, or described by, the complex numbers. In particular, complex geometry is concerned with the study of space (mathematics), spaces su ...
, and
algebraic geometry
Algebraic geometry is a branch of mathematics which uses abstract algebraic techniques, mainly from commutative algebra, to solve geometry, geometrical problems. Classically, it studies zero of a function, zeros of multivariate polynomials; th ...
. Applications include
physics
Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
(especially
general relativity
General relativity, also known as the general theory of relativity, and as Einstein's theory of gravity, is the differential geometry, geometric theory of gravitation published by Albert Einstein in 1915 and is the current description of grav ...
and
gauge theory
In physics, a gauge theory is a type of field theory in which the Lagrangian, and hence the dynamics of the system itself, does not change under local transformations according to certain smooth families of operations (Lie groups). Formally, t ...
),
computer graphics
Computer graphics deals with generating images and art with the aid of computers. Computer graphics is a core technology in digital photography, film, video games, digital art, cell phone and computer displays, and many specialized applications. ...
,
machine learning
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task ( ...
, and
cartography
Cartography (; from , 'papyrus, sheet of paper, map'; and , 'write') is the study and practice of making and using maps. Combining science, aesthetics and technique, cartography builds on the premise that reality (or an imagined reality) can ...
. Generalizations of Riemannian manifolds include
pseudo-Riemannian manifold
In mathematical physics, a pseudo-Riemannian manifold, also called a semi-Riemannian manifold, is a differentiable manifold with a metric tensor that is everywhere nondegenerate. This is a generalization of a Riemannian manifold in which the ...
s,
Finsler manifolds, and
sub-Riemannian manifolds.
History

In 1827,
Carl Friedrich Gauss
Johann Carl Friedrich Gauss (; ; ; 30 April 177723 February 1855) was a German mathematician, astronomer, geodesist, and physicist, who contributed to many fields in mathematics and science. He was director of the Göttingen Observatory and ...
discovered that the
Gaussian curvature
In differential geometry, the Gaussian curvature or Gauss curvature of a smooth Surface (topology), surface in three-dimensional space at a point is the product of the principal curvatures, and , at the given point:
K = \kappa_1 \kappa_2.
For ...
of a surface embedded in 3-dimensional space only depends on local measurements made within the surface (the
first fundamental form
In differential geometry, the first fundamental form is the inner product on the tangent space of a surface in three-dimensional Euclidean space which is induced canonically from the dot product of . It permits the calculation of curvature and ...
). This result is known as the
Theorema Egregium ("remarkable theorem" in Latin).
A map that preserves the local measurements of a surface is called a
local isometry. A property of a surface is called an intrinsic property if it is preserved by local isometries and it is called an extrinsic property if it is not. In this language, the Theorema Egregium says that the Gaussian curvature is an intrinsic property of surfaces.
Riemannian manifolds and their curvature were first introduced non-rigorously by
Bernhard Riemann
Georg Friedrich Bernhard Riemann (; ; 17September 182620July 1866) was a German mathematician who made profound contributions to analysis, number theory, and differential geometry. In the field of real analysis, he is mostly known for the f ...
in 1854. However, they would not be formalized until much later. In fact, the more primitive concept of a
smooth manifold
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One may ...
was first explicitly defined only in 1913 in a book by
Hermann Weyl
Hermann Klaus Hugo Weyl (; ; 9 November 1885 – 8 December 1955) was a German mathematician, theoretical physicist, logician and philosopher. Although much of his working life was spent in Zürich, Switzerland, and then Princeton, New Jersey, ...
.
Élie Cartan
Élie Joseph Cartan (; 9 April 1869 – 6 May 1951) was an influential French mathematician who did fundamental work in the theory of Lie groups, differential systems (coordinate-free geometric formulation of PDEs), and differential geometry. He ...
introduced the
Cartan connection, one of the first concepts of a
connection.
Levi-Civita defined the
Levi-Civita connection
In Riemannian or pseudo-Riemannian geometry (in particular the Lorentzian geometry of general relativity), the Levi-Civita connection is the unique affine connection on the tangent bundle of a manifold that preserves the ( pseudo-) Riemannian ...
, a special connection on a Riemannian manifold.
Albert Einstein
Albert Einstein (14 March 187918 April 1955) was a German-born theoretical physicist who is best known for developing the theory of relativity. Einstein also made important contributions to quantum mechanics. His mass–energy equivalence f ...
used the theory of
pseudo-Riemannian manifold
In mathematical physics, a pseudo-Riemannian manifold, also called a semi-Riemannian manifold, is a differentiable manifold with a metric tensor that is everywhere nondegenerate. This is a generalization of a Riemannian manifold in which the ...
s (a generalization of Riemannian manifolds) to develop
general relativity
General relativity, also known as the general theory of relativity, and as Einstein's theory of gravity, is the differential geometry, geometric theory of gravitation published by Albert Einstein in 1915 and is the current description of grav ...
. Specifically, the
Einstein field equations
In the General relativity, general theory of relativity, the Einstein field equations (EFE; also known as Einstein's equations) relate the geometry of spacetime to the distribution of Matter#In general relativity and cosmology, matter within it. ...
are constraints on the curvature of
spacetime
In physics, spacetime, also called the space-time continuum, is a mathematical model that fuses the three dimensions of space and the one dimension of time into a single four-dimensional continuum. Spacetime diagrams are useful in visualiz ...
, which is a 4-dimensional pseudo-Riemannian manifold.
Definition
Riemannian metrics and Riemannian manifolds

Let
be a
smooth manifold
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One may ...
. For each point
, there is an associated vector space
called the
tangent space
In mathematics, the tangent space of a manifold is a generalization of to curves in two-dimensional space and to surfaces in three-dimensional space in higher dimensions. In the context of physics the tangent space to a manifold at a point can be ...
of
at
. Vectors in
are thought of as the vectors tangent to
at
.
However,
does not come equipped with an
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
, a "measuring stick" that gives tangent vectors a concept of length and angle. This is an important deficiency because calculus teaches that to calculate the length of a curve, the length of vectors tangent to the curve must be defined. A Riemannian metric puts such a "measuring stick" on every tangent space.
A ''Riemannian metric''
on
assigns to each
a
positive-definite bilinear form
In mathematics, a bilinear form is a bilinear map on a vector space (the elements of which are called '' vectors'') over a field ''K'' (the elements of which are called '' scalars''). In other words, a bilinear form is a function that is linea ...
in a smooth way (see the section on regularity below). This induces a
norm defined by
. A smooth manifold
endowed with a Riemannian metric
is a ''Riemannian manifold'', denoted
. A Riemannian metric is a special case of a
metric tensor
In the mathematical field of differential geometry, a metric tensor (or simply metric) is an additional structure on a manifold (such as a surface) that allows defining distances and angles, just as the inner product on a Euclidean space allows ...
.
A Riemannian metric is not to be confused with the distance function of a
metric space
In mathematics, a metric space is a Set (mathematics), set together with a notion of ''distance'' between its Element (mathematics), elements, usually called point (geometry), points. The distance is measured by a function (mathematics), functi ...
, which is also called a metric.
The Riemannian metric in coordinates
If
are smooth
local coordinates on
, the vectors
:
form a basis of the vector space
for any
. Relative to this basis, one can define the Riemannian metric's components at each point
by
:
.
These
functions
can be put together into an
matrix-valued function on
. The requirement that
is a positive-definite inner product then says exactly that this matrix-valued function is a
symmetric positive-definite matrix at
.
In terms of the
tensor algebra
In mathematics, the tensor algebra of a vector space ''V'', denoted ''T''(''V'') or ''T''(''V''), is the algebra over a field, algebra of tensors on ''V'' (of any rank) with multiplication being the tensor product. It is the free algebra on ''V'', ...
, the Riemannian metric can be written in terms of the
dual basis
In linear algebra, given a vector space V with a basis B of vectors indexed by an index set I (the cardinality of I is the dimension of V), the dual set of B is a set B^* of vectors in the dual space V^* with the same index set I such that B and ...
of the cotangent bundle as
:
Regularity of the Riemannian metric
The Riemannian metric
is ''continuous'' if its components
are continuous in any smooth coordinate chart
The Riemannian metric
is ''smooth'' if its components
are smooth in any smooth coordinate chart. One can consider many other types of Riemannian metrics in this spirit, such as
Lipschitz Riemannian metrics or
measurable Riemannian metrics.
There are situations in
geometric analysis in which one wants to consider non-smooth Riemannian metrics. See for instance (Gromov 1999) and (Shi and Tam 2002). However, in this article,
is assumed to be smooth unless stated otherwise.
Musical isomorphism
In analogy to how an inner product on a vector space induces an isomorphism between a vector space and its
dual given by
, a Riemannian metric induces an isomorphism of bundles between the
tangent bundle
A tangent bundle is the collection of all of the tangent spaces for all points on a manifold, structured in a way that it forms a new manifold itself. Formally, in differential geometry, the tangent bundle of a differentiable manifold M is ...
and the
cotangent bundle
In mathematics, especially differential geometry, the cotangent bundle of a smooth manifold is the vector bundle of all the cotangent spaces at every point in the manifold. It may be described also as the dual bundle to the tangent bundle. This m ...
. Namely, if
is a Riemannian metric, then
:
is a isomorphism of
smooth vector bundles from the tangent bundle
to the cotangent bundle
.
Isometries
An isometry is a function between Riemannian manifolds which preserves all of the structure of Riemannian manifolds. If two Riemannian manifolds have an isometry between them, they are called ''isometric'', and they are considered to be the same manifold for the purpose of Riemannian geometry.
Specifically, if
and
are two Riemannian manifolds, a
diffeomorphism
In mathematics, a diffeomorphism is an isomorphism of differentiable manifolds. It is an invertible function that maps one differentiable manifold to another such that both the function and its inverse are continuously differentiable.
Definit ...
is called an ''isometry'' if
, that is, if
:
for all
and
For example, translations and rotations are both isometries from Euclidean space (to be defined soon) to itself.
One says that a smooth map
not assumed to be a diffeomorphism, is a ''local isometry'' if every
has an open neighborhood
such that
is an isometry (and thus a diffeomorphism).
Volume
An oriented
-dimensional Riemannian manifold
has a unique
-form called the ''Riemannian volume form''. The Riemannian volume form is preserved by orientation-preserving isometries. The volume form gives rise to a
measure on
which allows measurable functions to be integrated. If
is
compact
Compact as used in politics may refer broadly to a pact or treaty; in more specific cases it may refer to:
* Interstate compact, a type of agreement used by U.S. states
* Blood compact, an ancient ritual of the Philippines
* Compact government, a t ...
, the ''volume of
'' is
.
Examples
Euclidean space
Let
denote the standard coordinates on
The (canonical) ''Euclidean metric''
is given by
:
or equivalently
:
or equivalently by its coordinate functions
:
where
is the
Kronecker delta
In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise:
\delta_ = \begin
0 &\text i \neq j, \\
1 &\ ...
which together form the matrix
:
The Riemannian manifold
is called ''Euclidean space''.
Submanifolds

Let
be a Riemannian manifold and let
be an
immersed submanifold or an
embedded submanifold
Embedded or embedding (alternatively imbedded or imbedding) may refer to:
Science
* Embedding, in mathematics, one instance of some mathematical object contained within another instance
** Graph embedding
* Embedded generation, a distributed ge ...
of
. The
pullback of
is a Riemannian metric on
, and
is said to be a ''Riemannian submanifold'' of
.
In the case where
, the map
is given by
and the metric
is just the restriction of
to vectors tangent along
. In general, the formula for
is
:
where
is the
pushforward of
by
Examples:
* The
-sphere
*:
:is a smooth embedded submanifold of Euclidean space
. The Riemannian metric this induces on
is called the ''round metric'' or ''standard metric''.
* Fix real numbers
. The
ellipsoid
An ellipsoid is a surface that can be obtained from a sphere by deforming it by means of directional Scaling (geometry), scalings, or more generally, of an affine transformation.
An ellipsoid is a quadric surface;  that is, a Surface (mathemat ...
*:
:is a smooth embedded submanifold of Euclidean space
.
* The
graph of a smooth function
is a smooth embedded submanifold of
with its standard metric.
* If
is not simply connected, there is a covering map
, where
is the
universal cover
In topology, a covering or covering projection is a map between topological spaces that, intuitively, locally acts like a projection of multiple copies of a space onto itself. In particular, coverings are special types of local homeomorphism ...
of
. This is an immersion (since it is locally a diffeomorphism), so
automatically inherits a Riemannian metric. By the same principle, any
smooth covering space of a Riemannian manifold inherits a Riemannian metric.
On the other hand, if
already has a Riemannian metric
, then the immersion (or embedding)
is called an ''
isometric immersion'' (or ''
isometric embedding'') if
. Hence isometric immersions and isometric embeddings are Riemannian submanifolds.
Products
Let
and
be two Riemannian manifolds, and consider the
product manifold . The Riemannian metrics
and
naturally put a Riemannian metric
on
which can be described in a few ways.
* Considering the decomposition
one may define
*:
* If
is a smooth coordinate chart on
and
is a smooth coordinate chart on
, then
is a smooth coordinate chart on
Let
be the representation of
in the chart
and let
be the representation of
in the chart
. The representation of
in the coordinates
is
*:
where
For example, consider the
-torus . If each copy of
is given the round metric, the product Riemannian manifold
is called the ''
flat torus''. As another example, the Riemannian product
, where each copy of
has the Euclidean metric, is isometric to
with the Euclidean metric.
Positive combinations of metrics
Let
be Riemannian metrics on
If
are any positive smooth functions on
, then
is another Riemannian metric on
Every smooth manifold admits a Riemannian metric
Theorem: Every smooth manifold admits a (non-canonical) Riemannian metric.
This is a fundamental result. Although much of the basic theory of Riemannian metrics can be developed using only that a smooth manifold is a locally Euclidean topological space, for this result it is necessary to use that smooth manifolds are
Hausdorff and
paracompact
In mathematics, a paracompact space is a topological space in which every open cover has an open Cover (topology)#Refinement, refinement that is locally finite collection, locally finite. These spaces were introduced by . Every compact space is par ...
. The reason is that the proof makes use of a
partition of unity
In mathematics, a partition of unity on a topological space is a Set (mathematics), set of continuous function (topology), continuous functions from to the unit interval ,1such that for every point x\in X:
* there is a neighbourhood (mathem ...
.
Let
be a smooth manifold and
a
locally finite atlas
An atlas is a collection of maps; it is typically a bundle of world map, maps of Earth or of a continent or region of Earth. Advances in astronomy have also resulted in atlases of the celestial sphere or of other planets.
Atlases have traditio ...
so that
are open subsets and
are diffeomorphisms. Such an atlas exists because the manifold is paracompact.
Let
be a differentiable
partition of unity
In mathematics, a partition of unity on a topological space is a Set (mathematics), set of continuous function (topology), continuous functions from to the unit interval ,1such that for every point x\in X:
* there is a neighbourhood (mathem ...
subordinate to the given atlas, i.e. such that
for all
.
Define a Riemannian metric
on
by
:
where
:
Here
is the Euclidean metric on
and
is its
pullback along
. While
is only defined on
, the product
is defined and smooth on
since
. It takes the value 0 outside of
. Because the atlas is locally finite, at every point the sum contains only finitely many nonzero terms, so the sum converges. It is straightforward to check that
is a Riemannian metric.
An alternative proof uses the
Whitney embedding theorem to embed
into Euclidean space and then pulls back the metric from Euclidean space to
. On the other hand, the
Nash embedding theorem states that, given any smooth Riemannian manifold
there is an embedding
for some
such that the
pullback by
of the standard Riemannian metric on
is
That is, the entire structure of a smooth Riemannian manifold can be encoded by a diffeomorphism to a certain embedded submanifold of some Euclidean space. Therefore, one could argue that nothing can be gained from the consideration of abstract smooth manifolds and their Riemannian metrics. However, there are many natural smooth Riemannian manifolds, such as the
set of rotations of three-dimensional space and hyperbolic space, of which any representation as a submanifold of Euclidean space will fail to represent their remarkable symmetries and properties as clearly as their abstract presentations do.
Metric space structure
An ''admissible curve'' is a piecewise smooth curve
whose velocity
is nonzero everywhere it is defined. The nonnegative function
is defined on the interval