Let us now turn to some examples of some horizontal Brownian motions associated with submersions.
We come back first to an example studied earlier that encompasses the Heisenberg group. Let
be a smooth one-form on and let
be a
-dimensional Brownian motion. The process
is a diffusion process in with generator
where
We can then interpret as a horizontal Brownian motion. Indeed, consider the Riemannian metric
on
that makes
orthonormal. The map
such that is then a Riemannian submersion and
is the horizontal Laplacian of this submersion. Therefore
is a horizontal Brownian motion for this submersion.
A second class of examples that naturally arise in stochastic calculus are horizontal Brownian motions on vector bundles. We present here the case of the tangent bundle, but the construction may be extended to any vector bundle. Let be a smooth and connected Riemannian manifold with dimension
. Let
be a Brownian motion on
started at
. Let
be the stochastic parallel transport along the paths of
. Let now
and consider the tangent bundle
valued process:
The process can be interpreted as a horizontal Brownian for some Riemannian submersion. The submersion is simply the bundle projection map
. One then needs to construct a Riemannian metric on
that makes
a Riemannian submersion. Call a
curve
to be horizontal if
is parallelly transported along
. This uniquely determines the rank
horizontal bundle in
. Now, if
is a vector field on
, define its horizontal lift
as the unique horizontal vector field on
that projects onto
. Define its vertical lift as the unique vertical vector field
on
such that for every smooth
one has
where . The Sasaki metric
on
is then the unique metric such that if
is a local orthonormal frame on
, then
is a local orthonormal frame on
. It is then easy to check that
is then a Riemannian submersion with totally geodesic fibers and that
is a horizontal Brownian motion for this submersion.
A similar construction works in the orthonormal frame bundle. Let be a smooth and connected Riemannian manifold with dimension
and let
be the horizontal Brownian motion on the orthonormal frame bundle
, that is
solves the stochastic differential equation
where are the fundamental horizontal vector fields. Then, similarly as before, one can easily interpret
as the horizontal Brownian motion of a Riemannian submersion.
The most general construction on bundles is the following. Let be a principal bundle over
with fiber
and structure group
. Then, given a Riemannian metric
on
, a
-invariant metric
on
and a
connection form
, there exists a unique Riemannian metric
on
such that the bundle projection map
is a Riemannian submersion with totally geodesic fibers isometric to
and such that the horizontal distribution of
is the orthogonal complement of the vertical distribution.
We finish the lecture with two canonical examples of horizontal Brownian motions which are related to the Hopf fibrations.
The complex projective space can be defined as the set of complex lines in
. To parametrize points in
, it is convenient to use the local inhomogeneous coordinates given by
,
,
,
. In these coordinates, the Riemannian structure of
is easily worked out from the standard Riemannian structure of the Euclidean sphere. Indeed, if we consider the unit sphere
then, at each point, the differential of the map ,
is an isometry between the orthogonal space of its kernel and the corresponding tangent space to
. This map actually is the local description of a globally defined Riemannian submersion
, that can be constructed as follows. There is an isometric group action of
on
which is defined by
The quotient space can be identified with
and the projection map
is a Riemannian submersion with totally geodesic fibers isometric to
. The fibration
is called the Hopf fibration.
The submersion allows to construct the Brownian motion on
from the Brownian motion on
. Indeed, let
be a Brownian motion on
started at the north pole. Since
, one can use the local description of the submersion
to infer that
is a Brownian motion on .
Consider now the one-form on
which is the pushforward by
of the standard contact form of
. In local inhomogeneous coordinates, we have
where . It is easy to compute that
Thus is almost everywhere the Kahler form that induces the standard Fubini-Study metric on
. The following definition is therefore natural:
Definition: Let be a Brownian motion on
started at 0. The generalized stochastic area process of
is defined by
where the above stochastic integrals are understood in the Stratonovitch, or equivalently in the Ito sense.
We have then the following representation for the horizontal Brownian motion of the submersion .
Theorem: Let be a Brownian motion on
started at 0 and
be its stochastic area process. The
-valued diffusion process
is a horizontal Brownian motion for the submersion .
A similar construction works on the complex hyperbolic space. As a set, the complex hyperbolic space can be defined as the open unit ball in
. Its Riemannian structure can be constructed as follows. Let
be the dimensional anti-de Sitter space. We endow
with its standard Lorentz metric with signature
. The Riemannian structure on
is then such that the map
is an indefinite Riemannian submersion whose one-dimensional fibers are definite negative. This submersion is associated with a fibration. Indeed, the group acts isometrically on
, and the quotient space of
by this action is isometric to
. The fibration
is called the anti-de Sitter fibration.
To parametrize , we will use the global inhomogeneous coordinates given by
where
with
. Let
be the one-form on
which is the push-forward by the submersion
of the standard contact form on
. In inhomogeneous coordinates, we compute
where . A simple computation yields
Thus is exactly the Kahler form which induces the standard Bergman metric on
. We can then naturally define the stochastic area process on
as follows:
Definition: Let be a Brownian motion on
started at 0. The generalized stochastic area process of
is defined by
where the above stochastic integrals are understood in the Stratonovitch sense or equivalently Ito sense.
As in in the Heisenberg group case or the Hopf fibration case, the stochastic area process is intimately related to the horizontal Brownian motion on the total space of the fibration.
Theorem: Let be a Brownian motion on
started at 0 and
be its stochastic area process. The
-valued diffusion process
is the horizontal lift at of
by the submersion
.