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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, a flow formalizes the idea of the motion of particles in a fluid. Flows are ubiquitous in science, including
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
and
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 ...
. The notion of flow is basic to the study of
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
s. Informally, a flow may be viewed as a continuous motion of points over time. More formally, a flow is a
group action In mathematics, a group action of a group G on a set S is a group homomorphism from G to some group (under function composition) of functions from S to itself. It is said that G acts on S. Many sets of transformations form a group under ...
of the
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s on a
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
. The idea of a vector flow, that is, the flow determined by a
vector field In vector calculus and physics, a vector field is an assignment of a vector to each point in a space, most commonly Euclidean space \mathbb^n. A vector field on a plane can be visualized as a collection of arrows with given magnitudes and dire ...
, occurs in the areas of differential topology,
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 ...
and
Lie group In mathematics, a Lie group (pronounced ) is a group (mathematics), 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 Eucli ...
s. Specific examples of vector flows include the geodesic flow, the Hamiltonian flow, the Ricci flow, the mean curvature flow, and
Anosov flow In mathematics, more particularly in the fields of dynamical systems and geometric topology, an Anosov map on a manifold ''M'' is a certain type of mapping, from ''M'' to itself, with rather clearly marked local directions of "expansion" and "contr ...
s. Flows may also be defined for systems of
random variable A random variable (also called random quantity, aleatory variable, or stochastic variable) is a Mathematics, mathematical formalization of a quantity or object which depends on randomness, random events. The term 'random variable' in its mathema ...
s and
stochastic process In probability theory and related fields, a stochastic () or random process is a mathematical object usually defined as a family of random variables in a probability space, where the index of the family often has the interpretation of time. Sto ...
es, and occur in the study of ergodic
dynamical system In mathematics, a dynamical system is a system in which a Function (mathematics), function describes the time dependence of a Point (geometry), point in an ambient space, such as in a parametric curve. Examples include the mathematical models ...
s. The most celebrated of these is perhaps the
Bernoulli flow In mathematics, the Ornstein isomorphism theorem is a deep result in ergodic theory. It states that if two Bernoulli schemes have the same Kolmogorov entropy, then they are isomorphic. The result, given by Donald Ornstein in 1970, is important ...
.


Formal definition

A flow on a set is a
group action In mathematics, a group action of a group G on a set S is a group homomorphism from G to some group (under function composition) of functions from S to itself. It is said that G acts on S. Many sets of transformations form a group under ...
of the
additive group An additive group is a group of which the group operation is to be thought of as ''addition'' in some sense. It is usually abelian, and typically written using the symbol + for its binary operation. This terminology is widely used with structu ...
of
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s on . More explicitly, a flow is a mapping :\varphi : X \times \R \to X such that, for all and all real numbers and , :\begin & \varphi(x,0) = x; \\ & \varphi(\varphi(x,t),s) = \varphi(x,s+t). \end It is customary to write instead of , so that the equations above can be expressed as \varphi^0 = \text (the
identity function Graph of the identity function on the real numbers In mathematics, an identity function, also called an identity relation, identity map or identity transformation, is a function that always returns the value that was used as its argument, unc ...
) and \varphi^s \circ \varphi^t = \varphi^ (group law). Then, for all the mapping is a bijection with inverse This follows from the above definition, and the real parameter may be taken as a generalized
functional power In mathematics, the composition operator \circ takes two functions, f and g, and returns a new function h(x) := (g \circ f) (x) = g(f(x)). Thus, the function is applied after applying to . (g \circ f) is pronounced "the composition of an ...
, as in
function iteration In mathematics, an iterated function is a function that is obtained by composing another function with itself two or several times. The process of repeatedly applying the same function is called iteration. In this process, starting from some ...
. Flows are usually required to be compatible with
structure A structure is an arrangement and organization of interrelated elements in a material object or system, or the object or system so organized. Material structures include man-made objects such as buildings and machines and natural objects such as ...
s furnished on the set . In particular, if is equipped with a
topology Topology (from the Greek language, Greek words , and ) is the branch of mathematics concerned with the properties of a Mathematical object, geometric object that are preserved under Continuous function, continuous Deformation theory, deformat ...
, then is usually required to be continuous. If is equipped with a differentiable structure, then is usually required to be differentiable. In these cases the flow forms a one-parameter group of homeomorphisms and diffeomorphisms, respectively. In certain situations one might also consider s, which are defined only in some subset :\mathrm(\varphi) = \ \subset X\times\mathbb R called the of . This is often the case with the flows of vector fields, when these vector fields are not complete. In such cases, the group action properties can be described by the notion of groupoids or pseudogroups.


Alternative notations

It is very common in many fields, including
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
,
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 ...
and the study of differential equations, to use a notation that makes the flow implicit. Thus, is written for and one might say that the variable depends on the time and the initial condition . Examples are given below. In the case of a flow of a vector field 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 ...
, the flow is often denoted in such a way that its generator is made explicit. For example, :\Phi_V\colon X\times\R\to X; \qquad (x,t)\mapsto\Phi_V^t(x).


Orbits

Given in , the set \ is called the
orbit In celestial mechanics, an orbit (also known as orbital revolution) is the curved trajectory of an object such as the trajectory of a planet around a star, or of a natural satellite around a planet, or of an artificial satellite around an ...
of under . Informally, it may be regarded as the trajectory of a particle that was initially positioned at . If the flow is generated by a
vector field In vector calculus and physics, a vector field is an assignment of a vector to each point in a space, most commonly Euclidean space \mathbb^n. A vector field on a plane can be visualized as a collection of arrows with given magnitudes and dire ...
, then its orbits are the images of its
integral curve In mathematics, an integral curve is a parametric curve that represents a specific solution to an ordinary differential equation or system of equations. Name Integral curves are known by various other names, depending on the nature and interpre ...
s.


Examples


Algebraic equation

Let be a time-dependent trajectory which is a bijective function. Then a flow can be defined by :\varphi(x,t) = f(t + f^(x)).


Autonomous systems of ordinary differential equations

Let be a (time-independent) vector field and the solution of the initial value problem :\dot(t) = \boldsymbol(\boldsymbol(t)), \qquad \boldsymbol(0)=\boldsymbol_0. Then \varphi(\boldsymbol x_0,t) = \boldsymbol x(t) is the flow of the vector field . It is a well-defined local flow provided that the vector field is Lipschitz-continuous. Then is also Lipschitz-continuous wherever defined. In general it may be hard to show that the flow is globally defined, but one simple criterion is that the vector field is compactly supported.


Time-dependent ordinary differential equations

In the case of time-dependent vector fields , one denotes \varphi^(\boldsymbol x_0) = \boldsymbol(t+t_0), where is the solution of :\dot(t) = \boldsymbol(\boldsymbol(t),t), \qquad \boldsymbol(t_0)=\boldsymbol_0. Then is the time-dependent flow of . It is not a "flow" by the definition above, but it can easily be seen as one by rearranging its arguments. Namely, the mapping : \varphi\colon(\R^n\times\R)\times\R \to \R^n\times\R; \qquad \varphi((\boldsymbol_0, t_0), t)=(\varphi^(\boldsymbol_0),t+t_0) indeed satisfies the group law for the last variable: :\begin \varphi(\varphi((\boldsymbol_0,t_0),t),s) &= \varphi((\varphi^(\boldsymbol_0),t+t_0),s) \\ &= (\varphi^(\varphi^(\boldsymbol_0)),s+t+t_0) \\ &= (\varphi^(\boldsymbol(t+t_0)),s+t+t_0) \\ &= (\boldsymbol(s+t+t_0),s+t+t_0) \\ &= (\varphi^(\boldsymbol_0),s+t+t_0) \\ &= \varphi((\boldsymbol_0,t_0),s+t). \end One can see time-dependent flows of vector fields as special cases of time-independent ones by the following trick. Define :\boldsymbol(\boldsymbol,t):=(\boldsymbol(\boldsymbol,t),1), \qquad \boldsymbol(t) :=(\boldsymbol(t+t_0),t+t_0). Then is the solution of the "time-independent" initial value problem : \dot(s) = \boldsymbol(\boldsymbol(s)), \qquad \boldsymbol(0)=(\boldsymbol_0,t_0) if and only if is the solution of the original time-dependent initial value problem. Furthermore, then the mapping is exactly the flow of the "time-independent" vector field .


Flows of vector fields on manifolds

The flows of time-independent and time-dependent vector fields are defined on smooth manifolds exactly as they are defined on the Euclidean space and their local behavior is the same. However, the global topological structure of a smooth manifold is strongly manifest in what kind of global vector fields it can support, and flows of vector fields on smooth manifolds are indeed an important tool in differential topology. The bulk of studies in dynamical systems are conducted on smooth manifolds, which are thought of as "parameter spaces" in applications. Formally: Let \mathcal be a
differentiable 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 ...
. Let \mathrm_p \mathcal denote 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 a point p \in \mathcal. Let \mathrm\mathcal be the complete tangent manifold; that is, \mathrm\mathcal = \cup_\mathrm_p\mathcal. Let f : \R\times\mathcal \to \mathrm\mathcal be a time-dependent
vector field In vector calculus and physics, a vector field is an assignment of a vector to each point in a space, most commonly Euclidean space \mathbb^n. A vector field on a plane can be visualized as a collection of arrows with given magnitudes and dire ...
on \mathcal; that is, is a smooth map such that for each t\in\R and p\in\mathcal, one has f(t,p)\in \mathrm_p\mathcal; that is, the map x\mapsto f(t,x) maps each point to an element of its own tangent space. For a suitable interval I\subseteq\R containing 0, the flow of is a function \phi: I\times\mathcal \to \mathcal that satisfies \begin \phi(0, x_0) &= x_0&\forall x_0\in\mathcal \\ \frac\Big, _\phi(t,x_0) &= f(t_0,\phi(t_0,x_0))&\forall x_0\in\mathcal,t_0\in I \end


Solutions of heat equation

Let be a subdomain (bounded or not) of (with an integer). Denote by its boundary (assumed smooth). Consider the following
heat equation In mathematics and physics (more specifically thermodynamics), the heat equation is a parabolic partial differential equation. The theory of the heat equation was first developed by Joseph Fourier in 1822 for the purpose of modeling how a quanti ...
on , for , : \begin u_t - \Delta u & = & 0 & \mbox \Omega \times (0,T), \\ u & = & 0 & \mbox \Gamma \times (0,T), \end with the following initial value condition in . The equation on corresponds to the Homogeneous Dirichlet boundary condition. The mathematical setting for this problem can be the semigroup approach. To use this tool, we introduce the unbounded operator defined on L^2(\Omega) by its domain : D(\Delta_D) = H^2(\Omega) \cap H_0^1(\Omega) (see the classical Sobolev spaces with H^k(\Omega) = W^(\Omega) and :H_0^1(\Omega) = ^ is the closure of the infinitely differentiable functions with compact support in for the H^1(\Omega)-norm). For any v \in D(\Delta_D) , we have : \Delta_D v = \Delta v = \sum_^n \frac v ~. With this operator, the heat equation becomes u'(t) = \Delta_Du(t) and . Thus, the flow corresponding to this equation is (see notations above) : \varphi(u^0,t) = \mbox^u^0 , where is the (analytic) semigroup generated by .


Solutions of wave equation

Again, let be a subdomain (bounded or not) of (with an integer). We denote by its boundary (assumed smooth). Consider the following
wave equation The wave equation is a second-order linear partial differential equation for the description of waves or standing wave fields such as mechanical waves (e.g. water waves, sound waves and seismic waves) or electromagnetic waves (including light ...
on \Omega \times (0,T) (for ), : \begin u_ - \Delta u & = & 0 & \mbox \Omega \times (0,T), \\ u & = & 0 & \mbox \Gamma \times (0,T), \end with the following initial condition in and u_t(0) = u^ \mbox \Omega. Using the same semigroup approach as in the case of the Heat Equation above. We write the wave equation as a first order in time partial differential equation by introducing the following unbounded operator, : \mathcal = \left(\begin 0 & Id \\ \Delta_D & 0 \end\right) with domain D(\mathcal) = H^2(\Omega) \cap H_0^1(\Omega) \times H_0^1(\Omega) on H = H^1_0(\Omega) \times L^2(\Omega) (the operator is defined in the previous example). We introduce the column vectors : U = \left(\begin u^1 \\ u^2 \end\right) (where u^1 = u and u^2 = u_t) and : U^0 = \left(\begin u^ \\ u^ \end \right). With these notions, the Wave Equation becomes U'(t) = \mathcalU(t) and . Thus, the flow corresponding to this equation is :\varphi(U^0,t) = \mbox^U^0 where \mbox^ is the (unitary) semigroup generated by \mathcal.


Bernoulli flow

Ergodic
dynamical system In mathematics, a dynamical system is a system in which a Function (mathematics), function describes the time dependence of a Point (geometry), point in an ambient space, such as in a parametric curve. Examples include the mathematical models ...
s, that is, systems exhibiting randomness, exhibit flows as well. The most celebrated of these is perhaps the
Bernoulli flow In mathematics, the Ornstein isomorphism theorem is a deep result in ergodic theory. It states that if two Bernoulli schemes have the same Kolmogorov entropy, then they are isomorphic. The result, given by Donald Ornstein in 1970, is important ...
. The Ornstein isomorphism theorem states that, for any given
entropy Entropy is a scientific concept, most commonly associated with states of disorder, randomness, or uncertainty. The term and the concept are used in diverse fields, from classical thermodynamics, where it was first recognized, to the micros ...
, there exists a flow , called the Bernoulli flow, such that the flow at time , ''i.e.'' , is a Bernoulli shift. Furthermore, this flow is unique, up to a constant rescaling of time. That is, if , is another flow with the same entropy, then , for some constant . The notion of uniqueness and isomorphism here is that of the isomorphism of dynamical systems. Many dynamical systems, including Sinai's billiards and
Anosov flow In mathematics, more particularly in the fields of dynamical systems and geometric topology, an Anosov map on a manifold ''M'' is a certain type of mapping, from ''M'' to itself, with rather clearly marked local directions of "expansion" and "contr ...
s are isomorphic to Bernoulli shifts.


See also

* Abel equation *
Iterated function In mathematics, an iterated function is a function that is obtained by composing another function with itself two or several times. The process of repeatedly applying the same function is called iteration. In this process, starting from some ...
* Schröder's equation *
Infinite compositions of analytic functions In mathematics, infinite Function composition, compositions of analytic functions (ICAF) offer alternative formulations of Generalized continued fraction, analytic continued fractions, series (mathematics), series, product (mathematics), products ...


References

* * * * {{DEFAULTSORT:Flow (Mathematics) Dynamical systems Group actions