C0 semigroup
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a ''C''0-semigroup, also known as a strongly continuous one-parameter semigroup, is a generalization of the
exponential function The exponential function is a mathematical function denoted by f(x)=\exp(x) or e^x (where the argument is written as an exponent). Unless otherwise specified, the term generally refers to the positive-valued function of a real variable, ...
. Just as exponential functions provide solutions of scalar linear constant coefficient
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast ...
s, strongly continuous
semigroup In mathematics, a semigroup is an algebraic structure consisting of a set together with an associative internal binary operation on it. The binary operation of a semigroup is most often denoted multiplicatively: ''x''·''y'', or simply ''xy'', ...
s provide solutions of linear constant coefficient ordinary differential equations in
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
s. Such differential equations in Banach spaces arise from e.g.
delay differential equation In mathematics, delay differential equations (DDEs) are a type of differential equation in which the derivative of the unknown function at a certain time is given in terms of the values of the function at previous times. DDEs are also called time ...
s and
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
s. Formally, a strongly continuous semigroup is a representation of the semigroup (R+,+) on some
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
''X'' that is continuous in the
strong operator topology In functional analysis, a branch of mathematics, the strong operator topology, often abbreviated SOT, is the locally convex topology on the set of bounded operators on a Hilbert space ''H'' induced by the seminorms of the form T\mapsto\, Tx\, , as ...
. Thus, strictly speaking, a strongly continuous semigroup is not a semigroup, but rather a continuous representation of a very particular semigroup.


Formal definition

A strongly continuous semigroup on a
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
X is a map T : \mathbb_+ \to L(X) such that # T(0) = I ,   (
identity operator Identity may refer to: * Identity document * Identity (philosophy) * Identity (social science) * Identity (mathematics) Arts and entertainment Film and television * ''Identity'' (1987 film), an Iranian film * ''Identity'' (2003 film) ...
on X) # \forall t,s \ge 0 : \ T(t + s) = T(t) T(s) # \forall x_0 \in X: \ \, T(t) x_0 - x_0\, \to 0, as t\downarrow 0. The first two axioms are algebraic, and state that T is a representation of the semigroup ; the last is topological, and states that the map T is
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
in the
strong operator topology In functional analysis, a branch of mathematics, the strong operator topology, often abbreviated SOT, is the locally convex topology on the set of bounded operators on a Hilbert space ''H'' induced by the seminorms of the form T\mapsto\, Tx\, , as ...
.


Infinitesimal generator

The infinitesimal generator ''A'' of a strongly continuous semigroup ''T'' is defined by : A\,x = \lim_ \frac1t\,(T(t)- I)\,x whenever the limit exists. The domain of ''A'', ''D''(''A''), is the set of ''x∈X'' for which this limit does exist; ''D''(''A'') is a linear subspace and ''A'' is linear on this domain. The operator ''A'' is
closed Closed may refer to: Mathematics * Closure (mathematics), a set, along with operations, for which applying those operations on members always results in a member of the set * Closed set, a set which contains all its limit points * Closed interval, ...
, although not necessarily bounded, and the domain is dense in ''X''. The strongly continuous semigroup ''T'' with generator ''A'' is often denoted by the symbol e^ (or, equivalently, \exp(At)). This notation is compatible with the notation for
matrix exponential In mathematics, the matrix exponential is a matrix function on square matrices analogous to the ordinary exponential function. It is used to solve systems of linear differential equations. In the theory of Lie groups, the matrix exponential give ...
s, and for functions of an operator defined via
functional calculus In mathematics, a functional calculus is a theory allowing one to apply mathematical functions to mathematical operators. It is now a branch (more accurately, several related areas) of the field of functional analysis, connected with spectral the ...
(for example, via the
spectral theorem In mathematics, particularly linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful be ...
).


Uniformly continuous semigroup

A uniformly continuous semigroup is a strongly continuous semigroup ''T'' such that : \lim_ \, T(t) - I \, = 0 holds. In this case, the infinitesimal generator ''A'' of ''T'' is bounded and we have : \mathcal(A)=X and : T(t) = e^:=\sum_^\infty\fract^k. Conversely, any bounded operator :A \colon X \to X is the infinitesimal generator of a uniformly continuous semigroup given by : T(t) := e^. Thus, a linear operator ''A'' is the infinitesimal generator of a uniformly continuous semigroup if and only if ''A'' is a bounded linear operator. If ''X'' is a finite-dimensional Banach space, then any strongly continuous semigroup is a uniformly continuous semigroup. For a strongly continuous semigroup which is not a uniformly continuous semigroup the infinitesimal generator ''A'' is not bounded. In this case, e^ does not need to converge.


Examples


Multiplication semigroup

Consider the Banach space C_0(\mathbb):=\ endowed with the sup-norm \Vert f\Vert := \text_\vert f(x) \vert. Let q: \mathbb \rightarrow \mathbb be a continuous function with \text_\text(q(s))<\infin. The operator M_qf:=q\cdot f with domain D(M_q):=\ is a closed densely defined operator and generates the multiplication semigroup (T_q(t))_ where T_q(t)f:= \mathrm^f. Multiplication operators can be viewed as the infinite dimensional generalisation of diagonal matrices and a lot of the properties of M_q can be derived by properties of q. For example M_q is bounded on C_0(\mathbb if and only if q is bounded.


Translation semigroup

Let C_(\mathbb) be the space of bounded,
uniformly continuous In mathematics, a real function f of real numbers is said to be uniformly continuous if there is a positive real number \delta such that function values over any function domain interval of the size \delta are as close to each other as we want. In ...
functions on \mathbb endowed with the sup-norm. The (left) translation semigroup (T_l(t))_ is given by T_l(t)f(s):=f(s+t) \quad s,t\in \mathbb. It's generator is the derivative Af:=f' with domain D(A):=\.


Abstract Cauchy problems

Consider the abstract
Cauchy problem A Cauchy problem in mathematics asks for the solution of a partial differential equation that satisfies certain conditions that are given on a hypersurface in the domain. A Cauchy problem can be an initial value problem or a boundary value prob ...
: :u'(t)=Au(t),~~~u(0)=x, where ''A'' is a closed operator on a
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
''X'' and ''x''∈''X''. There are two concepts of solution of this problem: * a continuously differentiable function ''u'':[0,∞)→''X'' is called a classical solution of the Cauchy problem if ''u''(''t'') ∈ ''D''(''A'') for all ''t'' > 0 and it satisfies the initial value problem, * a continuous function ''u'':[0,∞) → ''X'' is called a mild solution of the Cauchy problem if :\int_0^t u(s)\,ds\in D(A)\textA \int_0^t u(s)\,ds=u(t)-x. Any classical solution is a mild solution. A mild solution is a classical solution if and only if it is continuously differentiable. The following theorem connects abstract Cauchy problems and strongly continuous semigroups. Theorem Let ''A'' be a closed operator on a Banach space ''X''. The following assertions are equivalent: # for all ''x''∈''X'' there exists a unique mild solution of the abstract Cauchy problem, # the operator ''A'' generates a strongly continuous semigroup, # the resolvent set of ''A'' is nonempty and for all ''x'' ∈ ''D''(''A'') there exists a unique classical solution of the Cauchy problem. When these assertions hold, the solution of the Cauchy problem is given by ''u''(''t'') = ''T''(''t'')''x'' with ''T'' the strongly continuous semigroup generated by ''A''.


Generation theorems

In connection with Cauchy problems, usually a
linear operator In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a Map (mathematics), mapping V \to W between two vect ...
''A'' is given and the question is whether this is the generator of a strongly continuous semigroup. Theorems which answer this question are called generation theorems. A complete characterization of operators that generate strongly continuous semigroups is given by the
Hille–Yosida theorem In functional analysis, the Hille–Yosida theorem characterizes the generators of strongly continuous one-parameter semigroups of linear operators on Banach spaces. It is sometimes stated for the special case of contraction semigroups, with the g ...
. Of more practical importance are however the much easier to verify conditions given by the Lumer–Phillips theorem.


Special classes of semigroups


Uniformly continuous semigroups

The strongly continuous semigroup ''T'' is called uniformly continuous if the map ''t'' → ''T''(''t'') is continuous from , ∞) to ''L''(''X''). The generator of a uniformly continuous semigroup is a bounded operator.


Analytic semigroups


Contraction semigroups


Differentiable semigroups

A strongly continuous semigroup ''T'' is called eventually differentiable if there exists a such that (equivalently: for all and ''T'' is immediately differentiable if for all . Every analytic semigroup is immediately differentiable. An equivalent characterization in terms of Cauchy problems is the following: the strongly continuous semigroup generated by ''A'' is eventually differentiable if and only if there exists a such that for all the solution ''u'' of the abstract Cauchy problem is differentiable on . The semigroup is immediately differentiable if ''t''1 can be chosen to be zero.


Compact semigroups

A strongly continuous semigroup ''T'' is called eventually compact if there exists a ''t''0 > 0 such that ''T''(''t''0) is a compact operator (equivalently if ''T''(''t'') is a compact operator for all ''t'' ≥ ''t''0) . The semigroup is called immediately compact if ''T''(''t'') is a compact operator for all ''t'' > 0.


Norm continuous semigroups

A strongly continuous semigroup is called eventually norm continuous if there exists a ''t''0 ≥ 0 such that the map ''t'' → ''T''(''t'') is continuous from (''t''0, ∞) to ''L''(''X''). The semigroup is called immediately norm continuous if ''t''0 can be chosen to be zero. Note that for an immediately norm continuous semigroup the map ''t'' → ''T''(''t'') may not be continuous in ''t'' = 0 (that would make the semigroup uniformly continuous). Analytic semigroups, (eventually) differentiable semigroups and (eventually) compact semigroups are all eventually norm continuous.


Stability


Exponential stability

The growth bound of a semigroup ''T'' is the constant : \omega_0 = \inf_ \frac1t \log \, T(t) \, . It is so called as this number is also the infimum of all real numbers ''ω'' such that there exists a constant ''M'' (≥ 1) with : \, T(t)\, \leq Me^ for all ''t'' ≥ 0. The following are equivalent: #There exist ''M'',''ω''>0 such that for all ''t'' ≥ 0: \, T(t)\, \leq M^, #The growth bound is negative: ''ω''0 < 0, #The semigroup converges to zero in the uniform operator topology: \lim_\, T(t)\, =0, #There exists a ''t''0 > 0 such that \, T(t_0)\, <1, #There exists a ''t''1 > 0 such that the
spectral radius In mathematics, the spectral radius of a square matrix is the maximum of the absolute values of its eigenvalues. More generally, the spectral radius of a bounded linear operator is the supremum of the absolute values of the elements of its spectru ...
of ''T''(''t''1) is strictly smaller than 1, #There exists a ''p'' ∈ [1, ∞) such that for all ''x''∈''X'': \int_0^\infty\, T(t)x\, ^p\,dt<\infty, #For all ''p'' ∈ [1, ∞) and all ''x'' ∈ ''X'': \int_0^\infty\, T(t)x\, ^p\,dt<\infty. A semigroup that satisfies these equivalent conditions is called exponentially stable or uniformly stable (either of the first three of the above statements is taken as the definition in certain parts of the literature). That the ''Lp'' conditions are equivalent to exponential stability is called the Datko-Pazy theorem. In case ''X'' is a Hilbert space there is another condition that is equivalent to exponential stability in terms of the resolvent operator of the generator: all ''λ'' with positive real part belong to the resolvent set of ''A'' and the resolvent operator is uniformly bounded on the right half plane, i.e. (''λI'' − ''A'')−1 belongs to the
Hardy space In complex analysis, the Hardy spaces (or Hardy classes) ''Hp'' are certain spaces of holomorphic functions on the unit disk or upper half plane. They were introduced by Frigyes Riesz , who named them after G. H. Hardy, because of the paper . I ...
H^\infty(\mathbb_+;L(X)). This is called the Gearhart-Pruss theorem. The spectral bound of an operator ''A'' is the constant :s(A):=\sup\, with the convention that ''s''(''A'') = −∞ if the
spectrum A spectrum (plural ''spectra'' or ''spectrums'') is a condition that is not limited to a specific set of values but can vary, without gaps, across a continuum. The word was first used scientifically in optics to describe the rainbow of colors ...
of ''A'' is empty. The growth bound of a semigroup and the spectral bound of its generator are related by: ''s(A)≤ω0(T)''. There are examples where ''s''(''A'') < ''ω''0(''T''). If ''s''(''A'') = ''ω''0(''T''), then ''T'' is said to satisfy the spectral determined growth condition. Eventually norm-continuous semigroups satisfy the spectral determined growth condition.Engel and Nagel Corollary 4.3.11 This gives another equivalent characterization of exponential stability for these semigroups: *An eventually norm-continuous semigroup is exponentially stable if and only if ''s''(''A'') < 0. Note that eventually compact, eventually differentiable, analytic and uniformly continuous semigroups are eventually norm-continuous so that the spectral determined growth condition holds in particular for those semigroups.


Strong stability

A strongly continuous semigroup ''T'' is called strongly stable or asymptotically stable if for all ''x'' ∈ ''X'': \lim_\, T(t)x\, =0. Exponential stability implies strong stability, but the converse is not generally true if ''X'' is infinite-dimensional (it is true for ''X'' finite-dimensional). The following sufficient condition for strong stability is called the Arendt–Batty–Lyubich–Phong theorem: Assume that # ''T'' is bounded: there exists a ''M'' ≥ 1 such that \, T(t)\, \leq M, # ''A'' has not residual spectrum on the imaginary axis, and # The spectrum of ''A'' located on the imaginary axis is countable. Then ''T'' is strongly stable. If ''X'' is reflexive then the conditions simplify: if ''T'' is bounded, ''A'' has no eigenvalues on the imaginary axis and the spectrum of ''A'' located on the imaginary axis is countable, then ''T'' is strongly stable.


See also

* Hille–Yosida theorem *
Lumer–Phillips theorem In mathematics, the Lumer–Phillips theorem, named after Günter Lumer and Ralph Phillips, is a result in the theory of strongly continuous semigroups that gives a necessary and sufficient condition for a linear operator in a Banach space to gene ...
*
Trotter–Kato theorem In mathematics, the Lie product formula, named for Sophus Lie (1875), but also widely called the Trotter product formula, named after Hale Trotter, states that for arbitrary ''m'' × ''m'' real or complex matrices ''A'' and ''B'', :e^ = \lim ...
* Analytic semigroup * Contraction semigroup *
Matrix exponential In mathematics, the matrix exponential is a matrix function on square matrices analogous to the ordinary exponential function. It is used to solve systems of linear differential equations. In the theory of Lie groups, the matrix exponential give ...
* Strongly continuous family of operators * Abstract differential equation


Notes


References

* E Hille, R S Phillips: ''Functional Analysis and Semi-Groups''. American Mathematical Society, 1975. * R F Curtain, H J Zwart: ''An introduction to infinite dimensional linear systems theory''. Springer Verlag, 1995. * E.B. Davies: ''One-parameter semigroups'' (L.M.S. monographs), Academic Press, 1980, . * * * * *{{ citation , last=Partington , first=Jonathan R. , authorlink=Jonathan Partington , title=Linear operators and linear systems , series=
London Mathematical Society The London Mathematical Society (LMS) is one of the United Kingdom's learned societies for mathematics (the others being the Royal Statistical Society (RSS), the Institute of Mathematics and its Applications (IMA), the Edinburgh Mathematical ...
Student Texts , issue=60 , publisher=
Cambridge University Press Cambridge University Press is the university press of the University of Cambridge. Granted letters patent by King Henry VIII in 1534, it is the oldest university press in the world. It is also the King's Printer. Cambridge University Pr ...
, isbn=0-521-54619-2 , year=2004 Functional analysis Semigroup theory Nonlinear systems