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mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limit (mathematics), limits, and related theories, such as Derivative, differentiation, Integral, integration, measure (mathematics), measure, infinite sequences, series ( ...
, a ''C''0-semigroup, also known as a strongly continuous one-parameter semigroup, is a generalization of the exponential function. Just as exponential functions provide solutions of scalar
linear In mathematics, the term ''linear'' is used in two distinct senses for two different properties: * linearity of a '' function'' (or '' mapping''); * linearity of a '' polynomial''. An example of a linear function is the function defined by f(x) ...
constant coefficient ordinary differential equations, strongly continuous semigroups provide solutions of linear constant coefficient ordinary differential equations in
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) 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 vectors and ...
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 tim ...
s and
partial differential equation 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 ho ...
s. Formally, a strongly continuous semigroup is a representation of the
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 (just notation, not necessarily th ...
(R+, +) on some Banach space ''X'' that 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 ...
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 ...
.


Formal definition

A strongly continuous semigroup on a
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) 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 vectors and ...
X is a map T : \mathbb_+ \to L(X) (where L(X) is the space of
bounded operator In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector ...
s on X) such that # T(0) = I ,   (the
identity operator 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 ...
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
algebra Algebra is a branch of mathematics that deals with abstract systems, known as algebraic structures, and the manipulation of expressions within those systems. It is a generalization of arithmetic that introduces variables and algebraic ope ...
ic, and state that T is a representation of the semigroup ; the last is
topological Topology (from the Greek words , and ) is the branch of mathematics concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, wit ...
, 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 ...
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_ \frac 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 In mathematics, the term ''linear'' is used in two distinct senses for two different properties: * linearity of a ''function (mathematics), function'' (or ''mapping (mathematics), mapping''); * linearity of a ''polynomial''. An example of a li ...
and ''A'' is
linear In mathematics, the term ''linear'' is used in two distinct senses for two different properties: * linearity of a '' function'' (or '' mapping''); * linearity of a '' polynomial''. An example of a linear function is the function defined by f(x) ...
on this domain. The operator ''A'' is closed, although not necessarily bounded, and the domain is
dense Density (volumetric mass density or specific mass) is the ratio of a substance's mass to its volume. The symbol most often used for density is ''ρ'' (the lower case Greek letter rho), although the Latin letter ''D'' (or ''d'') can also be use ...
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 matrix, 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 exp ...
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 theo ...
(for example, via the
spectral theorem In 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 because computations involvin ...
).


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 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 mapping V \to W between two vector spaces that pr ...
''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 In mathematics, the dimension of a vector space ''V'' is the cardinality (i.e., the number of vectors) of a basis of ''V'' over its base field. p. 44, §2.36 It is sometimes called Hamel dimension (after Georg Hamel) or algebraic dimension to d ...
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 In mathematical analysis, the uniform norm (or ) assigns, to real- or complex-valued bounded functions defined on a set , the non-negative number :\, f\, _\infty = \, f\, _ = \sup\left\. This norm is also called the , the , the , or, when t ...
\Vert f\Vert := \text_\vert f(x) \vert. Let q: \mathbb \rightarrow \mathbb be a
continuous function In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
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 In linear algebra, a diagonal matrix is a matrix in which the entries outside the main diagonal are all zero; the term usually refers to square matrices. Elements of the main diagonal can either be zero or nonzero. An example of a 2×2 diagona ...
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. Its 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 problem ...
: :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 (, ) 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 vectors and ...
''X'' and ''x''∈''X''. There are two concepts of solution of this problem: * a
continuously differentiable In mathematics, a differentiable function of one Real number, real variable is a Function (mathematics), function whose derivative exists at each point in its Domain of a function, domain. In other words, the Graph of a function, graph of a differ ...
function ''u'': , ∞) → ''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 In linear algebra and operator theory, the resolvent set of a linear operator is a set of complex numbers for which the operator is in some sense "well-behaved". The resolvent set plays an important role in the resolvent formalism. Definitions L ...
of ''A'' is
nonempty In mathematics, the empty set or void set is the unique set having no elements; its size or cardinality (count of elements in a set) is zero. Some axiomatic set theories ensure that the empty set exists by including an axiom of empty set, whi ...
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 ''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 exponentially bounded strongly continuous semigroups is given by the Hille–Yosida theorem. 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 [0, ∞) to ''L''(''X''). The generator of a uniformly continuous semigroup is a
bounded operator In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector ...
.


Analytic semigroups


Contraction semigroups

A ''C''0-semigroup Γ(''t''), ''t'' ≥ 0, is called a quasicontraction semigroup if there is a constant ''ω'' such that , , Γ(''t''), ,  ≤ exp(''ωt'') for all ''t'' ≥ 0. Γ(''t'') is called a contraction semigroup if , , Γ(''t''), ,  ≤ 1 for all ''t'' ≥ 0.


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_ \frac \log \, T(t) \, . It is so called as this number is also the
infimum In mathematics, the infimum (abbreviated inf; : infima) of a subset S of a partially ordered set P is the greatest element in P that is less than or equal to each element of S, if such an element exists. If the infimum of S exists, it is unique ...
of all
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 ''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 ''Spectral'' is a 2016 Hungarian-American military science fiction action film co-written and directed by Nic Mathieu. Written with Ian Fried (screenwriter), Ian Fried & George Nolfi, the film stars James Badge Dale as DARPA research scientist Ma ...
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) H^p are 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 . In real anal ...
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 (: spectra or spectrums) is a set of related ideas, objects, or properties whose features overlap such that they blend to form a continuum. The word ''spectrum'' was first used scientifically in optics to describe the rainbow of co ...
of ''A'' is empty. The growth bound of a semigroup and the spectral bound of its generator are related by ''s''(''A'') ≤ ''ω''0(''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 point 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
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
s 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 * Trotter–Kato theorem * Analytic semigroup *
Contraction (operator theory) In operator theory, a bounded operator ''T'': ''X'' → ''Y'' between normed vector spaces ''X'' and ''Y'' is said to be a contraction if its operator norm , , ''T'' , ,  ≤ 1. This notion is a special case of the concept of a contra ...
*
Matrix exponential In mathematics, the matrix exponential is a matrix function on square matrix, 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 exp ...
* Strongly continuous family of operators *
Abstract differential equation In mathematics, an abstract differential equation is a differential equation in which the unknown Function (mathematics), function and its derivatives take values in some generic abstract space (a Hilbert space, a Banach space, etc.). Equations of t ...


Notes


References

* * * * * * * *{{ 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 society, learned societies for mathematics (the others being the Royal Statistical Society (RSS), the Institute of Mathematics and its Applications (IMA), the Edinburgh ...
Student Texts , issue=60 , publisher=
Cambridge University Press Cambridge University Press was the university press of the University of Cambridge. Granted a letters patent by King Henry VIII in 1534, it was the oldest university press in the world. Cambridge University Press merged with Cambridge Assessme ...
, isbn=0-521-54619-2 , year=2004 Functional analysis Semigroup theory Nonlinear systems