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Dynamical systems and ergodic theory Definition

Koopman operator

Builds on Probability spaceMeasure-preserving transformationLp spaceComposition operatorUnitary operator

Definition

Let (X,ℬ,μ)(X, \mathcal{B}, \mu) be a probability space and let T ⁣:X→XT \colon X \to X be a measure-preserving transformation. The Koopman operator of TT is the composition operator UT ⁣:L2(μ)→L2(μ),UTf=f∘T,U_T \colon L^2(\mu) \to L^2(\mu), \qquad U_T f = f \circ T, on the space L2(μ)L^2(\mu) of square-integrable functions modulo equality almost everywhere.

Remarks

The operator is well defined and isometric: since μ(T−1A)=μ(A)\mu(T^{-1}A) = \mu(A) for all A∈ℬA \in \mathcal{B}, one gets ∫∣f∘T∣2 dμ=∫∣f∣2 dμ\int \abs{f \circ T}^2 \, d\mu = \int \abs{f}^2 \, d\mu. If TT is invertible with measurable measure-preserving inverse, then UTU_T is a unitary operator with inverse UT−1U_{T^{-1}}.

Example: for the rotation T(x)=x+α mod 1T(x) = x + \alpha \bmod 1 with Lebesgue measure, the functions ek(x)=e2πikxe_k(x) = e^{2\pi i k x} satisfy UTek=e2πikαekU_T e_k = e^{2\pi i k \alpha} e_k. They form an orthonormal basis of L2L^2, so UTU_T is diagonal in this basis.

Non-example: if TT does not preserve μ\mu, the formula need not define a bounded operator on L2(μ)L^2(\mu). For T(x)=x2T(x) = x^2 on [0,1][0,1] with Lebesgue measure and f(x)=x−1/3f(x) = x^{-1/3}, the function ff is square-integrable but f∘T=x−2/3f \circ T = x^{-2/3} is not.

The same formula defines an isometry of Lp(μ)L^p(\mu) for every 1≤p≤∞1 \le p \le \infty. The constants are always fixed by UTU_T, and TT is ergodic if and only if they are the only fixed vectors.

Reading path

To understand this page from the ground up, read these 6 pages in order. The foundations come first.

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  1. Composition operator concept
  2. Lp space concept
  3. Measure-preserving transformation concept
  4. Probability space concept
  5. Unitary operator concept
  6. Koopman operator definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Composition_operator
About this page
Tag2941ECC4QQ
URIm2://2941ECC4QQ
Kinddefinition
WritingW0 stub
MSC37A30, 47B33, 37A05
DefinesKoopman operator
UsesProbability space, Measure-preserving transformation, Lp space, Composition operator, Unitary operator

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