Invariant measure that displays a less restricted form of ergodicity
In the mathematical discipline of ergodic theory, a Sinai–Ruelle–Bowen (SRB) measure is an invariant measure that behaves similarly to, but is not an ergodic measure. In order to be ergodic, the time average would need to be equal the space average for almost all initial states , with being the phase space.[1] For an SRB measure , it suffices that the ergodicity condition be valid for initial states in a set of positive Lebesgue measure.[2]
Let be a map. Then a measure defined on is an SRB measure if there exist of positive Lebesgue measure, and with same Lebesgue measure, such that:[2][6]
for every and every continuous function .
One can see the SRB measure as one that satisfies the conclusions of Birkhoff's ergodic theorem on a smaller set contained in .
Existence of SRB measures
The following theorem establishes sufficient conditions for the existence of SRB measures. It considers the case of Axiom A attractors, which is simpler, but it has been extended times to more general scenarios.[7]
Theorem 1:[7] Let be a diffeomorphism with an Axiom A attractor. Assume that this attractor is irreducible, that is, it is not the union of two other sets that are also invariant under . Then there is a unique Borelian measure , with ,[a] characterized by the following equivalent statements:
is an SRB measure;
has absolutely continuous measures conditioned on the unstable manifold and submanifolds thereof;
It has also been proved that the above are equivalent to stating that equals the zero-noise limit stationary distribution of a Markov chain with states .[8] That is, consider that to each point is associated a transition probability with noise level that measures the amount of uncertainty of the next state, in a way such that:
where is the Dirac measure. The zero-noise limit is the stationary distribution of this Markov chain when the noise level approaches zero. The importance of this is that it states mathematically that the SRB measure is a "good" approximation to practical cases where small amounts of noise exist,[8] though nothing can be said about the amount of noise that is tolerable.
^Bowen, Robert Edward (2008). "Ergodic theory of axiom A diffeomorphisms". Equilibrium States and the Ergodic Theory of Anosov Diffeomorphisms. Lecture Notes in Mathematics. Vol. 470. Springer. pp. 63–76. doi:10.1007/978-3-540-77695-6_4. ISBN978-3-540-77605-5.
^Ruelle, David (1976). "A measure associated with axiom A attractors". American Journal of Mathematics. 98 (3): 619–654. doi:10.2307/2373810. JSTOR2373810.
^Sinai, Yakov G. (1972). "Gibbs measures in ergodic theory". Russian Mathematical Surveys. 27 (4): 21–69. doi:10.1070/RM1972v027n04ABEH001383.
^ abYoung, L. S. (2002). "What are SRB measures, and which dynamical systems have them?". Journal of Statistical Physics. 108 (5–6): 733–754. doi:10.1023/A:1019762724717. S2CID14403405.
^ abCowieson, W.; Young, L. S. (2005). "SRB measures as zero-noise limits". Ergodic Theory and Dynamical Systems. 25 (4): 1115–1138. doi:10.1017/S0143385704000604. S2CID15640353.