6 research outputs found
Full metastable asymptotic of the Fisher information
We establish an expansion by Gamma-convergence of the Fisher information
relative to the reference measure exp(-beta V), where V is a generic multiwell
potential and beta goes to infinity. The expansion reveals a hierarchy of
multiple scales reflecting the metastable behavior of the underlying overdamped
Langevin dynamics: distinct scales emerge and become relevant depending on
whether one considers probability measures concentrated on local minima of V,
probability measures concentrated on critical points of V, or generic
probability measures on R^d. We thus fully describe the asymptotic behavior of
minima of the Fisher information over regular sets of probabilities. The
analysis mostly relies on spectral properties of diffusion operators and the
related semiclassical Witten Laplacian and covers also the case of a compact
smooth manifold as underlying space.Comment: 24 pages. Typos correcte
Large deviations for diffusions: Donsker-Varadhan meet Freidlin-Wentzell
We consider a diffusion process on and prove a large deviation
principle for the empirical process in the joint limit in which the time window
diverges and the noise vanishes. The corresponding rate function is given by
the expectation of the Freidlin-Wentzell functional per unit of time. As an
application of this result, we obtain a variational representation of the rate
function for the Gallavotti-Cohen observable in the small noise and large time
limits
Spectral Analysis of Discrete Metastable Diffusions
We consider a discrete Schr\"odinger operator on , where is a small parameter and the potential
is defined in terms of a multiwell energy landscape on
. This operator can be seen as a discrete analog of the
semiclassical Witten Laplacian of . It is unitarily equivalent to
the generator of a diffusion on , satisfying the
detailed balance condition with respect to the Boltzmann weight
. These type of diffusions exhibit metastable behaviour
and arise in the context of disordered mean field models in Statistical
Mechanics. We analyze the bottom of the spectrum of in the
semiclassical regime and show that there is a one-to-one
correspondence between exponentially small eigenvalues and local minima of .
Then we analyze in more detail the bistable case and compute the precise
asymptotic splitting between the two exponentially small eigenvalues. Through
this purely spectral-theoretical analysis of the discrete Witten Laplacian we
recover in a self-contained way the Eyring-Kramers formula for the metastable
tunneling time of the underlying stochastic process
GAMMA CONVERGENCE APPROACH FOR THE LARGE DEVIATIONS OF THE DENSITY IN SYSTEMS OF INTERACTING DIFFUSION PROCESSES
We consider extended slow-fast systems of N interacting diffusions. The typical behavior of the empirical density is described by a nonlinear McKean-Vlasov equation depending on , the scaling parameter separating the time scale of the slow variable from the time scale of the fast variable. Its atypical behavior is encapsulated in a large N Large Deviation Principle (LDP) with a rate functional. We study the Î-convergence of as â 0 and show it converges to the rate functional appearing in the Macroscopic Fluctuations Theory (MFT) for diffusive systems