Abstract
We study the stochastic growth process in discrete time xi+1 = (1 + μi)xi with the growth rate μi=ρeZi-12Var(Zi) proportional to the exponential of an Ornstein-Uhlenbeck (O-U) process dZt = -γZtdt + σdWt sampled on a grid of uniformly spaced times with time step τ. Using large deviation theory, we compute the asymptotic growth rate (Lyapunov exponent) λ=limn→∞1nlogE[xn]. We show that this limit exists, under appropriate scaling of the O-U parameters, and is expressed as the solution of a variational problem. The asymptotic growth rate is equal to the thermodynamical pressure of a one-dimensional lattice gas with attractive exponential potentials. For Zt, a stationary O-U process of the lattice gas coincides with a model considered previously by Kac and Helfand. We derive upper and lower bounds on λ. In the large mean-reversion limit γnτ ≫ 1, the two bounds converge and the growth rate is given by a lattice version of the van der Waals equation of state. The predictions are tested against numerical simulations of the stochastic growth model.
| Original language | English |
|---|---|
| Article number | 083303 |
| Journal | Journal of Mathematical Physics |
| Volume | 63 |
| Issue number | 8 |
| DOIs | |
| State | Published - 1 Aug 2022 |
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