Cooling down Levy flights
arXiv:cond-mat/0701651 · doi:10.1088/1751-8113/40/41/003
Abstract
Let L(t) be a Levy flights process with a stability index α\in(0,2), and U be an external multi-well potential. A jump-diffusion Z satisfying a stochastic differential equation dZ(t)=-U'(Z(t-))dt+σ(t)dL(t) describes an evolution of a Levy particle of an `instant temperature' σ(t) in an external force field. The temperature is supposed to decrease polynomially fast, i.e. σ(t)\approx t^{-θ} for some θ>0. We discover two different cooling regimes. If θ<1/α(slow cooling), the jump diffusion Z(t) has a non-trivial limiting distribution as t\to \infty, which is concentrated at the potential's local minima. If θ>1/α(fast cooling) the Levy particle gets trapped in one of the potential wells.
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Cited by in corpus (6)
- Levy Flight Superdiffusion: An Introduction
- First exit times for Lévy-driven diffusions with exponentially light jumps
- Lévy Ratchet in a Weak Noise Limit: Theory and Simulation
- Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks
- Bounding the first exit from the basin: Independence Times and Finite-Time Basin Stability
- How to simulate Lévy flights in a steep potential: An explicit splitting numerical scheme