English

Stochastic dynamics of Arctic sea ice Part II: Multiplicative noise

Atmospheric and Oceanic Physics 2017-05-05 v2

Abstract

We analyze the numerical solutions of a stochastic Arctic sea ice model with multiplicative noise over a wide range of external heat-fluxes, ΔF0\Delta F_0, which correspond to greenhouse gas forcing. When the noise is multiplicative, the noise-magnitude depends on the state-variable, and this will influence the statistical moments in a manner that differs from the additive case, which we analyzed in Part I of this study. The state variable describing the deterministic backbone of our model is the energy, E(t)E(t), contained in the ice or the ocean and for a thorough comparison and contrast we choose the simplest form of multiplicative noise σE(t)ξ(t)\sigma E(t) \xi(t), where σ\sigma is the noise amplitude and ξ(t)\xi(t) is the noise process. The case of constant additive noise (CA) we write as σESξ(t)\sigma\overline{E_S}\xi(t), in which ES\overline{E_S} is the seasonally averaged value of the periodic deterministic steady-state solution ES(t)E_S(t), or the deterministic seasonal cycle. We then treat the case of seasonally-varying additive noise (SVA), σES(t)ξ(t)\sigma E_S(t) \xi(t), as well as two types of multiplicative noise that depend on the form of stochastic calculus (It\^{o} or Stratonovich) used to interpret the noise itself. The comparison of these four cases reveals the stochastic anatomy of the system over the entire range of the ΔF0\Delta F_0 from the perennial ice states to near the ice-free state.

Keywords

Cite

@article{arxiv.1509.07735,
  title  = {Stochastic dynamics of Arctic sea ice Part II: Multiplicative noise},
  author = {Woosok Moon and John S. Wettlaufer},
  journal= {arXiv preprint arXiv:1509.07735},
  year   = {2017}
}

Comments

We combined the two articles both arXiv:1510.00355 and arXiv:1509.07735 and then resubmit the combined one. Therefore, one of them was replaced and the other should be withdrawn