Levy Noise Affects Ornstein-Uhlenbeck Memory

被引:1
作者
Eliazar, Iddo [1 ]
机构
[1] Tel Aviv Univ, Sch Chem, Tel Aviv 6997801, Israel
关键词
Ornstein-Uhlenbeck process; Langevin equation; memory; Gauss and Levy noises; light and heavy tails; short-range and long-range correlations; Noah and Joseph effects; 02.50.-r (probability theory; stochastic processes; and statistics); 05.40.-a (fluctuation phenomena; random processes; noise; and Brownian motion); EXTERNAL FORCE-FIELDS; VITREOUS-SILICA; DRIVEN; LANGEVIN; MODELS; FLIGHTS; EQUATIONS; DIFFUSION; JOSEPH; WALKS;
D O I
10.3390/e27020157
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper investigates the memory of the Ornstein-Uhlenbeck process (OUP) via three ratios of the OUP increments: signal-to-noise, noise-to-noise, and tail-to-tail. Intuition suggests the following points: (1) changing the noise that drives the OUP from Gauss to Levy will not affect the memory, as both noises share the common 'independent increments' property; (2) changing the auto-correlation of the OUP from exponential to slowly decaying will affect the memory, as the change yields a process with long-range correlations; and (3) with regard to Levy driving noise, the greater the noise fluctuations, the noisier the prediction of the OUP increments. This paper shows that intuition is plain wrong. Indeed, a detailed analysis establishes that for each of the three above-mentioned points, the very converse holds. Hence, Levy noise has a significant and counter-intuitive effect on Ornstein-Uhlenbeck memory.
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页数:23
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