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.
引用
收藏
页数:23
相关论文
共 150 条
[81]   Mean first exit times of Ornstein-Uhlenbeck processes in high-dimensional spaces [J].
Kersting, Hans ;
Orvieto, Antonio ;
Proske, Frank ;
Lucchi, Aurelien .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2023, 56 (21)
[82]  
Langevin P, 1908, CR HEBD ACAD SCI, V146, P530
[83]   A first passage time distribution for a discrete version of the Ornstein-Uhlenbeck process [J].
Larralde, H .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2004, 37 (12) :3759-3767
[84]  
Legendre P., 2012, Numerical Ecology, Vthird
[85]   Inverse Square Levy Walks are not Optimal Search Strategies for d ≥ 2 [J].
Levernier, Nicolas ;
Textor, Johannes ;
Benichou, Olivier ;
Voituriez, Raphael .
PHYSICAL REVIEW LETTERS, 2020, 124 (08)
[86]   Generalized Langevin equation with tempered memory kernel [J].
Liemert, Andre ;
Sandev, Trifce ;
Kantz, Holger .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 466 :356-369
[87]  
Liggett T M., 2010, Continuous time Markov Processes. Graduate Studies in Mathematics, V113
[88]  
Lindgren G., 2012, Stationary Stochastic Processes: Theory and Applications
[89]  
Lindgren Georg, 2013, Stationary Stochastic Processes for Scientists and Engineers
[90]   Exponential Contractivity and Propagation of Chaos for Langevin Dynamics of McKean-Vlasov Type with Levy Noises [J].
Liu, Yao ;
Wang, Jian ;
Zhang, Meng-ge .
POTENTIAL ANALYSIS, 2025, 62 (01) :27-60