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Crossover between Lévy and Gaussian regimes in first-passage processes
1Complex Systems Engineering, Graduate School of Information Science and Technology, Hokkaido University, N14-W9, Kita-ku, Sapporo 060-0814, Japan. j_inoue@complex.eng.hokudai.ac.jp
We introduce a new method for first-passage time analysis applicable to various stochastic processes. Our study reveals a crossover in scaling laws for truncated Lévy flights, transitioning from non-Gaussian to Gaussian regimes.
Area of Science:
- Statistical Physics
- Stochastic Processes
- Probability Theory
Background:
- First-passage time problems are fundamental in analyzing stochastic processes.
- Lévy flights exhibit heavy-tailed distributions, posing challenges for traditional analysis.
- Truncated Lévy flights (KoBoL processes) modify Lévy distributions by cutting off extreme values.
Purpose of the Study:
- To propose a novel approach for solving first-passage time problems.
- To investigate the behavior of first-passage time distributions in truncated Lévy flights.
- To analyze the crossover phenomena between non-Gaussian and Gaussian regimes.
Main Methods:
- Development of a general method applicable to Wiener processes, Lévy flights, and stable distributions.
- Focus on truncated Lévy flights (KoBoL processes) to demonstrate the method's utility.
- Analysis of asymptotic scaling laws for first-passage time distributions.
Main Results:
- Identified a crossover in the asymptotic scaling law of the first-passage time distribution.
- Observed a transition from a t(-(alpha+1)/alpha)-law (non-Gaussian Lévy regime) to a t(-3/2)-law (Gaussian regime).
- Demonstrated ultraslow convergence from the non-Gaussian to the Gaussian regime in truncated Lévy flights.
Conclusions:
- The proposed method effectively analyzes first-passage time problems in complex stochastic systems.
- Truncated Lévy flights exhibit a distinct crossover in scaling laws, bridging non-Gaussian and Gaussian behaviors.
- The findings have implications for understanding anomalous diffusion and related phenomena.
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