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Langevin dynamics for a Lévy walk with memory
Yao Chen1, Xudong Wang1, Weihua Deng1
1School of Mathematics and Statistics, Gansu Key Laboratory of Applied Mathematics and Complex Systems, Lanzhou University, Lanzhou 730000, People's Republic of China.
Physical Review. E
|February 21, 2019
Summary
Memory effects in continuous-time random walks are modeled by correlated waiting times. Stronger correlations suppress diffusion, leading to slower movement regardless of friction.
Area of Science:
- Physics
- Statistical Mechanics
- Stochastic Processes
Background:
- Memory effects are crucial in many physical systems.
- Continuous-time random walks (CTRWs) are a standard model for anomalous diffusion.
- Incorporating memory effects into CTRWs requires modeling correlated waiting times.
Purpose of the Study:
- To derive the probability distribution of correlated waiting times in CTRWs.
- To present a Langevin description for Lévy walks with memory.
- To investigate the impact of correlated waiting times on diffusion properties.
Main Methods:
- Derivation of two-point probability distributions for correlated waiting times and their inverse.
- Development of a Langevin description for Lévy walks with correlated waiting times.
- Analysis of aging and nonstationary properties within the Langevin framework.
Main Results:
- The proposed model exhibits sub-ballistic superdiffusion with friction and superballistic diffusion/hyperdiffusion without friction.
- Correlated waiting times were found to suppress diffusion, with stronger correlations leading to slower diffusion.
- The study analyzed correlation functions, ergodicity, and scaling properties of the stochastic process.
Conclusions:
- Correlated waiting times significantly alter diffusion dynamics in Lévy-walk-type models.
- The strength of waiting time correlation is a key parameter controlling diffusion speed.
- The Langevin approach provides a powerful tool for studying complex stochastic processes with memory.
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