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Small mass limit for stochastic interacting particle systems with Lévy noise and linear alignment force
Zibo Wang1, Li Lv1, Yanjie Zhang2
1School of Mathematics and Statistics and Center for Mathematical Sciences, Huazhong University of Science and Technology, Wuhan 430074, China.
This study analyzes interacting particle systems with non-Gaussian Lévy noise. We establish limit equations and convergence rates, offering a model for systems with Lévy fluctuations.
Area of Science:
- Mathematical Physics
- Statistical Mechanics
- Probability Theory
Background:
- Mean field theory describes large interacting particle systems.
- Lévy noise introduces non-Gaussian fluctuations.
- The small mass limit is crucial for modeling particle behavior.
Purpose of the Study:
- To investigate the small mass limit in mean field theory for systems with non-Gaussian Lévy noise.
- To derive limit equations and analyze convergence rates based on the properties of Lévy noise.
- To develop an effective limit model for interacting particles under Lévy fluctuations.
Main Methods:
- Analysis of the small mass limit (ε→0) and mean field limit (N→∞).
- Comparison of different limit orders (mean field then small mass, and vice versa).
- Mathematical derivation of limit equations and rigorous error estimates.
Main Results:
- For finite second moment Lévy noise, limit equations are obtained with rates ε+1/εN or ε+1/N depending on limit order.
- For α-stable Lévy noise (infinite second moment), the small mass limit must precede the mean field limit.
- Specific convergence rates are derived for α-stable noise, dependent on parameters p and α.
Conclusions:
- The order of limits significantly impacts convergence rates for interacting particle systems with Lévy noise.
- A unified limit model is established for systems with non-Gaussian Lévy fluctuations.
- Rigorous error estimates provide a strong foundation for the derived limit equations.
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