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Explicit densities of multidimensional ballistic Lévy walks
Marcin Magdziarz1, Tomasz Zorawik1
1Faculty of Pure and Applied Mathematics, Hugo Steinhaus Center, Wroclaw University of Science and Technology, Wyspianskiego 27, 50-370 Wroclaw, Poland.
This study presents explicit formulas for ballistic Lévy walks in 2D and 3D. These findings simplify the analysis of stochastic dynamics and align with simulation results.
Area of Science:
- Stochastic dynamics
- Mathematical physics
- Complex systems modeling
Background:
- Lévy walks are crucial for modeling real-world phenomena.
- Understanding ballistic Lévy walks is vital for various applications.
- Previous models lacked explicit density formulas for ballistic Lévy walks.
Purpose of the Study:
- Derive explicit density formulas for 2D and 3D ballistic Lévy walks.
- Provide efficient methods for evaluating these densities.
- Validate theoretical results with numerical simulations.
Main Methods:
- Derivation of explicit formulas for 2D and 3D ballistic Lévy walks.
- Utilizing hypergeometric functions and fractional derivatives for 2D case.
- Employing elementary functions for 3D case.
- Comparison with Monte Carlo simulations.
Main Results:
- Explicit formulas for 3D ballistic Lévy walk densities are elementary functions.
- 2D ballistic Lévy walk densities are expressed using hypergeometric functions and fractional derivatives.
- Theoretical derivations show perfect agreement with Monte Carlo simulations.
Conclusions:
- The derived formulas offer efficient analytical and numerical tools for studying ballistic Lévy walks.
- This work advances the application of Lévy walk models in diverse scientific fields.
- The findings facilitate a deeper understanding of complex stochastic processes.
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