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Clustered continuous-time random walks: diffusion and relaxation consequences
Karina Weron1, Aleksander Stanislavsky, Agnieszka Jurlewicz
1Institute of Physics, Wrocław University of Technology, Wyb. Wyspiańskiego 27, 50-370 Wrocław, Poland.
We introduce clustered continuous-time random walks (CTRWs) with coupled waiting times and jumps. These CTRWs model two power-law relaxations using fractional diffusion equations, explaining experimental observations.
Area of Science:
- Physics
- Mathematics
- Statistical Mechanics
Background:
- Continuous-time random walks (CTRWs) are fundamental models for anomalous diffusion.
- Existing CTRW models often assume independent jumps and waiting times.
Purpose of the Study:
- To introduce a novel CTRW model with clustered jumps and coupled waiting times.
- To analyze the scaling limits and fractional diffusion equations governing these clustered CTRWs.
- To demonstrate the model's ability to capture experimentally observed two power-law relaxation patterns.
Main Methods:
- Development of a new class of CTRWs with clustered jumps.
- Mathematical analysis of scaling limits, identifying them as time-changed processes.
- Derivation of fractional diffusion equations based on coupling dependencies.
Main Results:
- The scaling limits of the proposed CTRWs are shown to be time-changed processes.
- Two distinct fractional diffusion equations arise, depending on the coupling of waiting times to preceding or following jumps.
- These equations successfully model diverse two power-law relaxation patterns observed in experiments.
Conclusions:
- Clustered jumps and coupled waiting times in CTRWs provide a unified framework for understanding complex relaxation dynamics.
- The derived fractional diffusion equations offer powerful tools for analyzing experimental data with power-law behaviors.
- The model parameters directly relate to observable exponents and frequencies in relaxation phenomena.
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