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Explicit determination of mean first-passage time for random walks on deterministic uniform recursive trees
Zhongzhi Zhang1, Yi Qi, Shuigeng Zhou
1School of Computer Science, Fudan University, Shanghai, China. zhangzz@fudan.edu.cn
We analytically determined the mean first-passage time (MFPT) for random walks on deterministic uniform recursive trees (DURTs), finding it scales with N ln N. We also calculated the average trapping time (ATT) on DURTs, which scales linearly with N.
Area of Science:
- Network theory
- Statistical physics
- Graph theory
Background:
- Mean first-passage time (MFPT) determination is a theoretical challenge in network random walks.
- MFPT connects to effective resistance and graph Laplacian eigenvalues.
- Growing treelike networks offer a unique framework for studying these properties.
Purpose of the Study:
- To analytically determine the MFPT between all node pairs in deterministic uniform recursive trees (DURTs).
- To investigate the average trapping time (ATT) for random walks on a specific DURT network with an immobile trap.
- To explore the relationship between trapping behavior and trap location in tree-structured networks.
Main Methods:
- Utilizing the recursive relation of Laplacian spectra derived from DURT construction.
- Analyzing the connections between MFPT, effective resistance, and graph Laplacian eigenvalues.
- Calculating the average of first-passage times (FPT) from all nodes to a designated trap.
Main Results:
- The MFPT for all node pairs in DURTs scales as N ln N for large networks (N nodes).
- The average trapping time (ATT) on a specific DURT network scales linearly with N.
- ATT behavior is influenced by the trap's location, showing parallels with trapping on fractal T-graphs.
Conclusions:
- Exact analytical results for MFPT and ATT were obtained for DURTs.
- The methods presented can be extended to calculate MFPT and ATT in various deterministic media.
- This study provides insights into random walk dynamics on specific growing network structures.
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