English

Continuous-Time Random Walk Description of Anomalous Spin Transport in Dilute Dipolar Networks

Statistical Mechanics 2026-06-18 v1 Disordered Systems and Neural Networks Quantum Physics

Abstract

Nuclear spin diffusion is often summarized by a single diffusion coefficient, but this coarse-grained description can fail in dilute solids where positional disorder and long-range dipolar couplings generate a broad distribution of hopping rates. We develop a continuous-time random-walk (CTRW) description of 13^{13}C polarization transport in natural-abundance diamond (1.1%), constructing the rate matrix from dipolar-mediated flip-flop couplings and sampling exact continuous-time trajectories. Although site-to-site hopping is Markovian, the disorder-averaged dynamics give rise to emergent, anomalous transport. The empirical waiting-time distribution exhibits a heavy tail with exponent α=0.64\alpha=0.64 and exponential cutoff tcutoff=19t_{\rm cutoff}=19 s; the mean jump length becomes correlated with the waiting time τ\tau for τ0.1\tau\gtrsim0.1 s; and the mean-squared displacement grows sublinearly in both step number and physical time, with exponents γ=0.56\gamma=0.56 and δ=0.87\delta=0.87 respectively. We trace the microscopic origin of these signatures to geometric trapping: polarization can rapidly exchange within strongly coupled clusters, including dimers, while weak inter-cluster links control long-range exploration. A kinetic percolation construction links global transport to inter-cluster crossing times, and identifies a corresponding crossing time of 20\sim20 s, consistent with tcutofft_{\rm cutoff}. Finally, mapping paramagnetic impurities onto hard-sphere traps connects the CTRW framework to classic studies of trapping in reaction-diffusion theory and reproduces the qualitative timescale of experimentally measured relaxation, whereas a continuum diffusion equation description does not. These results show that dilute dipolar spin networks require a microscopic, network-resolved transport description beyond the Fickian diffusion equation.

Keywords

Cite

@article{arxiv.2607.22626,
  title  = {Continuous-Time Random Walk Description of Anomalous Spin Transport in Dilute Dipolar Networks},
  author = {Cooper M. Selco and Christian Bengs and Ashok Ajoy},
  journal= {arXiv preprint arXiv:2607.22626},
  year   = {2026}
}