Machine-learning solutions for the analysis of single-particle diffusion trajectories
Single-particle traces of the diffusive motion of molecules, cells, or animals are by now
routinely measured, similar to stochastic records of stock prices or weather data …
routinely measured, similar to stochastic records of stock prices or weather data …
Objective comparison of methods to decode anomalous diffusion
Deviations from Brownian motion leading to anomalous diffusion are found in transport
dynamics from quantum physics to life sciences. The characterization of anomalous diffusion …
dynamics from quantum physics to life sciences. The characterization of anomalous diffusion …
Bayesian deep learning for error estimation in the analysis of anomalous diffusion
Modern single-particle-tracking techniques produce extensive time-series of diffusive motion
in a wide variety of systems, from single-molecule motion in living-cells to movement …
in a wide variety of systems, from single-molecule motion in living-cells to movement …
Topology mediates transport of nanoparticles in macromolecular networks
X Dai, X Zhang, L Gao, Z Xu, LT Yan - Nature Communications, 2022 - nature.com
Diffusion transport of nanoparticles in confined environments of macromolecular networks is
common in diverse physical systems and regulates many biological responses …
common in diverse physical systems and regulates many biological responses …
Colloquium: Anomalous statistics of laser-cooled atoms in dissipative optical lattices
Diffusion occurs in numerous physical systems throughout nature, drawing its generality
from the universality of the central limit theorem. Approximately a century ago it was realized …
from the universality of the central limit theorem. Approximately a century ago it was realized …
Inferring broken detailed balance in the absence of observable currents
Identifying dissipation is essential for understanding the physical mechanisms underlying
nonequilibrium processes. In living systems, for example, the dissipation is directly related to …
nonequilibrium processes. In living systems, for example, the dissipation is directly related to …
Feedback-controlled active brownian colloids with space-dependent rotational dynamics
The non-thermal nature of self-propelling colloids offers new insights into non-equilibrium
physics. The central mathematical model to describe their trajectories is active Brownian …
physics. The central mathematical model to describe their trajectories is active Brownian …
Reliable deep learning in anomalous diffusion against out-of-distribution dynamics
X Feng, H Sha, Y Zhang, Y Su, S Liu, Y Jiang… - Nature computational …, 2024 - nature.com
Anomalous diffusion plays a crucial rule in understanding molecular-level dynamics by
offering valuable insights into molecular interactions, mobility states and the physical …
offering valuable insights into molecular interactions, mobility states and the physical …
A model of non-Gaussian diffusion in heterogeneous media
Recent progress in single-particle tracking has shown evidence of the non-Gaussian
distribution of displacements in living cells, both near the cellular membrane and inside the …
distribution of displacements in living cells, both near the cellular membrane and inside the …
Fractional Brownian motion with fluctuating diffusivities
Despite the success of fractional Brownian motion (fBm) in modeling systems that exhibit
anomalous diffusion due to temporal correlations, recent experimental and theoretical …
anomalous diffusion due to temporal correlations, recent experimental and theoretical …