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Robust Estimation of Position-Dependent Anisotropic Diffusivity Tensors from Molecular Dynamics Trajectories
Tiago S Domingues1, Ronald R Coifman2, Amir Haji-Akbari1
1Department of Chemical and Environmental Engineering, Yale University, New Haven, Connecticut 06520, United States.
This study develops an advanced method to measure how easily molecules move within confined spaces. The new technique accurately maps diffusivity, overcoming limitations of previous approaches for nanoscale materials.
Area of Science:
- Materials Science
- Computational Chemistry
- Nanoscale Physics
Background:
- Confinement alters material properties, making spatial variations crucial for nanoscale applications.
- Accurate characterization of position-dependent material properties is a key research challenge.
- Determining spatial profiles of transport properties like diffusivity is particularly difficult.
Purpose of the Study:
- To adapt and validate filtered covariance estimators (FCEs) for extracting diffusivity profiles from molecular dynamics (MD) trajectories.
- To address challenges in calculating position-dependent transport properties in confined systems.
- To develop a correction scheme for improving the accuracy of normal diffusivity calculations near boundaries.
Main Methods:
- Adaptation of analytically derived filtered covariance estimators (FCEs) for MD simulations.
- Application of the adapted FCEs to a Lennard-Jones fluid confined within a slit pore.
- Implementation of a correction scheme using simulated annealing and diffusion maps to resolve boundary artifacts.
Main Results:
- The MD-adapted FCE accurately estimates lateral diffusivity across the pore.
- A systematic underestimation of normal diffusivity near hard boundaries was observed.
- The correction scheme successfully resolved boundary artifacts, yielding normal diffusivity profiles consistent with van Hove correlation functions.
Conclusions:
- The developed MD-adapted estimator shows significant potential for accurately characterizing spatial diffusivity variations in confined materials.
- The correction scheme effectively improves the accuracy of normal diffusivity measurements near interfaces.
- This work provides a robust computational tool for understanding nanoscale transport phenomena.
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