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Published on: May 1, 2018
Diffusivity interfaces in lattice Monte Carlo simulations: Modeling inhomogeneous delivery and release systems.
M Ignacio1, M Bagheri1, M V Chubynsky1
1Department of Physics, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada.
This study introduces a new Lattice Monte Carlo (LMC) method to accurately model particle diffusion in complex environments. The findings suggest the isothermal calculus is often superior to Ito calculus for drug delivery simulations.
Area of Science:
- Computational Physics
- Materials Science
- Chemical Engineering
Background:
- Lattice Monte Carlo (LMC) simulations are crucial for studying diffusion-controlled processes, including drug release.
- Inhomogeneous diffusivity environments present challenges in interpreting stochastic dynamics, known as the Ito-Stratonovich-isothermal dilemma.
Purpose of the Study:
- To develop an LMC formalism that incorporates different stochastic interpretations for modeling diffusion in space-dependent diffusivity landscapes.
- To address the "Ito-Stratonovich-isothermal dilemma" in diffusion modeling.
Main Methods:
- Proposed a novel Lattice Monte Carlo (LMC) formalism capable of handling various stochastic interpretations.
- Utilized a one-dimensional inhomogeneous system with a diffusivity interface and varied boundary conditions as a test case.
- Compared results obtained using different calculus (Ito, isothermal).
Main Results:
- The proposed LMC formalism accurately reproduces steady-state and dynamic properties of inhomogeneous diffusion systems.
- Demonstrated that system properties are dependent on the chosen stochastic calculus.
- Showcased the isothermal calculus as a more appropriate choice than Ito calculus for most drug delivery applications.
Conclusions:
- The developed LMC methodology offers an efficient alternative to Langevin simulations for diverse space-dependent diffusion problems.
- Recommends replacing the commonly used Ito calculus in LMC for drug delivery with the isothermal version for improved accuracy.
- Highlights the importance of selecting the correct stochastic interpretation for accurate modeling of diffusion phenomena.
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