图书简介
Numerical Modeling of Nanoparticle Transport in Porous Media: MATLAB/PYTHON Approach focuses on modeling and numerical aspects of nanoparticle transport within single- and two-phase flow in porous media. The book discusses modeling development, dimensional analysis, numerical solutions and convergence analysis. Actual types of porous media have been considered, including heterogeneous, fractured, and anisotropic. Moreover, different interactions with nanoparticles are studied, such as magnetic nanoparticles, ferrofluids and polymers. Finally, several machine learning techniques are implemented to predict nanoparticle transport in porous media. This book provides a complete full reference in mathematical modeling and numerical aspects of nanoparticle transport in porous media. It is an important reference source for engineers, mathematicians, and materials scientists who are looking to increase their understanding of modeling, simulation, and analysis at the nanoscale.
1. Basic Concepts and Modeling Aspects 2. Dimensional Analysis and Analytical Solutions 3. Spatial Numerical Discretization Methods 4. Temporal Numerical Discretization Schemes 5. Iterative Schemes and their Convergence 6. Nanoparticles Transport in Fractured Porous Media 7. Nanoparticles Transport in Anisotropic Porous Media 8. Magnetic Nanoparticles Transport in Porous Media 9. Nano-Ferrofluids Transport in Porous Media 10. Other Nanoparticles Transport Interaction 11. Machine Learning (ML) Techniques for Nanoparticles Transport 12. Applications on Nanoparticles in Porous Media
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