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Descripción

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.

  • Explains the major simulation models and numerical techniques used for predicting nanoscale transport phenomena
  • Provides MATLAB codes for most of the numerical simulation and Python codes for machine learning calculations
  • Uses examples and results to illustrate each model type to the reader
  • Assesses major application areas for each model type

1. Introduction - p. xix 2. 1. Basic concepts and modeling aspects - p. 1 3. 2. Dimensional analysis and analytical solutions - p. 33 4. 3. Spatial numerical discretization methods for nanoparticles transport in porous media - p. 57 5. 4. Temporal numerical discretization schemes - p. 105 6. 5. Iterative schemes and convergence analysis - p. 125 7. Abstract - p. 125 8. 5.1 Introduction - p. 125 9. 5.2 Iterative method for nanoparticles in single-phase flow - p. 125 10. 5.3 Iterative method for nanoparticles in two-phase flow - p. 134 11. 5.4 Numerical example - p. 154 12. 5.5 MATLAB code - p. 155 13. References - p. 166 14. 6. Nanoparticles transport in fractured porous media - p. 169 15. 7. Nanoparticles transport in anisotropic porous media - p. 195 16. 8. Magnetic nanoparticles transport in porous media - p. 211 17. 9. Nano-ferrofluids transport in porous media - p. 241 18. 10. Other nanoparticles transport interactions - p. 267 19. 11. Machine learning techniques for nanoparticles transport - p. 303 20. 12. Applications of nanoparticles in porous media - p. 341 21. Index - p. 361

Descripcion
Descripción

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.

  • Explains the major simulation models and numerical techniques used for predicting nanoscale transport phenomena
  • Provides MATLAB codes for most of the numerical simulation and Python codes for machine learning calculations
  • Uses examples and results to illustrate each model type to the reader
  • Assesses major application areas for each model type

1. Introduction - p. xix 2. 1. Basic concepts and modeling aspects - p. 1 3. 2. Dimensional analysis and analytical solutions - p. 33 4. 3. Spatial numerical discretization methods for nanoparticles transport in porous media - p. 57 5. 4. Temporal numerical discretization schemes - p. 105 6. 5. Iterative schemes and convergence analysis - p. 125 7. Abstract - p. 125 8. 5.1 Introduction - p. 125 9. 5.2 Iterative method for nanoparticles in single-phase flow - p. 125 10. 5.3 Iterative method for nanoparticles in two-phase flow - p. 134 11. 5.4 Numerical example - p. 154 12. 5.5 MATLAB code - p. 155 13. References - p. 166 14. 6. Nanoparticles transport in fractured porous media - p. 169 15. 7. Nanoparticles transport in anisotropic porous media - p. 195 16. 8. Magnetic nanoparticles transport in porous media - p. 211 17. 9. Nano-ferrofluids transport in porous media - p. 241 18. 10. Other nanoparticles transport interactions - p. 267 19. 11. Machine learning techniques for nanoparticles transport - p. 303 20. 12. Applications of nanoparticles in porous media - p. 341 21. Index - p. 361

Indice
Autores
Muestra
Ficha Técnica