Fundamentals of Multiscale Modeling of Structural Materials
Xia, Wenjie
Ruiz Pestana, Luis
Fundamentals of Multiscale Modeling of Structural Materials provides a robust introduction to the computational tools, underlying theory, practical applications, and governing physical phenomena necessary to simulate and understand a wide-range of structural materials at multiple time and length scales. The book offers practical guidelines for modeling common structural materials with well-established techniques, outlining detailed modeling approaches for calculating and analyzing mechanical, thermal and transport properties of various structural materials such as metals, cement/concrete, polymers, composites, wood, thin films, and more.Computational approaches based on artificial intelligence and machine learning methods as complementary tools to the physics-based multiscale techniques are discussed as are modeling techniques for additively manufactured structural materials. Special attention is paid to how these methods can be used to develop the next generation of sustainable, resilient and environmentally-friendly structural materials, with a specific emphasis on bridging the atomistic and continuum modeling scales for these materials. Synthesizes the latest cutting-edge computational multiscale modeling techniques for an array of structural materials Emphasizes the foundations of the field and offers practical guidelines for modeling material systems with well-established techniques Covers methods for calculating and analyzing mechanical, thermal and transport properties of various structural materials such as metals, cement/concrete, polymers, composites, wood, and more Highlights underlying theory, emerging areas, future directions and various applications of the modeling methods covered Discusses the integration of multiscale modeling and artificial intelligence INDICE: 1. Introduction to Multiscale Modeling for Structural Materials2. Fundamentals of Quantum-Based Calculations for Structural Materials3. Classic Molecular Dynamics and Atomistic Modeling Method for Structural Materials4. Mesoscale Modeling of Structural Materials5. Computational Continuum Mechanics and Modeling for Structural Materials6. Bridging the Atomistic and Continuum Modeling Scales for Structural Materials7. Machine Learning and Data Driven Approaches to Multiscale Modeling of Structural Materials8. Multiscale Modeling of Metals and Alloys9. Multiscale Modeling of Cement, Concrete, and Cementitious Materials10. Multiscale Modeling of Structural Polymers and Composites: Epoxy, FRP, Thin Film/Coatings11. Multiscale Modeling of Biomaterials12. Multiscale Modeling of Additively Manufactured Structural Material13. Multiscale Modeling of Architectured Materials14. Material Genomics and AI
- ISBN: 978-0-12-823021-3
- Editorial: Elsevier
- Encuadernacion: Rústica
- Páginas: 450
- Fecha Publicación: 01/11/2022
- Nº Volúmenes: 1
- Idioma: Inglés