Fundamentals of Multiscale Modeling of Structural Materials
Editat de Wenjie Xia, Luis Alberto Ruiz Pestanaen Limba Engleză Paperback – 28 noi 2022
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
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Specificații
ISBN-13: 9780128230213
ISBN-10: 0128230215
Pagini: 448
Ilustrații: 200 illustrations (50 in full color)
Dimensiuni: 152 x 229 mm
Greutate: 0.6 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0128230215
Pagini: 448
Ilustrații: 200 illustrations (50 in full color)
Dimensiuni: 152 x 229 mm
Greutate: 0.6 kg
Editura: ELSEVIER SCIENCE
Cuprins
1. Introduction to Multiscale Modeling for Structural Materials
2. Fundamentals of Quantum-Based Calculations for Structural Materials
3. Classic Molecular Dynamics and Atomistic Modeling Method for Structural Materials
4. Mesoscale Modeling of Structural Materials
5. Computational Continuum Mechanics and Modeling for Structural Materials
6. Bridging the Atomistic and Continuum Modeling Scales for Structural Materials
7. Machine Learning and Data Driven Approaches to Multiscale Modeling of Structural Materials
8. Multiscale Modeling of Metals and Alloys
9. Multiscale Modeling of Cement, Concrete, and Cementitious Materials
10. Multiscale Modeling of Structural Polymers and Composites: Epoxy, FRP, Thin Film/Coatings
11. Multiscale Modeling of Biomaterials
12. Multiscale Modeling of Additively Manufactured Structural Material
13. Multiscale Modeling of Architectured Materials
14. Material Genomics and AI
2. Fundamentals of Quantum-Based Calculations for Structural Materials
3. Classic Molecular Dynamics and Atomistic Modeling Method for Structural Materials
4. Mesoscale Modeling of Structural Materials
5. Computational Continuum Mechanics and Modeling for Structural Materials
6. Bridging the Atomistic and Continuum Modeling Scales for Structural Materials
7. Machine Learning and Data Driven Approaches to Multiscale Modeling of Structural Materials
8. Multiscale Modeling of Metals and Alloys
9. Multiscale Modeling of Cement, Concrete, and Cementitious Materials
10. Multiscale Modeling of Structural Polymers and Composites: Epoxy, FRP, Thin Film/Coatings
11. Multiscale Modeling of Biomaterials
12. Multiscale Modeling of Additively Manufactured Structural Material
13. Multiscale Modeling of Architectured Materials
14. Material Genomics and AI