Functionally Graded Porous Structures: Applied Methods in Mechanical Performance Evaluation, Machine Learning Aided Analysis, and Additive Manufacturing presents a state-of-the-art review of the latest advances and cutting-edge technologies in this important research field.
The book is divided into three key sections. The first section begins with an introduction to functionally graded porous structures and details the effects of graded porosities on bending, buckling, and vibration behaviours within the framework of Timoshenko beam theory, and first-order shear deformable plate theory. The second section is focused on the usage of machine learning techniques for smart structural analysis of porous components as an evolution from traditional engineering, methods. The third section focuses on additive manufacturing of structures with graded porosities for end-user applications. The book follows a clear path from design and analysis to fabrication and applications.
Readers will find extensive knowledge and examples of functionally graded porous structures that are suitable for innovative research and market needs, with applications relevant to a diverse range of industrial fields, including mechanical, structural, aerospace, energy, and biomedical engineering.
1. Section I: Introduction - p. xviii 2. 1. An introduction to functionally graded porous materials and composite structures - p. 3 3. Section II: Structural performance evaluation - p. 12 4. 2. Free and forced vibrations of functionally graded porous straight and curved beams - p. 20 5. 3. Free and forced vibrations of functionally graded porous quadrilateral plates with complex curved edges - p. 52 6. 4. Free and forced vibrations of functionally graded porous circular cylindrical shells - p. 89 7. Abstract - p. 89 8. 4.1 Introduction - p. 89 9. 4.2 Linear free vibration - p. 90 10. 4.3 Linear forced vibration - p. 102 11. 4.4 Nonlinear free vibration - p. 112 12. 4.5 Nonlinear forced vibration - p. 122 13. 4.6 Conclusion - p. 134 14. Acknowledgments - p. 136 15. References - p. 136 16. 5. Free and forced vibrations of functionally graded porous shallow shells on elastic foundation - p. 141 17. 6. Improving buckling and vibration response of porous beams using higher order distribution of porosity - p. 173 18. 7. Probabilistic stability analysis of functionally graded graphene reinforced porous beams - p. 195 19. 8. An improved approach for thick functionally graded beams under bending vibratory analysis - p. 215 20. Section III: Machine learning aided analysis - p. 235 21. 9. Accelerated design and characterization of nonuniformed cellular architected materials with tunable mechanical properties - p. 241 22. 10. Artificial intelligence (AI) enhanced finite element multiscale modeling and structural uncertainty analysis of a functionally graded porous beam - p. 251 23. 11. Machine learning-aided stochastic static analysis of functionally graded porous plates - p. 271 24. 12. Machine learning aided stochastic free vibration analysis of functionally graded porous plates - p. 293 25. Section IV: Additive manufacturing - p. 311 26. 13. Performance evaluations of functionally graded porous structures - p. 315 27. 14. Design and fabrication of additively manufactured functionally graded porous structures - p. 347 28. 15. Mechanical behavior of additively manufactured functionally graded porous structures - p. 381 29. 16. Application of additively manufactured functionally graded porous structures - p. 411 30. Section V: Application - p. 427 31. 17. Applications of composite structures made of functionally graded porous materials: an overview - p. 433 32. Index - p. 451
Functionally Graded Porous Structures: Applied Methods in Mechanical Performance Evaluation, Machine Learning Aided Analysis, and Additive Manufacturing presents a state-of-the-art review of the latest advances and cutting-edge technologies in this important research field.
The book is divided into three key sections. The first section begins with an introduction to functionally graded porous structures and details the effects of graded porosities on bending, buckling, and vibration behaviours within the framework of Timoshenko beam theory, and first-order shear deformable plate theory. The second section is focused on the usage of machine learning techniques for smart structural analysis of porous components as an evolution from traditional engineering, methods. The third section focuses on additive manufacturing of structures with graded porosities for end-user applications. The book follows a clear path from design and analysis to fabrication and applications.
Readers will find extensive knowledge and examples of functionally graded porous structures that are suitable for innovative research and market needs, with applications relevant to a diverse range of industrial fields, including mechanical, structural, aerospace, energy, and biomedical engineering.
1. Section I: Introduction - p. xviii 2. 1. An introduction to functionally graded porous materials and composite structures - p. 3 3. Section II: Structural performance evaluation - p. 12 4. 2. Free and forced vibrations of functionally graded porous straight and curved beams - p. 20 5. 3. Free and forced vibrations of functionally graded porous quadrilateral plates with complex curved edges - p. 52 6. 4. Free and forced vibrations of functionally graded porous circular cylindrical shells - p. 89 7. Abstract - p. 89 8. 4.1 Introduction - p. 89 9. 4.2 Linear free vibration - p. 90 10. 4.3 Linear forced vibration - p. 102 11. 4.4 Nonlinear free vibration - p. 112 12. 4.5 Nonlinear forced vibration - p. 122 13. 4.6 Conclusion - p. 134 14. Acknowledgments - p. 136 15. References - p. 136 16. 5. Free and forced vibrations of functionally graded porous shallow shells on elastic foundation - p. 141 17. 6. Improving buckling and vibration response of porous beams using higher order distribution of porosity - p. 173 18. 7. Probabilistic stability analysis of functionally graded graphene reinforced porous beams - p. 195 19. 8. An improved approach for thick functionally graded beams under bending vibratory analysis - p. 215 20. Section III: Machine learning aided analysis - p. 235 21. 9. Accelerated design and characterization of nonuniformed cellular architected materials with tunable mechanical properties - p. 241 22. 10. Artificial intelligence (AI) enhanced finite element multiscale modeling and structural uncertainty analysis of a functionally graded porous beam - p. 251 23. 11. Machine learning-aided stochastic static analysis of functionally graded porous plates - p. 271 24. 12. Machine learning aided stochastic free vibration analysis of functionally graded porous plates - p. 293 25. Section IV: Additive manufacturing - p. 311 26. 13. Performance evaluations of functionally graded porous structures - p. 315 27. 14. Design and fabrication of additively manufactured functionally graded porous structures - p. 347 28. 15. Mechanical behavior of additively manufactured functionally graded porous structures - p. 381 29. 16. Application of additively manufactured functionally graded porous structures - p. 411 30. Section V: Application - p. 427 31. 17. Applications of composite structures made of functionally graded porous materials: an overview - p. 433 32. Index - p. 451
