Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures
Published on 4. October 2023
480 pages
978-0-443-15426-3 (ISBN)
Description
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.
- Provides a comprehensive picture of novel porous materials and advanced lightweight structural technologies that are applicable to a diverse range of industrial sectors
- Updated with the most recent advances in the field of porous structures
- Goes beyond traditional structural aspects and covers novel evaluation strategies, machine learning aided analysis, and additive manufacturing
- Covers weight management strategies for structural components to achieve multifunctional purposes
- Addresses key issues in the design of lightweight structures, offering significant environmental benefits
More details
Other editions
Additional editions
Jie Yang | Da Chen | Kang Gao
Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures
Applied Methods in Mechanical Performance Evaluation, Machine Learning Aided Analysis, and Additive Manufacturing
Book
10/2023
Woodhead Publishing
€266.17
Shipment within 15-20 days
Content
Introduction1. An introduction to functionally graded porous materials and composite structuresDa Chen, Kang Gao, Jie Yang and Sritawat Kitipornchai
Structural Performance Evaluation2. Free and forced vibrations of functionally graded porous straight and curved beamsQingshan Wang, Tao Liu and Rui Zhong3. Free and forced vibrations of functionally graded porous quadrilateral plates with complex curved edgesTao Liu, Rui Zhong and Qingshan Wang4. Free and forced vibrations of functionally graded porous circular cylindrical shellsYan Qing Wang, Mei Wen Teng and Qing Dong Chai5. Free and forced vibrations of functionally graded porous shallow shells on elastic foundationRui Zhong, Tao Liu and Qingshan Wang6. Improving buckling and vibration response of porous beams using higher order distribution of porosityMohammad Keleshteri and Jasmin Jelovica7. Probabilistic stability analysis of functionally graded graphene reinforced porous beamsKang Gao, Da Chen, Jie Yang and Sritawat Kitipornchai8. An improved approach for thick functionally graded beams under bending vibratory analysisDavid Bassir, Nadhir Lebaal, Youssef Boutahar, Mohammad Talha, Lhoucine Boutahar
Machine Learning Aided Analysis9. Accelerated design and characterization of non-uniformed cellular architected materials with tunable mechanical propertiesBinglin Xie, Daobo Zhang, Peng Feng and Nan Hu10. AI enhanced finite element multiscale modelling and structural uncertainty analysis of a functionally graded porous beamDa Chen, Nima Emami, Shahed Rezaei, Philipp Laurens Rosendahl, Bai-Xiang Xu, Jens Schneider, Kang Gao and Jie Yang11. Machine learning aided stochastic static analysis of functionally graded porous platesYuan Feng, Di Wu, Xiaojun Chen and Wei Gao 12. Machine learning aided stochastic free vibration analysis of functionally graded porous platesYuan Feng, Di Wu, Xiaojun Chen and Wei Gao
Additive Manufacturing13. Performance evaluations of functionally graded porous structuresVuong. Nguyen-Van, Chenxi Peng, Junli Liu, Phuong Tran and Hung Nguyen-Xuan14. Design and fabrication of additively manufactured functionally graded porous structuresYu Duan, Xiaopeng Shi, Bing Du, Xianhang Zhao, Bing Hou and Yulong Li15. Mechanical behaviour of additively manufactured functionally graded porous structuresYu Duan, Bing Du, Xianhang Zhao, Bing Hou and Yulong Li16. Application of additively manufactured functionally graded porous structuresYu Duan, Xiaopeng Chen, Bing Hou and Yulong Li
Application17. Applications of composite structures made of functionally graded porous materials: an overviewKang Gao, Da Chen, Jie Yang and Sritawat Kitipornchai
