Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures (eBook, ePUB)

Redaktion: Yang, Jie; Gao, Kang; Chen, Da

• Format: ePub

Produktbeschreibung

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

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Produktdetails

• Verlag: Elsevier Science & Techn.
• Seitenzahl: 480
• Erscheinungstermin: 4. Oktober 2023
• Englisch
• ISBN-13: 9780443154263
• Artikelnr.: 69102249

Inhaltsangabe

Introduction 1. An introduction to functionally graded porous materials and composite structures Da Chen
Kang Gao
Jie Yang and Sritawat Kitipornchai Structural Performance Evaluation 2. Free and forced vibrations of functionally graded porous straight and curved beams Qingshan Wang
Tao Liu and Rui Zhong 3. Free and forced vibrations of functionally graded porous quadrilateral plates with complex curved edges Tao Liu
Rui Zhong and Qingshan Wang 4. Free and forced vibrations of functionally graded porous circular cylindrical shells Yan Qing Wang
Mei Wen Teng and Qing Dong Chai 5. Free and forced vibrations of functionally graded porous shallow shells on elastic foundation Rui Zhong
Tao Liu and Qingshan Wang 6. Improving buckling and vibration response of porous beams using higher order distribution of porosity Mohammad Keleshteri and Jasmin Jelovica 7. Probabilistic stability analysis of functionally graded graphene reinforced porous beams Kang Gao
Da Chen
Jie Yang and Sritawat Kitipornchai 8. An improved approach for thick functionally graded beams under bending vibratory analysis David Bassir
Nadhir Lebaal
Youssef Boutahar
Mohammad Talha
Lhoucine Boutahar Machine Learning Aided Analysis 9. Accelerated design and characterization of non-uniformed cellular architected materials with tunable mechanical properties Binglin Xie
Daobo Zhang
Peng Feng and Nan Hu 10. AI enhanced finite element multiscale modelling and structural uncertainty analysis of a functionally graded porous beam Da Chen
Nima Emami
Shahed Rezaei
Philipp Laurens Rosendahl
Bai-Xiang Xu
Jens Schneider
Kang Gao and Jie Yang 11. Machine learning aided stochastic static analysis of functionally graded porous plates Yuan Feng
Di Wu
Xiaojun Chen and Wei Gao 12. Machine learning aided stochastic free vibration analysis of functionally graded porous plates Yuan Feng
Di Wu
Xiaojun Chen and Wei Gao Additive Manufacturing 13. Performance evaluations of functionally graded porous structures Vuong. Nguyen-Van
Chenxi Peng
Junli Liu
Phuong Tran and Hung Nguyen-Xuan 14. Design and fabrication of additively manufactured functionally graded porous structures Yu Duan
Xiaopeng Shi
Bing Du
Xianhang Zhao
Bing Hou and Yulong Li 15. Mechanical behaviour of additively manufactured functionally graded porous structures Yu Duan
Bing Du
Xianhang Zhao
Bing Hou and Yulong Li 16. Application of additively manufactured functionally graded porous structures Yu Duan
Xiaopeng Chen
Bing Hou and Yulong Li Application 17. Applications of composite structures made of functionally graded porous materials: an overview Kang Gao
Da Chen
Jie Yang and Sritawat Kitipornchai