Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures

Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures
Title Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures PDF eBook
Author Jie Yang
Publisher Elsevier
Pages 481
Release 2023-10-16
Genre Technology & Engineering
ISBN 0443154260

Download Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures Book in PDF, Epub and Kindle

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

High-Performance Composite Structures

High-Performance Composite Structures
Title High-Performance Composite Structures PDF eBook
Author A. Praveen Kumar
Publisher Springer Nature
Pages 306
Release 2021-12-08
Genre Technology & Engineering
ISBN 9811673772

Download High-Performance Composite Structures Book in PDF, Epub and Kindle

This book covers advanced 3D printing processes and the latest developments in novel composite-based printing materials, thus enabling the reader to understand and benefit from the advantages of this groundbreaking technology. The rise in ecological anxieties has forced scientists and researchers from all over the world to find novel lightweight materials. Therefore, it is necessary to expand knowledge about the processing, applications, and challenges of 3D printing of composite materials to expanding the range of their application. This book presents an extensive survey on recent improvements in the research and development of additive manufacturing technologies that are used to make composite structures for various applications such as electronic, aerospace, construction, and biomedical applications. Advanced printing techniques including fused deposition modeling (FDM), selective laser sintering (SLS), selective laser melting (SLM), electron beam melting (EBM), inkjet 3D printing (3DP), stereolithography (SLA), and 3D plotting will be covered and discussed thoroughly in this book. This book also focuses the recent advances and challenges in polymer nanocomposite and introduces potential applications of these materials in various sectors.

Development and Modeling of Functionally Graded Porous Structures and Composites

Development and Modeling of Functionally Graded Porous Structures and Composites
Title Development and Modeling of Functionally Graded Porous Structures and Composites PDF eBook
Author Farooq Al Jahwari
Publisher
Pages
Release 2016
Genre
ISBN

Download Development and Modeling of Functionally Graded Porous Structures and Composites Book in PDF, Epub and Kindle

Functionally graded (FG) materials provide the solution to spatial and temporal control of material properties with smooth transition at different length scales of the material structure. Tailoring material properties is becoming a necessity to the evolving products that have certain design requirements. Smooth transition at different length scales is important to eliminate abrupt change of material properties and microstructure which avoids stress jumps and other structural problems like delamination. Two challenges are associated with FG materials, i) fabrication procedures with correlation to the microstructure and mechanical properties, and ii) the numerical treatment of FG materials that accounts for the microstructural details and gradient. This research addresses both challenges with enough depth to design FG porous polymeric materials. The fabrication process focused on developing FG porous structures and stitched composites. Different processing parameters were successfully correlated to the microstructure and showed the potential to produce structures with desired features. The microstructure was further correlated to mechanical properties like creep compliance and impact energy absorption. This motivated the development of numerical homogenization procedures that help in conducting numerical experiments with FG structures. A statistical based homogenization model was developed, which accounted for the microstructure gradient. The model was implemented to higher order plate theory with stretching terms, and provided accurate results compared to experimental data. To alleviate the dependency on experimental data which was the drawback of the statistical model, a purely numerical procedure was developed which is based on 3D reconstruction of the microstructure to statistically reduce the system but preserve the same main features of the parent structure. The model was in good agreement with experimental results. This makes the homogenization procedure independent in providing details about mechanical properties for an assumed graded porous structure or composite. Combined with the processing-microstructure graphs, the numerical tool can be used in an inverse-homogenization procedure to make graded porous structures with desired mechanical properties.

Analysis, Design and Optimization of Composite Structures

Analysis, Design and Optimization of Composite Structures
Title Analysis, Design and Optimization of Composite Structures PDF eBook
Author Alexander L. Kalamkarov
Publisher John Wiley & Sons
Pages 376
Release 1997-07-07
Genre Technology & Engineering
ISBN

Download Analysis, Design and Optimization of Composite Structures Book in PDF, Epub and Kindle

Rapidly varying material and geometrical characteristics of composite materials and structures do not allow the direct study of their mechanical behavior even with the use of modern computers. This book is devoted to the mechanical design and optimization problems of composite structures, based on the previously developed asymptotic homogenization models and on the newly elaborated rigorous mathematical methods. It describes how to construct mathematically rigorous mechanical models to determine strength, stiffness, and weight minimization requirements, all important factors of design and optimization.

IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials

IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials
Title IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials PDF eBook
Author Martin Philip Bendsoe
Publisher Springer Science & Business Media
Pages 602
Release 2006-10-03
Genre Technology & Engineering
ISBN 1402047525

Download IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials Book in PDF, Epub and Kindle

This volume offers edited papers presented at the IUTAM-Symposium Topological design optimization of structures, machines and materials - status and perspectives, October 2005. The papers cover the application of topological design optimization to fluid-solid interaction problems, acoustics problems, and to problems in biomechanics, as well as to other multiphysics problems. Also in focus are new basic modelling paradigms, covering new geometry modelling such as level-set methods and topological derivatives.

Additive Manufacturing

Additive Manufacturing
Title Additive Manufacturing PDF eBook
Author Amit Bandyopadhyay
Publisher CRC Press
Pages 547
Release 2015-09-08
Genre Technology & Engineering
ISBN 1498766706

Download Additive Manufacturing Book in PDF, Epub and Kindle

The field of additive manufacturing has seen explosive growth in recent years due largely in part to renewed interest from the manufacturing sector. Conceptually, additive manufacturing, or industrial 3D printing, is a way to build parts without using any part-specific tooling or dies from the computer-aided design (CAD) file of the part. Today, mo

Laser Additive Manufacturing

Laser Additive Manufacturing
Title Laser Additive Manufacturing PDF eBook
Author Milan Brandt
Publisher Woodhead Publishing
Pages 500
Release 2016-09-01
Genre Technology & Engineering
ISBN 0081004346

Download Laser Additive Manufacturing Book in PDF, Epub and Kindle

Laser Additive Manufacturing: Materials, Design, Technologies, and Applications provides the latest information on this highly efficient method of layer-based manufacturing using metals, plastics, or composite materials. The technology is particularly suitable for the production of complex components with high precision for a range of industries, including aerospace, automotive, and medical engineering. This book provides a comprehensive review of the technology and its range of applications. Part One looks at materials suitable for laser AM processes, with Part Two discussing design strategies for AM. Parts Three and Four review the most widely-used AM technique, powder bed fusion (PBF) and discuss other AM techniques, such as directed energy deposition, sheet lamination, jetting techniques, extrusion techniques, and vat photopolymerization. The final section explores the range of applications of laser AM. Provides a comprehensive one-volume overview of advances in laser additive manufacturing Presents detailed coverage of the latest techniques used for laser additive manufacturing Reviews both established and emerging areas of application