Machine Learning Aided Analysis Design And Additive Manufacturing Of Functionally Graded Porous Composite Structures

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

Author : Jie Yang
Publisher : Elsevier
ISBN 13 : 0443154260
Total Pages : 481 pages
Book Rating : 4.4/5 (431 download)

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Book Synopsis Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures by : Jie Yang

Download or read book Machine Learning Aided Analysis, Design, and Additive Manufacturing of Functionally Graded Porous Composite Structures written by Jie Yang and published by Elsevier. This book was released on 2023-10-16 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Development and Modeling of Functionally Graded Porous Structures and Composites

Author : Farooq Al Jahwari
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (133 download)

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Book Synopsis Development and Modeling of Functionally Graded Porous Structures and Composites by : Farooq Al Jahwari

Download or read book Development and Modeling of Functionally Graded Porous Structures and Composites written by Farooq Al Jahwari and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

High-Performance Composite Structures

Author : A. Praveen Kumar
Publisher : Springer Nature
ISBN 13 : 9811673772
Total Pages : 306 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis High-Performance Composite Structures by : A. Praveen Kumar

Download or read book High-Performance Composite Structures written by A. Praveen Kumar and published by Springer Nature. This book was released on 2021-12-08 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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

Author : Martin Philip Bendsoe
Publisher : Springer Science & Business Media
ISBN 13 : 1402047525
Total Pages : 602 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials by : Martin Philip Bendsoe

Download or read book IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials written by Martin Philip Bendsoe and published by Springer Science & Business Media. This book was released on 2006-10-03 with total page 602 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

3D Printing and Additive Manufacturing Technologies

Author : L. Jyothish Kumar
Publisher : Springer
ISBN 13 : 9811303053
Total Pages : 308 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis 3D Printing and Additive Manufacturing Technologies by : L. Jyothish Kumar

Download or read book 3D Printing and Additive Manufacturing Technologies written by L. Jyothish Kumar and published by Springer. This book was released on 2018-06-07 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a selection of papers on advanced technologies for 3D printing and additive manufacturing, and demonstrates how these technologies have changed the face of direct, digital technologies for the rapid production of models, prototypes and patterns. Because of their wide range of applications, 3D printing and additive manufacturing technologies have sparked a powerful new industrial revolution in the field of manufacturing. The evolution of 3D printing and additive manufacturing technologies has changed design, engineering and manufacturing processes across such diverse industries as consumer products, aerospace, medical devices and automotive engineering. This book will help designers, R&D personnel, and practicing engineers grasp the latest developments in the field of 3D Printing and Additive Manufacturing.

Additive Manufacturing

Author : Amit Bandyopadhyay
Publisher : CRC Press
ISBN 13 : 1498766706
Total Pages : 547 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Additive Manufacturing by : Amit Bandyopadhyay

Download or read book Additive Manufacturing written by Amit Bandyopadhyay and published by CRC Press. This book was released on 2015-09-08 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Author : Milan Brandt
Publisher : Woodhead Publishing
ISBN 13 : 0081004346
Total Pages : 500 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Laser Additive Manufacturing by : Milan Brandt

Download or read book Laser Additive Manufacturing written by Milan Brandt and published by Woodhead Publishing. This book was released on 2016-09-01 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Functionally Graded Materials (FGMs)

Author : Pulak M. Pandey
Publisher : CRC Press
ISBN 13 : 1000439348
Total Pages : 255 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Functionally Graded Materials (FGMs) by : Pulak M. Pandey

Download or read book Functionally Graded Materials (FGMs) written by Pulak M. Pandey and published by CRC Press. This book was released on 2021-09-14 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: The science and study of functionally graded materials (FGMs) have intrigued researchers over the last few decades. Their application has the capability to produce parts with unmatched properties which are virtually impossible to obtain via conventional material routes. This book addresses various FGM aspects and provides a relevant, high-quality, and comprehensive data source. The book covers trends, process classification on various bases, physical processes involved, structure, properties, applications, advantages, and limitations. Emerging trends in the field are discussed in detail and advancements are thoroughly reviewed and presented to broaden the spectrum of FGM applications. This reference book will be of interest to scholars, researchers, academicians, industry practitioners, government labs, libraries, and anyone interested in the area of materials engineering.

Analysis and Design of Machine Elements

Author : Wei Jiang
Publisher : John Wiley & Sons
ISBN 13 : 1119276101
Total Pages : 531 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Analysis and Design of Machine Elements by : Wei Jiang

Download or read book Analysis and Design of Machine Elements written by Wei Jiang and published by John Wiley & Sons. This book was released on 2019-01-30 with total page 531 pages. Available in PDF, EPUB and Kindle. Book excerpt: Incorporating Chinese, European, and International standards and units of measurement, this book presents a classic subject in an up-to-date manner with a strong emphasis on failure analysis and prevention-based machine element design. It presents concepts, principles, data, analyses, procedures, and decision-making techniques necessary to design safe, efficient, and workable machine elements. Design-centric and focused, the book will help students develop the ability to conceptualize designs from written requirements and to translate these design concepts into models and detailed manufacturing drawings. Presents a consistent approach to the design of different machine elements from failure analysis through strength analysis and structural design, which facilitates students’ understanding, learning, and integration of analysis with design Fundamental theoretical topics such as mechanics, friction, wear and lubrication, and fluid mechanics are embedded in each chapter to illustrate design in practice Includes examples, exercises, review questions, design and practice problems, and CAD examples in each self-contained chapter to enhance learning Analysis and Design of Machine Elements is a design-centric textbook for advanced undergraduates majoring in Mechanical Engineering. Advanced students and engineers specializing in product design, vehicle engineering, power machinery, and engineering will also find it a useful reference and practical guide.

Linear and Nonlinear Waves in Microstructured Solids

Author : Igor V. Andrianov
Publisher : CRC Press
ISBN 13 : 1000372219
Total Pages : 322 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Linear and Nonlinear Waves in Microstructured Solids by : Igor V. Andrianov

Download or read book Linear and Nonlinear Waves in Microstructured Solids written by Igor V. Andrianov and published by CRC Press. This book was released on 2021-04-22 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book uses asymptotic methods to obtain simple approximate analytic solutions to various problems within mechanics, notably wave processes in heterogeneous materials. Presenting original solutions to common issues within mechanics, this book builds upon years of research to demonstrate the benefits of implementing asymptotic techniques within mechanical engineering and material science. Focusing on linear and nonlinear wave phenomena in complex micro-structured solids, the book determines their global characteristics through analysis of their internal structure, using homogenization and asymptotic procedures, in line with the latest thinking within the field. The book’s cutting-edge methodology can be applied to optimal design, non-destructive control and in deep seismic sounding, providing a valuable alternative to widely used numerical methods. Using case studies, the book covers topics such as elastic waves in nonhomogeneous materials, regular and chaotic dynamics based on continualisation and discretization and vibration localization in 1D Linear and Nonlinear lattices. The book will be of interest to students, research engineers, and professionals specialising in mathematics and physics as well as mechanical and civil engineering.

Computational Stochastic Mechanics

Author : P.D. Spanos
Publisher : Springer Science & Business Media
ISBN 13 : 9401136920
Total Pages : 886 pages
Book Rating : 4.4/5 (11 download)

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Book Synopsis Computational Stochastic Mechanics by : P.D. Spanos

Download or read book Computational Stochastic Mechanics written by P.D. Spanos and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 886 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over a period of several years the field of probabilistic mechanics and com putational mechanics have progressed vigorously, but independently. With the advent of powerful computational hardware and the development of novel mechanical techniques, the field of stochastic mechanics has progressed in such a manner that the inherent uncertainty of quite complicated systems can be addressed. The first International Conference on Computational Stochastic Mechanics was convened in Corfu in September 1991 in an ef fort to provide a forum for the exchanging of ideas on the current status of computational methods as applied to stochastic mechanics and for identi fying needs for further research. The Conference covered both theoretical techniques and practical applications. The Conference also celebrated the 60th anniversary of the birthday of Dr. Masanobu Shinozuka, the Sollenberger Professor of Civil Engineering at Princeton University, whose work has contributed in such a great measure to the development of Computational Stochastic Mechanics. A brief sum mary of his career and achievements are given in the Dedication. This book comprises some of the papers presented at the meeting and cov ers sections on Theoretical Reliability Analysis; Damage Analysis; Applied Reliability Analysis; Theoretical Random Vibrations; Stochastic Finite Ele ment Concept; Fatigue and Fracture; Monte Carlo Simulations; Earthquake Engineering Applications; Materials; Applied Random Vibrations; Applied Stochastic Finite Element Analysis, and Flow Related Applications and Chaotic Dynamics. The Editors hope that the book will be a valuable contribution to the grow ing literature covering the field of Computational Stochastic Mechanics.

Composite Materials

Author : Kamal K. Kar
Publisher : Springer
ISBN 13 : 3662495147
Total Pages : 694 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Composite Materials by : Kamal K. Kar

Download or read book Composite Materials written by Kamal K. Kar and published by Springer. This book was released on 2016-10-14 with total page 694 pages. Available in PDF, EPUB and Kindle. Book excerpt: Composite materials are used as substitutions of metals/traditional materials in aerospace, automotive, civil, mechanical and other industries. The present book collects the current knowledge and recent developments in the characterization and application of composite materials. To this purpose the volume describes the outstanding properties of this class of advanced material which recommend it for various industrial applications.

Additive Manufacturing Technologies

Author : Ian Gibson
Publisher : Springer Nature
ISBN 13 : 3030561275
Total Pages : 685 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Additive Manufacturing Technologies by : Ian Gibson

Download or read book Additive Manufacturing Technologies written by Ian Gibson and published by Springer Nature. This book was released on 2020-11-10 with total page 685 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook covers in detail digitally-driven methods for adding materials together to form parts. A conceptual overview of additive manufacturing is given, beginning with the fundamentals so that readers can get up to speed quickly. Well-established and emerging applications such as rapid prototyping, micro-scale manufacturing, medical applications, aerospace manufacturing, rapid tooling and direct digital manufacturing are also discussed. This book provides a comprehensive overview of additive manufacturing technologies as well as relevant supporting technologies such as software systems, vacuum casting, investment casting, plating, infiltration and other systems. Reflects recent developments and trends and adheres to the ASTM, SI and other standards; Includes chapters on topics that span the entire AM value chain, including process selection, software, post-processing, industrial drivers for AM, and more; Provides a broad range of technical questions to ensure comprehensive understanding of the concepts covered.

Introduction to Neural Networks with Java

Author : Jeff Heaton
Publisher : Heaton Research Incorporated
ISBN 13 : 097732060X
Total Pages : 380 pages
Book Rating : 4.9/5 (773 download)

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Book Synopsis Introduction to Neural Networks with Java by : Jeff Heaton

Download or read book Introduction to Neural Networks with Java written by Jeff Heaton and published by Heaton Research Incorporated. This book was released on 2005 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: In addition to showing the programmer how to construct Neural Networks, the book discusses the Java Object Oriented Neural Engine (JOONE), a free open source Java neural engine. (Computers)

Advances in Metallic Biomaterials

Author : Mitsuo Niinomi
Publisher : Springer
ISBN 13 : 3662468425
Total Pages : 285 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Advances in Metallic Biomaterials by : Mitsuo Niinomi

Download or read book Advances in Metallic Biomaterials written by Mitsuo Niinomi and published by Springer. This book was released on 2015-06-11 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers the latest advances in processing techniques for producing metallic biomaterial implants. It also discusses recent developments in surface modifications using bioactive ceramics and blood-compatible polymers, as well as the adhesive strength of bioactive surface layers, before introducing the practical applications of metallic biomaterials in the fields of surgery and dentistry. As such, the book provides an essential reference guide for researchers, graduate students and clinicians working in the fields of materials, surgery, dentistry, and mechanics. Mitsuo Niinomi, PhD, D.D.Sc., is a Professor at the Institute for Materials Research, Tohoku University, Japan Takayuki Narushima, PhD, is a Professor at the Department of Materials Processing, Tohoku University, Japan Masaaki Nakai, PhD, is an Associate Professor at the Institute for Materials Research, Tohoku University, Japan

Additive Manufacturing for the Aerospace Industry

Author : Francis H. Froes
Publisher : Elsevier
ISBN 13 : 0128140631
Total Pages : 482 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Additive Manufacturing for the Aerospace Industry by : Francis H. Froes

Download or read book Additive Manufacturing for the Aerospace Industry written by Francis H. Froes and published by Elsevier. This book was released on 2019-02-15 with total page 482 pages. Available in PDF, EPUB and Kindle. Book excerpt: Additive Manufacturing for the Aerospace Industry explores the design, processing, metallurgy and applications of additive manufacturing (AM) within the aerospace industry. The book's editors have assembled an international team of experts who discuss recent developments and the future prospects of additive manufacturing. The work includes a review of the advantages of AM over conventionally subtractive fabrication, including cost considerations. Microstructures and mechanical properties are also presented, along with examples of components fabricated by AM. Readers will find information on a broad range of materials and processes used in additive manufacturing. It is ideal reading for those in academia, government labs, component fabricators, and research institutes, but will also appeal to all sectors of the aerospace industry. Provides information on a broad range of materials and processes used in additive manufacturing Presents recent developments in the design and applications of additive manufacturing specific to the aerospace industry Covers a wide array of materials for use in the additive manufacturing of aerospace parts Discusses current standards in the area of aerospace AM parts

Support Vector Machines

Author : Naiyang Deng
Publisher : CRC Press
ISBN 13 : 1439857938
Total Pages : 345 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Support Vector Machines by : Naiyang Deng

Download or read book Support Vector Machines written by Naiyang Deng and published by CRC Press. This book was released on 2012-12-17 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents an accessible treatment of the two main components of support vector machines (SVMs)-classification problems and regression problems. The book emphasizes the close connection between optimization theory and SVMs since optimization is one of the pillars on which