Artificial Intelligence-Aided Materials Design

Artificial Intelligence-Aided Materials Design

Author: Rajesh Jha

Publisher: CRC Press

Published: 2022-03-15

Total Pages: 363

ISBN-13: 1000541339

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This book describes the application of artificial intelligence (AI)/machine learning (ML) concepts to develop predictive models that can be used to design alloy materials, including hard and soft magnetic alloys, nickel-base superalloys, titanium-base alloys, and aluminum-base alloys. Readers new to AI/ML algorithms can use this book as a starting point and use the MATLABĀ® and Python implementation of AI/ML algorithms through included case studies. Experienced AI/ML researchers who want to try new algorithms can use this book and study the case studies for reference. Offers advantages and limitations of several AI concepts and their proper implementation in various data types generated through experiments and computer simulations and from industries in different file formats Helps readers to develop predictive models through AI/ML algorithms by writing their own computer code or using resources where they do not have to write code Covers downloadable resources such as MATLAB GUI/APP and Python implementation that can be used on common mobile devices Discusses the CALPHAD approach and ways to use data generated from it Features a chapter on metallurgical/materials concepts to help readers understand the case studies and thus proper implementation of AI/ML algorithms under the framework of data-driven materials science Uses case studies to examine the importance of using unsupervised machine learning algorithms in determining patterns in datasets This book is written for materials scientists and metallurgists interested in the application of AI, ML, and data science in the development of new materials.


Materials Design and Applications III

Materials Design and Applications III

Author: Lucas F. M. da Silva

Publisher: Springer Nature

Published: 2021-02-17

Total Pages: 273

ISBN-13: 3030682773

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This book offers selected contributions to fundamental research and application in designing and engineering materials. It focuses on mechanical engineering applications such as automobile, railway, marine, aerospace, biomedical, pressure vessel technology, and turbine technology. This includes a wide range of material classes, like lightweight metallic materials, polymers, composites, and ceramics. Advanced applications include manufacturing using the new or newer materials, testing methods, and multi-scale experimental and computational aspects.


Integrated Design of Multiscale, Multifunctional Materials and Products

Integrated Design of Multiscale, Multifunctional Materials and Products

Author: David L. McDowell

Publisher: Butterworth-Heinemann

Published: 2009-09-30

Total Pages: 393

ISBN-13: 0080952208

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Integrated Design of Multiscale, Multifunctional Materials and Products is the first of its type to consider not only design of materials, but concurrent design of materials and products. In other words, materials are not just selected on the basis of properties, but the composition and/or microstructure iw designed to satisfy specific ranged sets of performance requirements. This book presents the motivation for pursuing concurrent design of materials and products, thoroughly discussing the details of multiscale modeling and multilevel robust design and provides details of the design methods/strategies along with selected examples of designing material attributes for specified system performance. It is intended as a monograph to serve as a foundational reference for instructors of courses at the senior and introductory graduate level in departments of materials science and engineering, mechanical engineering, aerospace engineering and civil engineering who are interested in next generation systems-based design of materials. First of its kind to consider not only design of materials, but concurrent design of materials and products Treatment of uncertainty via robust design of materials Integrates the "materials by design approach" of Olson/Ques Tek LLC with the "materials selection" approach of Ashby/Granta Distinquishes the processes of concurrent design of materials and products as an overall systems design problem from the field of multiscale modeling Systematic mathematical algorithms and methods are introduced for robust design of materials, rather than ad hoc heuristics--it is oriented towards a true systems approach to design of materials and products


Integration of Virtual Experiment Technology for Materials Design

Integration of Virtual Experiment Technology for Materials Design

Author: H. Koike

Publisher:

Published: 1997

Total Pages: 7

ISBN-13:

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Materials design by the use of computer is expected due to the recent progress of high-performance computing. The success of such design will rely on the integration of various elements of computational technology such as simulation, knowledge information processing, the human interface, and a database into a practical system. In the past, various elements of computational technology, such as simulation and knowledge information processing, were researched individually. However, the integration of these technologies has not yet been established.


Microstructural Design of Advanced Engineering Materials

Microstructural Design of Advanced Engineering Materials

Author: Dmitri A. Molodov

Publisher: John Wiley & Sons

Published: 2013-07-17

Total Pages: 524

ISBN-13: 3527652833

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The choice of a material for a certain application is made taking into account its properties. If, for example one would like to produce a table, a hard material is needed to guarantee the stability of the product, but the material should not be too hard so that manufacturing is still as easy as possible - in this simple example wood might be the material of choice. When coming to more advanced applications the required properties are becoming more complex and the manufacturer`s desire is to tailor the properties of the material to fit the needs. To let this dream come true, insights into the microstructure of materials is crucial to finally control the properties of the materials because the microstructure determines its properties. Written by leading scientists in the field of microstructural design of engineering materials, this book focuses on the evolution and behavior of granular microstructures of various advanced materials during plastic deformation and treatment at elevated temperatures. These topics provide essential background and practical information for materials scientists, metallurgists and solid state physicists.


Retooling Manufacturing

Retooling Manufacturing

Author: National Research Council

Publisher: National Academies Press

Published: 2004-09-30

Total Pages: 123

ISBN-13: 0309092663

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As the Department of Defense continues development of the future warrior system, the difficulty of moving rapidly from design to manufacturing for complex technologies is becoming a major concern. In particular, there are communication gaps between design and manufacturing that hinder rapid development of new products important for these future military developments. To help address those concerns, DOD asked the NRC to develop a framework for "bridging" these gaps through data management, modeling, and simulation. This report presents the results of this study. It provides a framework for virtual design and manufacturing and an assessment of the necessary tools; an analysis of the economic dimensions; an examination of barriers to virtual design and manufacturing in the DOD acquisition process; and a series of recommendations and research needs.


Collaborative Design in Virtual Environments

Collaborative Design in Virtual Environments

Author: Xiangyu Wang

Publisher: Springer Science & Business Media

Published: 2011-03-03

Total Pages: 204

ISBN-13: 9400706057

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Collaborative virtual environments (CVEs) are multi-user virtual realities which actively support communication and co-operation. This book offers a comprehensive reference volume to the state-of-the-art in the area of design studies in CVEs. It is an excellent mix of contributions from over 25 leading researcher/experts in multiple disciplines from academia and industry, providing up-to-date insight into the current research topics in this field as well as the latest technological advancements and the best working examples. Many of these results and ideas are also applicable to other areas such as CVE for design education. Overall, this book serves as an excellent reference for postgraduate students, researchers and practitioners who need a comprehensive approach to study the design behaviours in CVEs. It is also a useful and informative source of materials for those interested in learning more on using/developing CVEs to support design and design collaboration.


Designing Digital Space

Designing Digital Space

Author: Daniela Bertol

Publisher: John Wiley & Sons

Published: 1996-12-20

Total Pages: 356

ISBN-13: 9780471146629

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The Complete Guide to Virtual Reality in Architecture andDesign The first in-depth book on virtual reality (VR) aimed specificallyat architecture and design professionals, Designing Digital Spacesteers you skillfully through the learning curve of this excitingnew technology. Beginning with a historical overview of theevolution of architectural representations, this unique resourceexplains what VR is, how it is being applied today, and how itpromises to revolutionize not only the design process, but the formand function of the built environment itself. Vividly illustratinghow VR fits alongside traditional methods of architecturalrepresentation, this comprehensive guide prepares you to makeoptimum practical use of this powerful interactive tool, andembrace the new role of the architect in a virtually designedworld. Offers in-depth coverage of the virtual universe--datarepresentation and information management, static and dynamicworlds, tracking and visual display systems, control devices, andmore. Examines a wide range of current VR architectural applications,from walkthroughs, simulations, and evaluations to reconstructionsand networked environments Includes insightful essays by leading VR developers covering someof today's most innovative projects Integrates VR into the historical framework of architecturaldevelopment, with detailed sections on the past, present, andfuture Features a dazzling array of virtual world images and sequentialdisplays Explores the potential impact of digital architecture on the builtenvironment of the future