Informatics for Materials Science and Engineering

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Publisher : Butterworth-Heinemann
ISBN 13 : 012394614X
Total Pages : 542 pages
Book Rating : 4.1/5 (239 download)

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Book Synopsis Informatics for Materials Science and Engineering by : Krishna Rajan

Download or read book Informatics for Materials Science and Engineering written by Krishna Rajan and published by Butterworth-Heinemann. This book was released on 2013-07-10 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: Materials informatics: a ‘hot topic’ area in materials science, aims to combine traditionally bio-led informatics with computational methodologies, supporting more efficient research by identifying strategies for time- and cost-effective analysis. The discovery and maturation of new materials has been outpaced by the thicket of data created by new combinatorial and high throughput analytical techniques. The elaboration of this "quantitative avalanche"—and the resulting complex, multi-factor analyses required to understand it—means that interest, investment, and research are revisiting informatics approaches as a solution. This work, from Krishna Rajan, the leading expert of the informatics approach to materials, seeks to break down the barriers between data management, quality standards, data mining, exchange, and storage and analysis, as a means of accelerating scientific research in materials science. This solutions-based reference synthesizes foundational physical, statistical, and mathematical content with emerging experimental and real-world applications, for interdisciplinary researchers and those new to the field. Identifies and analyzes interdisciplinary strategies (including combinatorial and high throughput approaches) that accelerate materials development cycle times and reduces associated costs Mathematical and computational analysis aids formulation of new structure-property correlations among large, heterogeneous, and distributed data sets Practical examples, computational tools, and software analysis benefits rapid identification of critical data and analysis of theoretical needs for future problems

Materials Informatics

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Publisher : John Wiley & Sons
ISBN 13 : 3527341218
Total Pages : 304 pages
Book Rating : 4.5/5 (273 download)

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Book Synopsis Materials Informatics by : Olexandr Isayev

Download or read book Materials Informatics written by Olexandr Isayev and published by John Wiley & Sons. This book was released on 2019-12-04 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides everything readers need to know for applying the power of informatics to materials science There is a tremendous interest in materials informatics and application of data mining to materials science. This book is a one-stop guide to the latest advances in these emerging fields. Bridging the gap between materials science and informatics, it introduces readers to up-to-date data mining and machine learning methods. It also provides an overview of state-of-the-art software and tools. Case studies illustrate the power of materials informatics in guiding the experimental discovery of new materials. Materials Informatics: Methods, Tools and Applications is presented in two parts?Methodological Aspects of Materials Informatics and Practical Aspects and Applications. The first part focuses on developments in software, databases, and high-throughput computational activities. Chapter topics include open quantum materials databases; the ICSD database; open crystallography databases; and more. The second addresses the latest developments in data mining and machine learning for materials science. Its chapters cover genetic algorithms and crystal structure prediction; MQSPR modeling in materials informatics; prediction of materials properties; amongst others. -Bridges the gap between materials science and informatics -Covers all the known methodologies and applications of materials informatics -Presents case studies that illustrate the power of materials informatics in guiding the experimental quest for new materials -Examines the state-of-the-art software and tools being used today Materials Informatics: Methods, Tools and Applications is a must-have resource for materials scientists, chemists, and engineers interested in the methods of materials informatics.

Hierarchical Materials Informatics

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Publisher : Elsevier
ISBN 13 : 012410455X
Total Pages : 230 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Hierarchical Materials Informatics by : Surya R. Kalidindi

Download or read book Hierarchical Materials Informatics written by Surya R. Kalidindi and published by Elsevier. This book was released on 2015-08-06 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: Custom design, manufacture, and deployment of new high performance materials for advanced technologies is critically dependent on the availability of invertible, high fidelity, structure-property-processing (SPP) linkages. Establishing these linkages presents a major challenge because of the need to cover unimaginably large dimensional spaces. Hierarchical Materials Informatics addresses objective, computationally efficient, mining of large ensembles of experimental and modeling datasets to extract this core materials knowledge. Furthermore, it aims to organize and present this high value knowledge in highly accessible forms to end users engaged in product design and design for manufacturing efforts. As such, this emerging field has a pivotal role in realizing the goals outlined in current strategic national initiatives such as the Materials Genome Initiative (MGI) and the Advanced Manufacturing Partnership (AMP). This book presents the foundational elements of this new discipline as it relates to the design, development, and deployment of hierarchical materials critical to advanced technologies. Addresses a critical gap in new materials research and development by presenting a rigorous statistical framework for the quantification of microstructure Contains several case studies illustrating the use of modern data analytic tools on microstructure datasets (both experimental and modeling)

Materials Science and Engineering

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Author :
Publisher : Elsevier Inc. Chapters
ISBN 13 : 0128059311
Total Pages : 32 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Materials Science and Engineering by : Krishna Rajan

Download or read book Materials Science and Engineering written by Krishna Rajan and published by Elsevier Inc. Chapters. This book was released on 2013-07-10 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: Studying structure–property relationships is an accepted paradigm in materials science, yet these relationships are often not linear and the challenge is to seek patterns among multiple length and time scales. There is rarely a single multiscale theory or experiment that can meaningfully and accurately capture such information. In this chapter we introduce the rationale as to why we need informatics by briefly summarizing the challenges of information complexity one has to deal with in material science, in order to systematically establish structure–property–processing relationships. Some of the concepts and topics to be covered in this book are introduced, including information networks, data mining, databases, and combinatorial experiments to mention a few. The value of “materials informatics” lies in its ability to permit one to survey complex, multiscale information in a high-throughput, statistically robust and yet physically meaningful manner.

Materials Science and Engineering

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Publisher : Elsevier Inc. Chapters
ISBN 13 : 0128059389
Total Pages : 49 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Materials Science and Engineering by : Joseph Glick

Download or read book Materials Science and Engineering written by Joseph Glick and published by Elsevier Inc. Chapters. This book was released on 2013-07-10 with total page 49 pages. Available in PDF, EPUB and Kindle. Book excerpt: The discipline of informatics emerged from the need to translate biomedical research into evidence-based healthcare protocols and policy. Materials science informatics is rooted in an analogous need to “translate” physical sciences research and discoveries into materials-based solutions to address a broad range of issues and challenges for business, government, and the environment. Ontologies and databases are key elements of translational architectures and therefore are fundamental tools of the practice of informatics. Databases are tools for engineering data and information, while ontologies are tools for engineering knowledge and utility. Since knowledge and utility are the core objectives of informatics, correctly understanding and utilizing ontologies is critical to the development of effective materials informatics programs and tools. Rooted in philosophy, the term ontology appears most frequently today in connection with semantic web technology, where it refers to vocabularies used by inference engines to interpret human use of language. Materials science ontologies need to capture the scientific context of the defined concepts to support modeling and prediction of multidimensional structure–property relationships in variable environments and applications. Addressing the complexity of materials science ontologies requires a significant departure from traditional database and semantic web ontology approaches, including the use of neural networks that are capable of implementing methods for modeling context, relevance, complex systems, and human expertise. Pioneering efforts in this space include the Knowledge Engineering for Nanoinformatics Pilot (KENI) launched by the Nanoinformatics Society in 2010, and a collaborative Materials Genome Modeling Methodology initiative led by Iowa State University and initiated in 2011.

Materials Science, Testing and Informatics II

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038130001
Total Pages : 520 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis Materials Science, Testing and Informatics II by : J. Gyulai

Download or read book Materials Science, Testing and Informatics II written by J. Gyulai and published by Trans Tech Publications Ltd. This book was released on 2005-01-15 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume is indexed by Thomson Reuters CPCI-S (WoS). The series, “Hungarian Conference and Exhibition on Materials Science, Testing and Informatics”, was founded in order to provide a forum in which Hungarian and foreign scientists and research groups - interested in metals and alloys, silicates, polymers and composites - would have the opportunity to exchange and publish ideas and to establish new integrated partnerships. The 4th Hungarian Conference and Exhibition on Materials Science, Testing and Informatics was held on the Balaton lakeside, at Balatonfüred, October 12-14th , 2003.

Materials Science, Testing and Informatics VI

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038139076
Total Pages : 560 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis Materials Science, Testing and Informatics VI by : Tibor Berecz

Download or read book Materials Science, Testing and Informatics VI written by Tibor Berecz and published by Trans Tech Publications Ltd. This book was released on 2012-11-12 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: Selected, peer reviewed papers from the 8th Hungarian Conference on Materials Science, October 9-11, 2011, Balatonkenese, Hungary

An Introduction to Materials Informatics

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Publisher : Springer
ISBN 13 : 9789819979912
Total Pages : 0 pages
Book Rating : 4.9/5 (799 download)

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Book Synopsis An Introduction to Materials Informatics by : Tongyi Zhang

Download or read book An Introduction to Materials Informatics written by Tongyi Zhang and published by Springer. This book was released on 2024-02-20 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook educates current and future materials workers, engineers, and researchers on Materials Informatics. Volume I serves as an introduction, merging AI, ML, materials science, and engineering. It covers essential topics and algorithms in 11 chapters, including Linear Regression, Neural Networks, and more. Suitable for diverse fields like materials science, physics, and chemistry, it enables quick and easy learning of Materials Informatics for readers without prior AI and ML knowledge.

Materials Science, Testing and Informatics IV

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038131679
Total Pages : 466 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis Materials Science, Testing and Informatics IV by : Péter János Szabó

Download or read book Materials Science, Testing and Informatics IV written by Péter János Szabó and published by Trans Tech Publications Ltd. This book was released on 2008-06-17 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume is indexed by Thomson Reuters CPCI-S (WoS). This collection comprises state-of-the-art papers written by scientists and research groups working in fields encompassing metals and alloys, silicates, polymers and composites.

Materials Science, Testing and Informatics III

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038131075
Total Pages : 750 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis Materials Science, Testing and Informatics III by : J. Gyulai

Download or read book Materials Science, Testing and Informatics III written by J. Gyulai and published by Trans Tech Publications Ltd. This book was released on 2007-02-15 with total page 750 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume is indexed by Thomson Reuters CPCI-S (WoS). This collection includes state-of-the-art papers by scientists and research groups working in fields encompassing metals and alloys, silicates, polymers and composites.

Materials Science and Engineering: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
ISBN 13 : 1522517995
Total Pages : 1837 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Materials Science and Engineering: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Materials Science and Engineering: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2017-01-11 with total page 1837 pages. Available in PDF, EPUB and Kindle. Book excerpt: The design and study of materials is a pivotal component to new discoveries in the various fields of science and technology. By better understanding the components and structures of materials, researchers can increase its applications across different industries. Materials Science and Engineering: Concepts, Methodologies, Tools, and Applications is a compendium of the latest academic material on investigations, technologies, and techniques pertaining to analyzing the synthesis and design of new materials. Through its broad and extensive coverage on a variety of crucial topics, such as nanomaterials, biomaterials, and relevant computational methods, this multi-volume work is an essential reference source for engineers, academics, researchers, students, professionals, and practitioners seeking innovative perspectives in the field of materials science and engineering.

Materials Science, Testing and Informatics VII

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038267740
Total Pages : 516 pages
Book Rating : 4.0/5 (382 download)

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Book Synopsis Materials Science, Testing and Informatics VII by : Tibor Berecz

Download or read book Materials Science, Testing and Informatics VII written by Tibor Berecz and published by Trans Tech Publications Ltd. This book was released on 2015-02-13 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collection of selected, peer reviewed papers from the 9th Hungarian Conference on Materials Science, October 13-15, 2013, Balatonkenese, Hungary. The 75 papers are grouped as follows: Session I. - Materials and Technologies; Session II. - Materials Testing; Session III. - Modelling

Materials Science and Engineering

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Publisher : Elsevier Inc. Chapters
ISBN 13 : 0128059451
Total Pages : 31 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Materials Science and Engineering by : Krishna Rajan

Download or read book Materials Science and Engineering written by Krishna Rajan and published by Elsevier Inc. Chapters. This book was released on 2013-07-10 with total page 31 pages. Available in PDF, EPUB and Kindle. Book excerpt: This chapter provides a discussion of how informatics tools can address one of the fundamental historical developments in crystal chemistry, that of structure maps. Such maps serve as a means to explore how specific parameters associated with crystal and electronic structure can serve as a way to rationalize groupings, or classifications, relating structure and chemistry. Historically, structure maps have evolved through a variety of heuristic approaches that define a priori how parameters may be important, and then classifications are discovered as one populates these maps with data. The resulting clustering of data serves as a heuristic tool to rationalize new discoveries and new structure–bonding relationships.

Materials Informatics

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Publisher : Wiley-Interscience
ISBN 13 : 9780471756194
Total Pages : 300 pages
Book Rating : 4.7/5 (561 download)

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Book Synopsis Materials Informatics by : Krishna Rajan

Download or read book Materials Informatics written by Krishna Rajan and published by Wiley-Interscience. This book was released on 2018-01-03 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Materials Informatics: Data-Driven Discovery in Materials Science outlines the value of adding an "informatics" dimension to the analysis of materials science phenomena, by processes which can permit one to gather and survey complex, multiscale information. Such informatics and combinatorial approaches have emerged as powerful tools in materials design and discovery, in much the same way that genomics and bioinformatics impacted the biological arena. Including topics like data mining and combinatorial experimentation, this book covers the current state of the field, and provides examples (via case studies) of the analysis of multivariate data on a wide array of materials systems.

Materials Science, Testing and Informatics VIII

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3035702543
Total Pages : 332 pages
Book Rating : 4.0/5 (357 download)

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Book Synopsis Materials Science, Testing and Informatics VIII by : Tibor Berecz

Download or read book Materials Science, Testing and Informatics VIII written by Tibor Berecz and published by Trans Tech Publications Ltd. This book was released on 2017-02-10 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: 10th Hungarian Conference on Materials Science Selected, peer reviewed papers from the 10th Hungarian Conference on Materials Science, October 11-13, 2015, Balatonalmádi, Hungary

Information Science for Materials Discovery and Design

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Publisher : Springer
ISBN 13 : 331923871X
Total Pages : 316 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Information Science for Materials Discovery and Design by : Turab Lookman

Download or read book Information Science for Materials Discovery and Design written by Turab Lookman and published by Springer. This book was released on 2015-12-12 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with an information-driven approach to plan materials discovery and design, iterative learning. The authors present contrasting but complementary approaches, such as those based on high throughput calculations, combinatorial experiments or data driven discovery, together with machine-learning methods. Similarly, statistical methods successfully applied in other fields, such as biosciences, are presented. The content spans from materials science to information science to reflect the cross-disciplinary nature of the field. A perspective is presented that offers a paradigm (codesign loop for materials design) to involve iteratively learning from experiments and calculations to develop materials with optimum properties. Such a loop requires the elements of incorporating domain materials knowledge, a database of descriptors (the genes), a surrogate or statistical model developed to predict a given property with uncertainties, performing adaptive experimental design to guide the next experiment or calculation and aspects of high throughput calculations as well as experiments. The book is about manufacturing with the aim to halving the time to discover and design new materials. Accelerating discovery relies on using large databases, computation, and mathematics in the material sciences in a manner similar to the way used to in the Human Genome Initiative. Novel approaches are therefore called to explore the enormous phase space presented by complex materials and processes. To achieve the desired performance gains, a predictive capability is needed to guide experiments and computations in the most fruitful directions by reducing not successful trials. Despite advances in computation and experimental techniques, generating vast arrays of data; without a clear way of linkage to models, the full value of data driven discovery cannot be realized. Hence, along with experimental, theoretical and computational materials science, we need to add a “fourth leg’’ to our toolkit to make the “Materials Genome'' a reality, the science of Materials Informatics.

Materials Science, Testing and Informatics V

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Publisher : Trans Tech Publications Ltd
ISBN 13 : 3038133272
Total Pages : 546 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis Materials Science, Testing and Informatics V by : Péter János Szabó

Download or read book Materials Science, Testing and Informatics V written by Péter János Szabó and published by Trans Tech Publications Ltd. This book was released on 2010-09-13 with total page 546 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection comprises state-of-the-art papers written by scientists and research groups working in fields encompassing metals and alloys, silicates, polymers and composites. The contents appear under the rubrics of: Classical Materials and Technologies – including the topics of Mechanical Engineering, Electrotechnics, Energetics, Ceramics, Polymers. Special Materials and Technologies – including Nanotechnology, Biotechnology and other Specialities. Modern Research and Characterization Methods. Modelling and Materials Informatics. Innovative Products and Technologies – including Industrial Applications, Technologies and Properties.