Informatics For Materials Science And Engineering

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Informatics for Materials Science and Engineering: Data-Driven Discovery for Accelerated Experimentation and Application

Author : Krishna Rajan
Publisher : Butterworth-Heinemann
Page : 542 pages
File Size : 53,9 Mb
Release : 2017-11-13
Category : Technology & Engineering
ISBN : 0128101210

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Informatics for Materials Science and Engineering: Data-Driven Discovery for Accelerated Experimentation and Application by Krishna Rajan Pdf

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 "

Informatics for Materials Science and Engineering

Author : Krishna Rajan
Publisher : Butterworth-Heinemann
Page : 542 pages
File Size : 50,8 Mb
Release : 2013-07-10
Category : Technology & Engineering
ISBN : 9780123946140

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Informatics for Materials Science and Engineering by Krishna Rajan Pdf

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

Author : Olexandr Isayev,Alexander Tropsha,Stefano Curtarolo
Publisher : John Wiley & Sons
Page : 304 pages
File Size : 41,6 Mb
Release : 2019-12-04
Category : Technology & Engineering
ISBN : 9783527341214

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Materials Informatics by Olexandr Isayev,Alexander Tropsha,Stefano Curtarolo Pdf

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.

Materials Science and Engineering

Author : Joseph Glick
Publisher : Elsevier Inc. Chapters
Page : 542 pages
File Size : 40,5 Mb
Release : 2013-07-10
Category : Technology & Engineering
ISBN : 9780128059388

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Materials Science and Engineering by Joseph Glick Pdf

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

Author : J. Gyulai
Publisher : Trans Tech Publications Ltd
Page : 520 pages
File Size : 55,6 Mb
Release : 2005-01-15
Category : Technology & Engineering
ISBN : 9783038130000

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Materials Science, Testing and Informatics II by J. Gyulai Pdf

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

Author : Tibor Berecz,Kornél Májlinger,Imre Norbert Orbulov,Péter János Szabó
Publisher : Trans Tech Publications Ltd
Page : 560 pages
File Size : 47,8 Mb
Release : 2012-11-12
Category : Technology & Engineering
ISBN : 9783038139072

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Materials Science, Testing and Informatics VI by Tibor Berecz,Kornél Májlinger,Imre Norbert Orbulov,Péter János Szabó Pdf

Selected, peer reviewed papers from the 8th Hungarian Conference on Materials Science, October 9-11, 2011, Balatonkenese, Hungary

Materials Science, Testing and Informatics III

Author : J. Gyulai,Péter János Szabó
Publisher : Trans Tech Publications Ltd
Page : 750 pages
File Size : 54,5 Mb
Release : 2007-02-15
Category : Technology & Engineering
ISBN : 9783038131076

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Materials Science, Testing and Informatics III by J. Gyulai,Péter János Szabó Pdf

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, Testing and Informatics IV

Author : Péter János Szabó,Tamás Réti,T. Czigány
Publisher : Trans Tech Publications Ltd
Page : 466 pages
File Size : 52,5 Mb
Release : 2008-06-17
Category : Technology & Engineering
ISBN : 9783038131670

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Materials Science, Testing and Informatics IV by Péter János Szabó,Tamás Réti,T. Czigány Pdf

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.

An Introduction to Materials Informatics

Author : Tongyi Zhang
Publisher : Springer
Page : 0 pages
File Size : 51,5 Mb
Release : 2024-02-20
Category : Technology & Engineering
ISBN : 9819979919

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An Introduction to Materials Informatics by Tongyi Zhang Pdf

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 V

Author : Péter János Szabó,Tibor Berecz
Publisher : Trans Tech Publications Ltd
Page : 546 pages
File Size : 51,9 Mb
Release : 2010-09-13
Category : Technology & Engineering
ISBN : 9783038133278

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Materials Science, Testing and Informatics V by Péter János Szabó,Tibor Berecz Pdf

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.

Materials Science, Testing and Informatics VII

Author : Tibor Berecz,Kornél Májlinger,Imre Norbert Orbulov,Péter János Szabó
Publisher : Trans Tech Publications Ltd
Page : 516 pages
File Size : 41,5 Mb
Release : 2015-02-13
Category : Technology & Engineering
ISBN : 9783038267744

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Materials Science, Testing and Informatics VII by Tibor Berecz,Kornél Májlinger,Imre Norbert Orbulov,Péter János Szabó Pdf

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

Combinatorial Methods and Informatics in Materials Science: Volume 894

Author : M. J. Fasolka
Publisher : Unknown
Page : 390 pages
File Size : 43,5 Mb
Release : 2006-05-17
Category : Computers
ISBN : UOM:39015064103875

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Combinatorial Methods and Informatics in Materials Science: Volume 894 by M. J. Fasolka Pdf

Combinatorial and high-throughput experimental approaches and related informatics, modeling and data-mining methods have permitted researchers to accelerate the pace at which new, complex materials and device systems are discovered, optimized and understood. Today, the development and application of these revolutionary approaches continue to grow and diversify. This book offers an international, interdisciplinary perspective for scientists and engineers interested in combinatorial, high-throughput and advanced informatics approaches to materials research. The range of disciplines includes materials science; chemistry; physics; electrical, chemical and mechanical engineering; materials modeling; and data systems engineering. Presentations share successful studies, and illuminate current and emerging challenges in areas including: the design and fabrication of combinatorial libraries for materials and devices; high-throughput characterization methods for such systems; automation of instrumentation and data analysis; advanced modeling and data mining techniques for rapid materials design and properties prediction; and data system design and software for combinatorial workflows.

Hierarchical Materials Informatics

Author : Surya R. Kalidindi
Publisher : Elsevier
Page : 230 pages
File Size : 47,5 Mb
Release : 2015-08-06
Category : Technology & Engineering
ISBN : 9780124104556

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Hierarchical Materials Informatics by Surya R. Kalidindi Pdf

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, Testing and Informatics I

Author : J. Gyulai
Publisher : Trans Tech Publications Ltd
Page : 520 pages
File Size : 48,5 Mb
Release : 2003-01-15
Category : Technology & Engineering
ISBN : 9783035705768

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Materials Science, Testing and Informatics I by J. Gyulai Pdf

This 3rd Conference on Materials Science, Testing and Informatics provided an invaluable forum for discussions on Functional Materials and Technologies for the New Millennium. Volume is indexed by Thomson Reuters CPCI-S (WoS).

Materials Science and Engineering

Author : Krishna Rajan
Publisher : Elsevier Inc. Chapters
Page : 542 pages
File Size : 41,6 Mb
Release : 2013-07-10
Category : Technology & Engineering
ISBN : 9780128059456

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Materials Science and Engineering by Krishna Rajan Pdf

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.