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Materials Informatics

2019-12-04 Technology & Engineering
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Release : 2019-12-04
Genre : Technology & Engineering
Kind : eBook
Book Rating : 218/5 ( reviews)

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Book Synopsis Materials Informatics by : Olexandr Isayev

Download or read book Materials Informatics written by Olexandr Isayev. This book was released on 2019-12-04. 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

2015-08-06 Technology & Engineering
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Release : 2015-08-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : 55X/5 ( reviews)

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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. This book was released on 2015-08-06. 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)

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

2017-11-13 Technology & Engineering
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Release : 2017-11-13
Genre : Technology & Engineering
Kind : eBook
Book Rating : 216/5 ( reviews)

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

Download or read book Informatics for Materials Science and Engineering: Data-Driven Discovery for Accelerated Experimentation and Application written by Krishna Rajan. This book was released on 2017-11-13. 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 and Catalysts Informatics

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Kind : eBook
Book Rating : 178/5 ( reviews)

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Book Synopsis Materials Informatics and Catalysts Informatics by : Keisuke Takahashi

Download or read book Materials Informatics and Catalysts Informatics written by Keisuke Takahashi. This book was released on . Available in PDF, EPUB and Kindle. Book excerpt:

Nanoinformatics

2018-01-15 Technology & Engineering
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Release : 2018-01-15
Genre : Technology & Engineering
Kind : eBook
Book Rating : 170/5 ( reviews)

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Book Synopsis Nanoinformatics by : Isao Tanaka

Download or read book Nanoinformatics written by Isao Tanaka. This book was released on 2018-01-15. Available in PDF, EPUB and Kindle. Book excerpt: This open access book brings out the state of the art on how informatics-based tools are used and expected to be used in nanomaterials research. There has been great progress in the area in which “big-data” generated by experiments or computations are fully utilized to accelerate discovery of new materials, key factors, and design rules. Data-intensive approaches play indispensable roles in advanced materials characterization. "Materials informatics" is the central paradigm in the new trend. "Nanoinformatics" is its essential subset, which focuses on nanostructures of materials such as surfaces, interfaces, dopants, and point defects, playing a critical role in determining materials properties. There have been significant advances in experimental and computational techniques to characterize individual atoms in nanostructures and to gain quantitative information. The collaboration of researchers in materials science and information science is growing actively and is creating a new trend in materials science and engineering.

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