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Curtarolo, Stefano

Materials Informatics: Methods, Tools, and Applications

Curtarolo, Stefano - Materials Informatics: Methods, Tools, and Applications, ebook

138,60€

Ebook, ePUB with Adobe DRM
ISBN: 9783527802272
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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.

Keywords:

materials informatics; materials science; informatics; data mining; machine learning; big data; crystal structures; chemistry; crystallography; chemical data; molecular modeling; physics; bioinformatics; modeling; simulation; computational materials

, Chemical Informatics, Data Mining & Knowledge Discovery, Chemical Informatics, Data Mining & Knowledge Discovery
Editor
 
 
Publisher
John Wiley and Sons, Inc.
Publication year
2019
Language
en
Edition
1
Page amount
304 pages
Category
Technology, Energy, Traffic
Format
Ebook
eISBN (ePUB)
9783527802272
Printed ISBN
9783527341214

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