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Materials Informatics: Methods, Tools, and Applications

Materials Informatics: Methods, Tools, and Applications

Hardcover

Technology & EngineeringChemistry

ISBN10: 3527341218
ISBN13: 9783527341214
Publisher: Wiley-Vch
Published: Dec 11 2019
Pages: 304
Weight: 1.63
Height: 0.70 Width: 6.90 Depth: 9.80
Language: English
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.

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