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Materials Informatics

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Produktnummer: 183adac6fbb77545bfac2d0a3e58d2cc50
Themengebiete: Chemical Informatics Chemie Cheminformatik Chemistry Computer Science Crystallography Data Mining & Knowledge Discovery Data Mining u. Knowledge Discovery Informatik Kristallographie
Veröffentlichungsdatum: 09.10.2019
EAN: 9783527341214
Auflage: 1
Sprache: Englisch
Seitenzahl: 304
Produktart: Gebunden
Herausgeber: Curtarolo, Stefano Isayev, Olexandr Tropsha, Alexander
Verlag: Wiley-VCH
Untertitel: Methods, Tools, and Applications
Produktinformationen "Materials Informatics"
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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