Umfang 306 seiten
Materials Informatics
Über das Buch
Provides everything readers need to know for applying the power of informatics to materials science <br> <br> 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. <br> <br> 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. <br> <br> -Bridges the gap between materials science and informatics <br> -Covers all the known methodologies and applications of materials informatics <br> -Presents case studies that illustrate the power of materials informatics in guiding the experimental quest for new materials <br> -Examines the state-of-the-art software and tools being used today <br> <br> Materials Informatics: Methods, Tools and Applications is a must-have resource for materials scientists, chemists, and engineers interested in the methods of materials informatics. <br>