Name: Materials Informatics. Molecules, Crystals and Beyond
SKU: 65250765
Price: 6985.00 TWD
Availability: InStock
Author: Krishna Rajan
ISBN: 9780443222566

portada Materials Informatics. Molecules, Crystals and Beyond

Materials Informatics. Molecules, Crystals and Beyond

Type

Physical Book

Publisher

Elsevier - Health Sciences Division

Author

Krishna Rajan

Collection

Acta Materialia Book Series

Year

2025

Pages

380

Format

Paperback

Dimensions

22.9x15.2 cm

ISBN13

9780443222566

Materials Informatics. Molecules, Crystals and Beyond

Krishna Rajan (Author) · Elsevier - Health Sciences Division · Paperback

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Synopsis "Materials Informatics. Molecules, Crystals and Beyond"

Materials Informatics: Molecules, Crystals and Beyond discusses the role of information science in aiding the discovery and interpretation of multiscale relationships that are critical for materials discovery, design, and optimization. The book covers key challenges in applying information science methods to materials science, including the multidimensional nature of structure-property relationships, data sparsity, and the nature and sources of uncertainty, along with a brief overview of the algorithmic tools used for unsupervised and supervised learning. Building on these topics, chapters then cover the development of physics/chemistry informed data representations of structure and properties, the application of machine learning for structure and property prediction and screening for targeted properties, and the utilization of techniques such a graphics recognition, natural language processing, and statistically driven visualization tools in deciphering processing-structure-property-performance relationships in materials.