Name: Materials Informatics. Molecules, Crystals and Beyond
SKU: 65250765
Price: 221.00 USD
Availability: InStock
Author: Krishna Rajan
ISBN: 9780443222566

portada Materials Informatics. Molecules, Crystals and Beyond

Materials Informatics. Molecules, Crystals and Beyond

Formato

Libro Físico

Editorial

Elsevier - Health Sciences Division

Autor

Krishna Rajan

Colección

Acta Materialia Book Series

Año

2025

N° páginas

380

Encuadernación

Tapa Blanda

Dimensiones

22.9x15.2 cm

ISBN13

9780443222566

Materials Informatics. Molecules, Crystals and Beyond

Krishna Rajan (Autor) · Elsevier - Health Sciences Division · Tapa Blanda

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Reseña del libro "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.