Materials Informatics

Name: Materials Informatics
Brand: Elsevier Science
SKU: 9780443222566
Price: 1085.19 RON
Availability: PreOrder

Molecules, Crystals and Beyond

Autor: Krishna Rajan

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Legare: Carte broșată

Editura: Elsevier Science

Disponibilitate: Nou în așteptare

Ediția 26. 06. 2026

1 085.19 lei

Materials Informatics: Molecules, Crystals and Beyond discusses the role of information science in a...

Informații despre carte

Autor

Krishna Rajan

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2025

Pagini

380

EAN

9780443222566

ISBN

0443222568

Enbook ID

47012402

Editura

Elsevier Science

Greutate

450

Dimensiuni

152 x 229

Descriere completă

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 begins with an overview of some of the 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, and a brief overview of the algorithmic tools used for unsupervised and supervised learning. Building on this introduction, the following chapters 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. The book provides a valuable reference for academic and industrial researchers, as well as graduate students interested in the role of informatics as an integral part of materials science and engineering.

Explores the intersection of machine intelligence and robotics in experimental and computationally driven materials discovery and design
Highlights the experimental advances in materials synthesis, processing and characterization to generate data that enable the harnessing of informatics methods
Discusses the next generation of materials databases, built based on the paradigm of ‘FAIR’ principles (Findability, Accessibility, Interoperability, and Reusability)

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Materials Informatics

Molecules, Crystals and Beyond

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