Materials Informatics

Name: Materials Informatics
Brand: Elsevier Science
SKU: 9780443222566
Price: 218.48 EUR
Availability: PreOrder

Molecules, Crystals and Beyond

Автор: Krishna Rajan

Език:

Корици: С меки корици

Издател: Elsevier Science

Наличност: Очакван нов продукт

Издание 19. 06. 2026

218.48 € 427.32 лв

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

Информация за книгата

Автор

Krishna Rajan

Език

Английски език

Корици

Книга - С меки корици

Издадена

2025

страници

380

EAN

9780443222566

ISBN

0443222568

Enbook ID

47012402

Издател

Elsevier Science

Теглоt

450

Размери

152 x 229

Пълно описание

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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