Machine Learning in 2D Materials Science

Name: Machine Learning in 2D Materials Science
Brand: CRC Press
SKU: 9780367678210
Price: 6891.0 INR
Availability: InStock

by Parvathi Chundi , Venkataramana Gadhamshetty , Bharat K. Jasthi

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ISBN13: 9780367678210
Binding: Paperback
Subject: N/A
Publisher: CRC Press
Publisher Imprint: CRC Press
Publication Date: September 28, 2025
Pages: 238
Original Price: USD 66.99
Language: English
Edition: 1
Item Weight: 354 grams
BISAC Subject(s): Materials Science / General

About The Book

Data science and machine learning (ML) methods are increasingly being used to transform the way research is being conducted in materials science to enable new discoveries and design new materials. For any materials science researcher or student, it may be daunting to figure out if ML techniques are useful for them or, if so, which ones are applicable in their individual contexts, and how to study the effectiveness of these methods systematically.

KEY FEATURES

Provides broad coverage of data science and ML fundamentals to materials science researchers so that they can confidently leverage these techniques in their research projects
Offers introductory material in topics such as ML, data integration, and 2D materials
Provides in-depth coverage of current ML methods for validating 2D materials using both experimental and simulation data, researching and discovering new 2D materials, and enhancing ML methods with physical properties of materials
Discusses customized ML methods for 2D materials data and applications and high-throughput data acquisition
Describes several case studies illustrating how ML approaches are currently leading innovations in the discovery, development, manufacturing, and deployment of 2D materials needed for strengthening industrial products
Gives future trends in ML for 2D materials, explainable AI, and dealing with extremely large and small, diverse datasets

Aimed at materials science researchers, this book allows readers to quickly, yet thoroughly, learn the ML and AI concepts needed to ascertain the applicability of ML methods in their research.

About The Author

Parvathi Chundi, PhD is Professor of Computer Science, University of Nebraska-Omaha. Prior to Omaha, Dr. Chundi was with Agilent Technologies and HP Labs, both in Palo Alto, CA.

Venkataramana Gadhamshetty, PhD, PE is Professor of Environmental Engineering in Department of Civil and Environmental Engineering, South Dakota School of Mines and Technology. He is a cofounder of 2D materials for Biofilm Science Engineering and Technology (2DBEST) center and 2D materials laboratory (2DML) at SDSM&T.

Bharat K. Jasthi, PhD is Associate Professor, Department of Materials and Metallurgical Engineering, South Dakota School of Mines and Technology. Dr. Jasthi has research expertise in the areas of microstructural modification, structure property correlation, new alloy development, powder metallurgy, additive manufacturing, and development of engineered surface thin films and coatings for a wide range of applications.

Carol Lushbough, MA is an Emeritus Professor of Computer Science, University of South Dakota.

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