ItemBook Chapter

Artificial Intelligence and Machine Learning in Advanced Materials Science: A New Era of Innovation

Title
Artificial Intelligence and Machine Learning in Advanced Materials Science: A New Era of Innovation
Creator
Jain, Rituraj; Singh, Sitesh Kumar; Upreti, Kamal; Bekuma, Yohannes
Description
The increase of artificial intelligence (AI) and machine learning (ML) in the discovery, design, and optimization of new materials is causing a rapid acceleration of the field of materials science. This chapter addresses the principles for how artificial intelligence and machine learning can enable the predictive modeling, high-throughput screening, and smartproduction ofpolymers, alloys, ceramics, and nanomaterials. Emphasized are some of the techniques, such as hybrid approaches to artificial intelligence and physics, generative models, and reinforcement learning. Some important problems in the chapter are spoken about: lack of standards, incoherence of data, and unfeasibility of explaining the models. Along with that, this also attempts to investigate how the advantages of upcoming malware such as quantum computing, edge synthetic intelligence, and open information facilities can reinforce the research and innovation in the forthcoming age of materials. 2026 by IGI Global Scientific Publishing. All rights reserved.
Source
Engineering Solutions for Modern Challenges in Advanced Materials Science;pp.1-34
Date
01-01-2026
Publisher
IGI Global
Coverage
Jain R., Department of Information Technology, Marwadi University, Rajkot, Gujarat, India; Singh S.K., National University of Science and Technology, Oman; Upreti K., Department of Computer Science, CHRIST (Deemed to be University), Ghaziabad, India; Bekuma Y., Wollega University, Ethiopia
Rights
Restricted Access; Hardcopy may be available in the library
Relation
ISBN: 979-833733558-2; 979-833733556-8;
Format
online
Language
English
Type
Book chapter

Citation

Jain, Rituraj; Singh, Sitesh Kumar; Upreti, Kamal; Bekuma, Yohannes, “Artificial Intelligence and Machine Learning in Advanced Materials Science: A New Era of Innovation,” CHRIST (Deemed To Be University) Institutional Repository, accessed June 18, 2026, https://archives.christuniversity.in/items/show/24750.

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