AI-Powered Innovation in Materials Science: The Role of Language Models in Discovery and Design

Accelerate materials innovation using language models and machine learning methods Language models and machine learning are transforming how researchers discover, design, and optimize advanced materials.AI-Powered Innovation in Materials Science: The Role of Language Models in Discovery and Design provides a systematic exploration of these methods, from data mining and predictive modeling to autonomous experimentation.Written by award-winning researchers from the University of Science and Technology Beijing, this reference connects foundational AI theory with practical implementations.The book covers the evolution of language models in materials science, demonstrating methodologies through real-world case studies in energy, sustainability, and advanced manufacturing applications.Readers gain actionable insights into predicting material properties before experimental validation, optimizing synthesis pathways, and uncovering hidden correlations in materials data.The authors critically an