AI-Powered Innovation in Materials Science
The Role of Language Models in Discovery and Design
AI-Powered Innovation in Materials Science
The Role of Language Models in Discovery and Design
This book offers a groundbreaking exploration of how language models and machine learning are revolutionizing every stage of materials research?from data mining and predictive modeling to autonomous experimentation and AI-driven discovery. Addressing a critical gap at the intersection of artificial intelligence and materials science, this book provides a comprehensive resource that combines foundational theory with practical applications. In addition, it offers timely expertise, actionable insights, interdisciplinary appeal, and accelerated innovation. This book serves as an essential reference for academia and industry, enabling faster, smarter materials development to tackle grand challenges in energy, sustainability, and advanced manufacturing.
Chapter 1: The Revolution of AI for Materials
Chapter 1: The Revolution of AI for Materials
Chapter 2: Fundamentals of Language Models and NLP
Chapter 3: Reinforcement Learning in Materials
Chapter 4: Large Language Models for Materials
Chapter 5: Materials Data Extraction from Literature by NLP and Large Language Models
Chapter 6: Predictive Modeling with Language-Augmented Approaches
Chapter 7: Chapter 7 Conversational Large Language Models for Materials Research
Chapter 8: Materials Agents for Autonomous Research
Chapter 9: Challenges and Future Developments
| ISBN | 9783527356355 |
|---|---|
| Media type | Book |
| Edition number | 1. Auflage |
| Copyright year | 2026 |
| Publisher | Wiley-VCH |
| Language | English |
