AI-Driven Polymer Design
Structure, Properties, and Applications
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Beschreibung
This book highlights how artificial intelligence (AI) is transforming the design, analysis, and application of polymers in modern science and industry. AI technologies, including machine learning (ML) and deep learning, have revolutionized the discovery, prediction, and optimization of polymers, enabling the rapid development of materials with specific properties suited for various applications such as healthcare, energy, and electronics. It covers the role of AI in understanding the relationship between the molecular structure of polymers and their physical, chemical, and mechanical properties. By integrating advanced AI models, the book demonstrates how new polymeric materials can be designed more efficiently, with tailored properties for targeted applications. It offers both theoretical and practical insights into AI algorithms, predictive modeling, polymer property analysis, and case studies.
This book highlights how artificial intelligence (AI) is transforming the design, analysis, and application of polymers in modern science and industry. AI technologies, including machine learning (ML) and deep learning, have revolutionized the discovery, prediction, and optimization of polymers, enabling the rapid development of materials with specific properties suited for various applications such as healthcare, energy, and electronics. It covers the role of AI in understanding the relationship between the molecular structure of polymers and their physical, chemical, and mechanical properties. By integrating advanced AI models, the book demonstrates how new polymeric materials can be designed more efficiently, with tailored properties for targeted applications. It offers both theoretical and practical insights into AI algorithms, predictive modeling, polymer property analysis, and case studies.
Highlights AI-driven polymer design, from molecular structure prediction to property optimization Includes real-world applications of AI-optimized polymers in biomedical engineering, aerospace, and electronics Discusses the challenges, opportunities, and future prospects for AI in polymer research and development
Autor*in
Bhasha Sharma
Themen in »AI-Driven Polymer Design«
Molecular structure prediction Structure-Property relationships Polymer property prediction Polymer Structure Machine Learning (ML) AI-Designed Polymers