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Artificial Intelligence in Biomaterials Design and Development

Specificaties
Paperback, blz. | Engels
Elsevier Science | e druk, 2025
ISBN13: 9780323954648
Rubricering
Elsevier Science e druk, 2025 9780323954648
€ 264,99
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Samenvatting

Artificial Intelligence in Biomaterials Design and Development delves into the transformative role of artificial intelligence, particularly machine learning, in creating new biomaterials. Traditional challenges in this field, such as chemical waste, spatial constraints, and inadequate tools, have hindered the swift design and synthesis of versatile biomaterials. Machine learning methods address these barriers by enhancing discovery and development processes, reducing time, costs, and wastage. Generative models now enable the creation of novel molecular structures with desired properties, making inverse materials design a reality. This book is essential for those in materials science, machine learning, and biomedical engineering.

Additionally, this comprehensive resource explores the application of AI in various aspects of biomaterials science, from computational engineering to data science. The book provides insights into how novel machine learning models can expedite materials discovery and improve accuracy. It is an invaluable guide for academics and industry professionals alike, seeking to leverage AI for innovative biomaterials research and development.

Specificaties

ISBN13:9780323954648
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

<p>1. Introduction to artificial intelligence, machine learning, and deep learning<br>2. Useful tools and datasets for materials science and engineering<br>3. Artificial neural networks<br>4. From human genome to materials genome<br>5. Biomaterials properties-prediction based on discriminative models<br>6. de novo materials design based on generative models<br>7. AI-assisted synthesis planning and optimization of biomaterials<br>8. AI-assisted characterization of biomaterials<br>9. AI-assisted evaluation of biomaterials<br>10. AI and biomaterials in drug and vaccine development<br>11. AI and biomaterials in protein engineering<br>12. AI in biopolymer design/discovery/engineering<br>13. AI in designing/discovery of other biomaterials<br>14. AI-assisted biomaterials structures at scales<br>15. AI-assisted materials/scientific discoveries: Beyond pure machine learning<br>16. State-of-the-art and future perspectives on ML-assisted biomaterials design/discovery</p>
€ 264,99
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        Artificial Intelligence in Biomaterials Design and Development