Artificial Intelligence in Biomaterials Design and Development: Woodhead Publishing Series in Biomaterials
Editat de Mohsen Khodadadi Yazdi, Payam Zarrintaj, Mohammad Reza Saeb, Masoud Mozafari, Sidi A. Bencherifen Limba Engleză Paperback – 2 iun 2025
- Introduces the reader to core concepts in AI and machine learning in the context of biomaterials, as well as providing practical examples to aid understanding
- Thoroughly reviews the role of AI and machine learning in the synthesis, characterization, and applications of novel biomaterials
- Delivers in-depth coverage of discriminative and generative models for properties prediction and de novo materials design/discovery
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Specificații
ISBN-13: 9780323954648
ISBN-10: 0323954642
Pagini: 500
Dimensiuni: 152 x 229 mm
Editura: ELSEVIER SCIENCE
Seria Woodhead Publishing Series in Biomaterials
ISBN-10: 0323954642
Pagini: 500
Dimensiuni: 152 x 229 mm
Editura: ELSEVIER SCIENCE
Seria Woodhead Publishing Series in Biomaterials
Cuprins
1. Introduction to artificial intelligence, machine learning, and deep learning 2. Useful tools and datasets for materials science and engineering 3. Artificial neural networks 4. From human genome to materials genome 5. Biomaterials properties-prediction based on discriminative models 6. de novo materials design based on generative models 7. AI-assisted synthesis planning and optimization of biomaterials 8. AI-assisted characterization of biomaterials 9. AI-assisted evaluation of biomaterials 10. AI and biomaterials in drug and vaccine development 11. AI and biomaterials in protein engineering 12. AI in biopolymer design/discovery/engineering 13. AI in designing/discovery of other biomaterials 14. AI-assisted biomaterials structures at scales 15. AI-assisted materials/scientific discoveries: Beyond pure machine learning 16. State-of-the-art and future perspectives on ML-assisted biomaterials design/discovery