Machine Learning for Advanced Functional Materials

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  • Machine Learning for Advanced Functional Materials Book Detail

  • Author : Nirav Joshi
  • Release Date : 2023-05-22
  • Publisher : Springer Nature
  • Genre : Science
  • Pages : 306
  • ISBN 13 : 9819903939
  • File Size : 62,62 MB

Machine Learning for Advanced Functional Materials by Nirav Joshi PDF Summary

Book Description: This book presents recent advancements of machine learning methods and their applications in material science and nanotechnologies. It provides an introduction to the field and for those who wish to explore machine learning in modeling as well as conduct data analyses of material characteristics. The book discusses ways to enhance the material’s electrical and mechanical properties based on available regression methods for supervised learning and optimization of material attributes. In summary, the growing interest among academics and professionals in the field of machine learning methods in functional nanomaterials such as sensors, solar cells, and photocatalysis is the driving force for behind this book. This is a comprehensive scientific reference book on machine learning for advanced functional materials and provides an in-depth examination of recent achievements in material science by focusing on topical issues using machine learning methods.

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The self-learning ability of machine learning algorithms makes the investigations more accurate and accommodates all the complex requirements. Development in ne