AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials
eBook - PDF

AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials

  1. 459 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials

About this book

AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials

A cohesive and insightful compilation of resources explaining the latest discoveries and methods in the field of nanoporous materials

In Artificial Intelligence for Zeolites and Nanoporous Materials: Design, Synthesis and Properties Prediction a team of distinguished researchers delivers a robust compilation of the latest knowledge and most recent developments in computational chemistry, synthetic chemistry, and artificial intelligence as it applies to zeolites, porous molecular materials, covalent organic frameworks and metal-organic frameworks. The book presents a common language that unifies these fields of research and advances the discovery of new nanoporous materials.

The editors have included resources that describe strategies to synthesize new nanoporous materials, construct databases of materials, structure directing agents, and synthesis conditions, and explain computational methods to generate new materials. They also offer material that discusses AI and machine learning algorithms, as well as other, similar approaches to the field.

Readers will also find a comprehensive approach to artificial intelligence applied to and written in the language of materials chemistry, guiding the reader through the fundamental questions on how far computer algorithms and numerical representations can drive our search of new nanoporous materials for specific applications.

Designed for academic researchers and industry professionals with an interest in synthetic nanoporous materials chemistry, Artificial Intelligence for Zeolites and Nanoporous Materials: Design, Synthesis and Properties Prediction will also earn a place in the libraries of professionals working in large energy, chemical, and biochemical companies with responsibilities related to the design of new nanoporous materials.

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Information

Publisher
Wiley
Year
2023
Print ISBN
9781119819752
eBook ISBN
9781119819769

Table of contents

  1. AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials
  2. Contents
  3. List of Contributors
  4. Preface
  5. About the Cover
  6. Acknowledgments
  7. 1 The Confluence of Organo-Cations, Inorganic Species, and Molecular Modeling on the Discovery of New Zeolite Structures and Compositions
  8. 2 De Novo Design of Organic Structure Directing Agents for the Synthesis of Zeolites
  9. 3 Machine Learning Search for Suitable Structure Directing Agents for the Synthesis of Beta (BEA) Zeolite Using Molecular Topology and Monte Carlo Techniques
  10. 4 Generating, Managing, and Mining Big Data in Zeolite Simulations
  11. 5 Co-templating in the Designed Synthesis of Small-pore Zeolite Catalysts
  12. 6 Computer Generation of Hypothetical Zeolites
  13. 7 Numerical Representations of Chemical Data for Structure-Based Machine Learning
  14. 8 Extracting Metal-Organic Frameworks Data from the Cambridge Structural Database
  15. 9 Data-Driven Approach for Rational Synthesis of Zeolites and Other Nanoporous Materials
  16. 10 Porous Molecular Materials: Exploring Structure and Property Space with Software and Artificial Intelligence
  17. 11 Machine Learning-Aided Discovery of Nanoporous Materials for Energy- and Environmental-Related Applications
  18. 12 Big Data Science in Nanoporous Materials
  19. 13 Efficient Data Utilization in Training Machine Learning Models for Nanoporous Materials Screening
  20. 14 Machine Learning and Digital Manufacturing Approaches for Solid-State Materials Development
  21. 15 Overview of AI in the Understanding and Design of Nanoporous Materials
  22. Index
  23. EULA

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Yes, you can access AI-Guided Design and Property Prediction for Zeolites and Nanoporous Materials by German Sastre,Frits Daeyaert in PDF and/or ePUB format, as well as other popular books in Ciencias fĂ­sicas & QuĂ­mica fĂ­sica y teĂłrica. We have over 1.5 million books available in our catalogue for you to explore.