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Artificial Intelligence for Computational Fluid Dynamics

Paperback Engels 2026 9780443291180
€ 292,59
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Samenvatting

Artificial Intelligence for Computational Fluid Dynamics offers a groundbreaking exploration of how high-performance computing and artificial intelligence (AI) revolutionize computational fluid dynamics (CFD). Designed for students and researchers alike, this book consolidates information on machine learning, deep learning, and neural networking, demonstrating their transformative potential in CFD. With an emphasis on both the current state of the field and future possibilities, the text serves as a vital resource for anyone looking to understand and leverage AI in fluid dynamics. This work not only educates but also inspires innovation within a rapidly evolving scientific landscape.

The book delves into future research directions, aligning with the newly amended CFD vision for 2030, and underscores the importance of continued development. It introduces scientific tools and software integral to AI-driven CFD applications, ensuring that readers gain practical knowledge alongside theoretical insights. Authored by renowned experts with extensive teaching and research experience, this work stands at the intersection of cutting-edge technology and academic rigor, making it an indispensable reference for anyone in the field.

Specificaties

ISBN13:9780443291180
Taal:Engels
Bindwijze:Paperback

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Inhoudsopgave

1. Artificial Intelligence and Computational Fluid Dynamics: Background<br>2. Introduction to artificial intelligence and subsets<br>3. Artificial intelligence based computational fluid dynamics approaches<br>4. Enhanced reduced order modeling and accelerated direct numerical simulation<br>5. Machine learning/ Deep Learning architectures and Computational Fluid Dynamics<br>6. Turbulence Closure Modeling using Deep Learning<br>7. DNNs – CNNs/RNNs/PINNs/cPINNs/xPINNs<br>8. ANN as popular AI tool for CFD<br>9. Support Vector Machine (SVM) an important Supervised Learning Category<br>10. Current AI algorithms in CFD and implementation<br>11. AI for accelerated CFD and fluid flow optimization<br>12. Dynamic Model Decomposition of complex Fluid Flow Analysis using Machine Learning<br>13. Machine learning based optimal mesh generation and optimization<br>14. Machine learning based New sparse algorithms<br>15. Commercial and open source models/codes used in industry for AI and CFD<br>16. Modern tools, languages and systems available for implementing AI algorithms.<br>17. Aerodynamic Modeling in CFD using AI<br>18. Application of AI for Turbulence Modeling<br>19. Application of AI in CFD for Boundary layer and Multiphase Flows<br>20. AI in Heat and Mass Transfer using CFD<br>21. AI for CFD in materials industry and other applications<br>22. Operating challenges for AI in CFD and the available solutions<br>23. AI, CFD and CFD Vision 2030<br>​​​23. Conclusion Remarks

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€ 292,59
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        Artificial Intelligence for Computational Fluid Dynamics