E-Book, Englisch, Band 308, 368 Seiten, eBook
Reihe: International Series in Operations Research & Management Science
E-Book, Englisch, Band 308, 368 Seiten, eBook
Reihe: International Series in Operations Research & Management Science
ISBN: 978-3-030-72822-9
Verlag: Springer International Publishing
Format: PDF
Kopierschutz: Wasserzeichen (»Systemvoraussetzungen)
This book provides in-depth discussions of how data science and operations research methods can help and improve nano image analysis, automating the otherwise manual and time-consuming operations for material engineering and enhancing decision making for nano material exploration. A broad set of data science methods are covered, including the representations of images, shape analysis, image pattern analysis, and analysis of streaming images, change points detection, graphical methods, and real-time dynamic modeling and object tracking. The data science methods are described in the context of nano image applications, with specific material science case studies.
Zielgruppe
Research
Autoren/Hrsg.
Weitere Infos & Material
Chapter 1. Introduction.- Chapter 2. Image Representation.- Chapter 3. Segmentation.- Chapter 4. Shape Analysis.- Chapter 5. Location and Dispersion Analysis.- Chapter 6. Lattice Pattern Analysis.- Chapter 7. Change Point Detection.- Chapter 8. State Space Modeling for Size Changes.- Chapter 9. Shape Change Tracking.- Chapter 10. Tracking Nucleation, Growth and Aggregation.- Chapter 11. Further Issues and Discussions.