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Tosson, Amir: The way to a smarter community: exploring and exploiting data modeling, big data analytics, high-performance computing and artificial intelligence techniques [...]. 2020
Inhalt
Abstract
Zusammenfassung
List of publications
Contents
List of Figures
List of Tables
List of Abbreviations
Chapter 1 - Introduction
1.1 Crystallography community
1.2 FAIR data concept
1.3 The vision
1.4 Structure
Chapter 2 - X-ray Diffraction theoretical framework and empirical concerns
2.1 X-rays sources
2.2 Detector technology
2.3 Energy-Dispersive Laue Diffraction (EDLD)
Chapter 3 - Big Data Fundamentals
3.1 5V’s theory
3.2 Data disciplinary
3.3 Data Clouding
3.4 Data warehousing and In-Memory databases
3.5 Application of Big Data for the X-ray crystallography community
3.6 System analysis and conclusion
Chapter 4 - High performance computing and parallel programming
4.1 Introduction
4.2 Central Processing Unit (CPU) Vs Graphics Processing Unit (GPU)
4.3 Sequential Vs Parallel programming
4.4 Keys to success
4.5 Application of HPC in EDLD
4.6 Results and discussion
Chapter 5 - Artificial Intelligence (AI)
5.1 Introduction
5.2 Machine Learning (ML)
5.3 Deep Learning (DL)
Chapter 6 - Application of EDLD in material texture analysis
6.1 Introduction
6.2 Crystallography behind the scene
6.3 EDLD for texture analysis
6.4 Technical description of the tool
6.5 Conclusion
Chapter 7 - Summary and conclusion
Appendix A - Design patterns in softwareengineering
Appendix B - Codes
Appendix C - Calculations
Bibliography
Acknowledgements