IIC Journal of Innovation 19th Edition The Role of Artificial Intelligence in Industry | Page 57

DDoS Attack Identification
CONTENTS
1 Overview ........................................................................................................................ 54
1.1
Introduction ...................................................................................................................... 54
1.2
Structure ........................................................................................................................... 55
1.3
Terms and Definitions ........................................................................................................ 55
2 Motivation ...................................................................................................................... 56 2.1 Motivation for the Use of Radio , Machine Learning and Blockchain Technologies ............... 57
3 Distributed DDoS Attack Detection .................................................................................. 58
3.1
Radio DDoS Detection ........................................................................................................ 58
3.2
Ensemble-Based Approach ................................................................................................. 59
3.3
Self-Supervised Learning-Based Approach .......................................................................... 60
3.4
Analysis and Results .......................................................................................................... 62
3.5
Core DDOS Detection Using Blockchain .............................................................................. 63
4 DDoS Countermeasures ................................................................................................... 66
4.1
DDOs Location Fingerprinting ............................................................................................ 66
4.2
Covert Radio Countermeasures for DDoS ........................................................................... 67
5 Summary and Next Steps ................................................................................................ 71 6 Acknowledgements ......................................................................................................... 72
52 March 2022