VLSI and Hardware Implementations using Modern Machine Learning Methods

5 Application-Driven Fault Identification in NoC Designs

Ankur Gogoi and Bibhas Ghoshal

Department of IT, IIIT Allahabad, Allahabad, Uttar Pradesh, India

1. CONTENTS
2. 5.1 Introduction
3. 5.2 Related Work
4. 5.3 Identification of Vulnerable Routers
5. 5.3.1 Proposed Mathematical Model for Router Reliability
6. 5.3.2 Determination of the Vulnerable Routers Using Simulation
7. 5.3.3 Look-up-Table (LuT) Generation from Experimental Data
8. 5.4 The Proposed Methodology for the Identification of Vulnerable Routers
9. 5.4.1 Classification of Application Traffic Using Machine Learning
10. 5.4.1.1 Dataset Generation
11. 5.4.1.2 Feature Vector Extraction
12. 5.4.1.3 Training of the ML Model
13. 5.4.1.4 Working of the Trained Model
14. 5.4.2 Validation of the ML Model for Traffic Classification ...