VLSI and Hardware Implementations using Modern Machine Learning Methods

9 Machine Learning Algorithms for Semiconductor Device Modeling

Yogendra Gupta¹, Niketa Sharma¹, Ashish Sharma², and Harish Sharma³

¹Swami Keshwanand Institute of Technology Jaipur, Jaipur, Rajasthan, India

²Indian Institute of Information Technology Kota, Kota, Rajasthan, India

³Rajasthan Technical University Kota, Kota, Rajasthan, India

1. CONTENTS
2. 9.1 Introduction
3. 9.2 Semiconductor Device Modeling
4. 9.3 Related Work
5. 9.4 Challenges
6. 9.5 Machine Learning Fundamentals
7. 9.5.1 Supervised Machine Learning Algorithms
8. 9.5.2 Unsupervised Machine Learning Algorithms
9. 9.5.3 Deep Learning Algorithms
10. 9.6 Case Study: Thermal Modeling of the GaN HEMT Device
11. 9.6.1 Experimental Setup
12. 9.6.2 Results
13. 9.7 Conclusion
14. Acknowledgments
15. References

DOI: 10.1201/9781003201038-9 ...