Machine Learning Augmented SPICE Models for Efficient Circuit Design (Co-PI)

• Funding Agency: Semiconductor Research Corporation (SRC), USA
  
• Period: Dec. 2022 – Dec. 2025
  
• Budget Sanctioned: ₹34,80,000
  

Fast Machine Learning-Based Parametric SPICE Macromodel Extraction for FinFET Device-to-System Level Optimization (PI)

• Funding Agency: Qualcomm, India
  
• Period: Aug. 2021 – July 2022
  
• Budget Sanctioned: ₹10,08,464
  

A Polymorphic Polynomial Chaos Approach towards Stochastic Design Optimization of Integrated Circuits in the Presence of Epistemic and Aleatory Variables (PI)

• Funding Agency: SERB, Department of Science and Technology, India
  
• Program: Startup Research Grant (SRG)
  
• Period: Dec. 2019 – Dec. 2021
  
• Budget Sanctioned: ₹20,22,370