RESEARCH 

Research Interests

• Hardware Optimization of Deep Neural Network (DNN) accelerators

• ASIC & SoC : Design and implementation

• Digital circuits for AI

• MAC Design, optimization and implementation for DNNs

Publications

1. Trivedi, Vasundhara, Khushbu Lalwani, Gopal Raut, Avikshit Khomane, Neha Ashar, and Santosh Kumar Vishvakarma. "Hybrid ADDer: A Viable Solution for Efficient Design of MAC in DNNs." Circuits, Systems, and Signal Processing (2023): 1-19.[PDF]

2. Trivedi, Vasundhara and Santosh Kumar Vishvakarma."Design of Operand-rounding based Approximate Multiplier for Error-resilient Applications ." VDAT 2025 (Accepted)

3. Upadhyay, Raksha, Shubham Singh, Vasundhara Trivedi, and Ankit Soni. "Randomness test for wireless physical layer key generation." In 2018 International Conference on Advanced Computation and Telecommunication (ICACAT), pp. 1-6. IEEE, 2018.[PDF]

4. Ashar, Neha, Gopal Raut, Vasundhara Trivedi, Santosh Kumar Vishvakarma, and Akash Kumar. "QuantMAC: Enhancing Hardware Performance in DNNs With Quantize Enabled Multiply-Accumulate Unit." IEEE Access 12 (2024): 43600-43614. [PDF]