Research

· EdgeAI: Enabling near real-time content-aware edge computing

· Design Space Exploration of Heterogeneous MPSoCs

· Neuromorphic Computing Architectures

· IoT/Wearable devices Powered with Energy Harvesting Systems

· SW/HW Checkpointing

· Emerging Non-volatile Memory Technologies

· Enabling near real-time content-aware edge computing

With the advances in the MPSoC design, there has been an increasing trend to run ML workloads at the edge entirely. However, efficient mapping of a network of DNN models onto an MPSoC poses several challenges considering scene complexity, hardware heterogeneity, system state (e.g., thermal, energy, utilization) and resource contention

· Energy Harvesting Powered IoT Platform

o PCB Design via Altium Designer

o Power Optimization by Real-Time Task Scheduling, Hybrid Energy Storage, Tuning Converter

o Exploring Different Checkpointing Algorithm in FRAM (with different R/W cost)

· FPGA for IoTs Contest at DAC 2017

o Assisted Living Application, Fall Detection

· In-Memory Logic Design

o Implementing Binary Wavelet Transform in Domain Wall Memories

o Main Goal Was Considering the Possibility of Different Compression Algorithm Implementation in Domain Wall Memories

· Neuromorphic Computing

o Simulating the Eyeriss CNN architecture in ZSIM simulator