Research

My research rethinks sensors as active devices that use a cross-layer approach to intelligently collect and process information. 

I have developed 1) Dynamic Sensor Adaptation using real-time uncertainty-based early-warning, and proposed 2) Hardware Aware Edge Computing, an analog-to- feature extraction embedded sensor and event vision-based multi-agent system prediction. Additionally, I have designed 3) Energy-Efficient Computing Hardware through interposer-based SiP integration.