Low-Voltage Arc Detection and Sensor Placement
This project implemented arc classification algorithm, and optimal arc sensor placement algorithm in a grid.
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projects
Online Trainable Near-Field Communication (NFC) Reader
This project demonstrated ML-based digital data demodulation.
Accuracy and Resources Trade-off in Machine Learning Algorithms
This short-term project implemented approximation ML techniques for resource-constrained scenarios.
CLEAR: Counting and Location Estimate using Ambient Radio signals
This project implements novel high-resolution Radio-Frequency (RF) imaging in indoor environment to monitor untagged people or objects.
Noninvasive Cardiorespiratory Monitoring using Wearable RF Near-Field Coherent Sensing
This project implements a novel wearable RF sensor to monitor various respiratory patterns including sleep apnea with high signal to noise ratio.
Wearables + AI + Autoimmune Disease
Rheumatoid arthritis (RA) flares are unpredictable and often detected only after symptom escalation, delaying treatment adjustments and increasing the risk of joint damage. There is a critical need for continuous, objective monitoring tools that can identify early physiologic signals of disease worsening.
AI in Pediatrics
Developing AI methods tailored to neonatal and pediatric populations using imaging and clinical data.