Biosignal Processing

Designing third-generation neural networks that use discrete spikes to analyze ECG, PPG, and tactile sensing streams with neuromorphic efficiency.

A deep learning framework that detects mental stress directly from raw, ultra short-term ECG windows.

Applying CNNs and RNNs to ECG, PPG, and multi-sensor streams for real-time healthcare monitoring.