Jia-Hao Tian

Neuromorphic Cardiac Sensing: A Bio-Inspired Spiking Neural Network with Sensory-Adaptive Encoding for Energy-Efficient Arrhythmia Detection from ECG and PPG Signals

By grounding architecture in the economy of biological sensing, this work offers a route to sustainable, always-on cardiac monitoring and shows that each biological principle contributes a measurable and interpretable accuracy-versus-energy benefit, and the network degrades gracefully under additive noise and motion ar...