TrueMotion - High-Density EMG Assistive Device using Machine Learning

– Developing a non-invasive assistive system that decodes fine muscle intent using high-density EMG arrays and neural-network architectures. – Implemented a CNN–LSTM pipeline for temporal feature extraction and low-latency classification of EMG activation patterns. – Created electrode interface hardware and full signal-chain schematics (KiCad), with custom structural designs in Fusion360. – Performed cost and market modeling, projecting a 200-unit break-even and demonstrating scalable