Krischan Ledwig

Hardware-Native Hyperdimensional Computing for Lower-Limb EMG Classification on a Resource-Constrained GateMate FPGA

The experiments demonstrate single-session on-device HDC model formation and inference, while longitudinal validation, fatigue robustness, electrode-shift robustness, and inter-session adaptation remain future work, indicating that HDC provides an architectural foundation for trainable wearable edge–AI systems with loc...