Duy-Anh Nguyen

Resource-Aware Co-Design of Spiking Neural Networks for Intelligent Structural Health Monitoring on Edge FPGAs

: Deploying deep Spiking Neural Networks (SNNs) on resource-constrained Field-Programmable Gate Arrays (FPGAs) for Structural Health Monitoring (SHM) is hindered by the persistent storage of neuronal membrane potentials across timesteps, creating a substantial on-chip memory requirement that standard Convolutional Neur...