Duy-Anh Nguyen

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

A Hardware–Software Co-Design Framework that enables deployment of a Spiking ResNet-18 for automated crack detection on a Xilinx KV260 edge FPGA, and develops Channel Folding, a novel High-Level Synthesis (HLS) architecture reducing intermediate buffers by 4 × .