Blog posts

2026

2025

[tape-out project] quantized BC-ResNet models for keyword spotting and speaker verification

15 minute read

Jul 10, 2025

This post details the design and implementation of a quantized BC-ResNet-based neural network accelerator for keyword spotting (KWS) and speaker verification (SV), culminating in a successful ASIC tape-out using Samsung’s 28 nm LPP process. The project demonstrates a hardware–software co-design approach, achieving low power consumption and high accuracy for edge audio intelligence applications.

2024

2023

[Project] Smart Factory Capstone Design : Rotor Fault Diagnosis Method Based on 1D-CNN LSTM

6 minute read

Nov 16, 2023

This paper presents a fault diagnosis method for rotating machinery using a 1D-CNN LSTM architecture. The proposed model effectively captures temporal and frequency-domain features from vibration data, achieving high diagnostic accuracies for various fault types. The study emphasizes the importance of early fault detection in manufacturing environments to prevent downtime and enhance efficiency.