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catgan-bearing-faults icon catgan-bearing-faults

Implementation of categorical generative adversarial networks for unsupervised bearing fault diagnostics

dagcn icon dagcn

This code is about the implementation of Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Conditions.

gnn_fd icon gnn_fd

Graph Neural network for Fault Diagnosis

vibration-based-fault-diagnosis-with-low-delay icon vibration-based-fault-diagnosis-with-low-delay

Python codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay, IEEE Trans. on Instrumentation and Measurement, Aug. 2022. Techniques used: Wavelet Packet Transform (WPT) & Fast Fourier Transform (FFT). Application: vibration-based fault diagnosis.

whvg_gcn icon whvg_gcn

采用一种包含加权水平可见图(WHVG)的图卷积网络(GCN),对采样的轴承震动时间序列数据分析,进行滚动轴承故障诊断。其中,对HVG中两节点的边,以节点距离的倒数作为权重进行加权,以削弱噪声节点对其他距离较远节点的影响。

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