WGAN-GP結合CBAM-VGG16輕量化網(wǎng)絡滾動軸承故障診斷
噪聲與振動控制
頁數(shù): 8 2024-09-20
摘要: 針對滾動軸承故障診斷中存在的故障數(shù)據(jù)不平衡且診斷效率低的問題,提出一種將改進的生成對抗網(wǎng)絡(Wasserstein Generative Adversarial Network with Gradient Penalty,WGAN-GP)和輕量化卷積神經(jīng)網(wǎng)絡相結合的滾動軸承故障診斷方法。首先,利用連續(xù)小波變換(Continuous Wavelet Transform,CWT)生...