Research Article

Industrial Robot Vibration Anomaly Detection Based on Sliding Window One-Dimensional Convolution Autoencoder

Table 1

Network structure parameters.

SW1DCAELayer nameKernel size × stride

StructureConv1d-132 × 1
Conv1d-22 × 1
Dropoutrate = 0.2
Maxpooling1d2 × 2
Unsampling1d2 × 2
Conv1dtranspose-12 × 1
Conv1dtranspose-232 × 1