Research Article

FWDNet: A Novel Recognition Network for Ferrography Wear Debris Image Analysis

Table 3

Hyperparameters and test accuracy of FWDNet.

TypeBase networkInput sizeOutput nodesNodes of FC layerLoss functionDropout rateLearning rateActivation function10-fold crossvalidation

Method/valueDenseNet121224, 224, 37512Softmax/crossentropy0.510-5ReLU90.15%