Fig 1.
Planets orbiting the Sun.
Fig 2.
Exploration and development process of planets.
Fig 3.
Kepler algorithm flowchart.
Fig 4.
M-P neuron model and fully connected layer structure.
Fig 5.
Process of One Dimensional Convolution Operation.
Fig 6.
One dimensional max pooling process.
Fig 7.
Attention mechanism model.
Fig 8.
Fault diagnosis model based on Kepler algorithm and attention mechanism.
Fig 9.
Experimental collection platform.
Table 1.
Grouping of Bearing Data.
Fig 10.
Damage to Inner.
Fig 11.
Damage to Ring of Bearing the outer ring of the bearing.
Fig 12.
Damaged Bearing Retainer.
Table 2.
Neural Network Structure Parameters.
Fig 13.
Comparison of Kepler algorithm results.
Fig 14.
Comparison of Attention Mechanism Results.
Table 3.
The results of multiple tests.
Fig 15.
Comparison of F1-macro for four Models.
Fig 16.
Test set prediction results of four algorithms.
Table 4.
Results of the Ablation Experiment.
Fig 17.
Confusion Matrix.
Table 5.
Evaluation parameter results.
Fig 18.
t-SNE Visualization strictly simulated by Confusion Matrix.