A Novel Cuckoo Search Optimized Deep Auto-Encoder Network-Based Fault Diagnosis Method for Rolling Bearing

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Method</td><td class="align_center">Average test accuracy (%)</td><td class="align_center">Standard deviation</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">SVM</td><td class="align_center">52.14 (73/140)</td><td class="align_center">0.1588</td></tr><tr><td class="align_left">SAE</td><td class="align_center">70.71 (99/140)</td><td class="align_center">0.0714</td></tr><tr><td class="align_left">SSAE</td><td class="align_center">96.43 (135/140)</td><td class="align_center">0.0232</td></tr><tr><td class="align_left">SCAE</td><td class="align_center">95 (133/140)</td><td class="align_center">0.0357</td></tr><tr><td class="align_left">DCSAE</td><td class="align_center">98.57 (138/140)</td><td class="align_center">0.0132</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Diagnosis results of five different methods.</div>

Shock and Vibration

tab5

Table 5

Table 5: A Novel Cuckoo Search Optimized Deep Auto-Encoder Network-Based Fault Diagnosis Method for Rolling Bearing 