Deep Learning-Based Gear Pitting Severity Assessment Using Acoustic Emission, Vibration and Currents Signals

Mathematics

• Acoustic Emission 100%
• Coefficient 8%
• Cross-validation 18%
• Fault 19%
• Feature Space 22%
• Gearbox 29%
• Learning 45%
• Memory Term 43%
• Trace 13%
• Training 17%
• Vibration Signal 96%

Engineering & Materials Science

• Acoustic emissions 54%
• Deep learning 44%
• Gears 43%
• Long short-term memory 38%
• Pitting 55%
• Spur gears 21%

Business & Economics

• Coefficients 12%
• Cross-validation 20%
• Deep Learning 68%
• Fault 17%
• Severity 48%
• Vibration 69%