Condition monitoring of ball screw feed drives using convolutional neural networks

Keyphrases

• Convolutional Neural Network 100%
• Condition Monitoring 100%
• Ball Screw 100%
• Ball Screw Feed Drive 100%
• Unseen 66%
• Efficiency Decrease 33%
• Machine Tool 33%
• Economic Efficiency 33%
• Condition Monitoring System 33%
• Data-driven Approach 33%
• Manufacturing Efficiency 33%
• Machining Accuracy 33%
• Manufacturing Quality 33%
• Machining Economics 33%
• Ball Screw Drive 33%

Engineering

• Condition Monitoring 100%
• Convolutional Neural Network 100%
• Machine Tool 50%
• Condition Monitoring System 50%
• Machining Accuracy 50%
• Manufacturing Quality 50%
• Efficiency 50%

Chemical Engineering

• Condition Monitoring 100%
• Neural Network 100%