Integrating diagnostics tools into your maintenance strategy elevates your operations and keeps your equipment running longer ...

AI might be everywhere but Glueckstadt, Germany-headquartered Condition Monitoring Technologies GmbH ( CMT) is cautioning ...

Abstract: The Vision Transformer (ViT) has demonstrated reliable performance in industrial equipment fault diagnosis by capturing global features and long-range dependencies in vibration signals.

Abstract: In industrial applications, intelligent fault diagnosis technology is rapidly evolving ... The data collected by sensors from different working conditions or machines may exhibit significant ...

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For the fault diagnosis algorithm based on a neural network ... as illustrated in Figure 4. Initially, the vibration signal data collected by the sensor cannot be directly input into the model.

For vibration values, the vibration monitoring thresholds for machines based on ISO 10816-3 can be implemented via a multi-stage alert. Based on the sensor data, faults can be detected early, and ...