Actuators can suffer from oil leaks, which can lead to fire, tool slippage, poor weld quality, and so on. They can block the production line. Cyclic actuator data (11 columns) were provided to detect and anticipate failures.
Detect and anticipate failures using actuator time series.
DiagFit generated a prediction model from actuator time series.
DiagFit detected 100% of cycles labeled as unhealthy, and detected an additional cycle not previously labeled as unhealthy. This potentially corresponded to an anticipation of failure.