Versatile anomaly detection system for industrial systems

A non-transitory computer readable medium, storing instructions for detecting an anomaly in time series sensor data detecting an anomaly in time series sensor data, the instructions comprising:

• identifying a noisiest cycle from the time series sensor data;
• for an evaluation of the noisiest cycle indicative of the anomaly being detected at a confidence level, providing an output associated with the noisiest cycle as being the anomaly;
• and
• for the evaluation of the noisiest cycle indicative of the anomaly being detected not at the confidence level:
• identifying a cycle from the time series sensor data having a most differing shape;
• and
• providing the output associated with the cycle having the most differing shape as being the anomaly.

A management server system for detecting an anomaly in time series sensor data, the system comprising:

• a processor, configured to:
• identify a noisiest cycle from the time series sensor data;
• for an evaluation of the noisiest cycle indicative of the anomaly being detected at a confidence level, provide an output associated with the noisiest cycle as being the anomaly;
• and
• for the evaluation of the noisiest cycle indicative of the anomaly being detected not at the confidence level:
• identify a cycle from the time series sensor data having a most differing shape;
• and
• provide the output associated with the cycle having the most differing shape as being the anomaly.