Method and apparatus for determination of sensor health
Streaming data at a sensor is sensed and received. The streaming data includes a plurality of observations. For a current observation in the plurality of observations, a health of the current observation is determined. Based upon the health of the current observation, a penalty is determined. A Sensor Health Index (SHI) for the current observation is obtained by aggregating the penalty with at least one SHI of one or more previous observations from the plurality of observations. An alarm is selectively generated based upon the SHI of the current observation.
1. A method, comprising:
receiving streaming data from a sensor, the streaming data comprising a plurality of data samples;
for a current data sample in the plurality of data samples:
determining a quality of the current data sample;
based upon the quality of the current data sample, determining a penalty;
updating a Sensor Health Index (SHI) that is associated with the operational health and operating condition of the sensor, the SHI being updated for the current data sample by aggregating the penalty with at least one SHI of one or more previous data samples from the plurality of data samples;
selectively generating an alarm based upon the SHI of the current data sample, the alarm indicating a problem with the sensor.
2. The method of claim 1 , further comprising non-dimensionalizing at least some of the streaming data.
3. The method of claim 1 , further comprising receiving an output from a model.
4. The method of claim 1 , wherein the sensing measures and defines a process with an output characteristic, and wherein a sampling rate of the streaming data is inadequate to ascertain the output characteristic.
5. The method of claim 1 , further comprising modifying a model of a system based upon the alarm.
6. The method of claim 1 , further comprising tracking the alarm.
7. The method of claim 6 , wherein tracking the alarm comprises prioritizing the alarm.
8. The method of claim 6 , wherein tracking the alarm comprises sorting the alarm.
9. The method of claim 6 , wherein tracking the alarm comprises selectively dismissing the alarm.
10. The method of claim 1 , wherein determining a quality of the current data sample comprises weighting or combining multiple quality observation tests.
11. The method of claim 1 , wherein the sensors are industrial sensors.
12. The method of claim 1 , wherein a sequential probability ratio test (SPRT) is used to determine the quality of the current data sample.
13. The method of claim 1 , wherein an asymmetric random walk is used to determine the SHI.
14. An apparatus, comprising:
a sensor that is configured to sense streaming data, the streaming data comprising a plurality of data samples;
a communication network coupled to the sensor;
a processor deployed in the communication network and configured to, receive the streaming data via the communication network and for a current data sample in the plurality of data samples, determine a quality of the current data sample, the processor further configured to, based upon the quality of the current data sample, determine a penalty, the processor further configured to update a Sensor Health Index (SHI) that is associated with the operational health and operating condition of the sensor, the SHI being updated for the current data sample by aggregating the penalty with at least one SHI of one or more previous data samples from the plurality of data samples, the processor configured to selectively generate an alarm based upon the SHI of the current data sample, the alarm presented to the user at a graphical display unit, the alarm indicating a problem with the sensor.
15. The apparatus of claim 14 , wherein the processor is further configured to non-dimensionalize at least some of the streaming data.
16. The apparatus of claim 14 , wherein the sensor is arranged to measure a process with an output characteristic, and wherein a sampling rate of the streaming data is inadequate to ascertain the output characteristic.
17. The apparatus of claim 14 , wherein the processor is configured to modify a model of a system based upon the alarm.
18. The apparatus of claim 14 , wherein the processor is configured to track the alarm.
19. The apparatus of claim 18 , wherein tracking the alarm comprises prioritizing the alarm.
20. The apparatus of claim 18 , wherein tracking the alarm comprises sorting the alarm.
21. The apparatus of claim 18 , wherein tracking the alarms comprises selectively dismissing the alarm.
22. The apparatus of claim 14 , wherein the computer network is a cloud network.
23. The apparatus of claim 14 , wherein a sequential probability ratio test (SPRT) is used to determine the quality of the current data sample.
24. The apparatus of claim 14 , wherein an asymmetric random walk is used to determine the SHI.