Change detection system using frequency analysis and method
View Patent ↗Systems and methods are provided for monitoring operating machinery, acquiring data regarding characteristic behavior of the machinery being monitored, and processing of the data to determine and indicate when significant deviations from normal operating conditions are occurring that represent maintenance initiating or failure mode events. The method includes learning what normal operating conditions are for a machine of interest by acquiring data during observed normal operation, then calculating detection threshold values based on the acquired data. Finally, real-time monitoring of the machinery of interest during operation is employed, with alarms triggered upon occurrence of a previously-defined number of occurrences of behavior exceeding parameters associated with normal operation behavior.
1. A system for use in detecting a change in a mechanical system during operation thereof, said system comprising:
a processor; and
a control system coupled to said processor and configured to:
determine at least one baseline value for a parameter associated with a physical characteristic of the mechanical system during normal operation over a predetermined time interval;
calculate a first limit value associated with the physical characteristic of the mechanical system based on the at least one baseline value for the parameter;
monitor the mechanical system and periodically calculate the parameter associated with the physical characteristic at predefined successive time intervals; and
compare the calculated parameter to the calculated first limit value during the predefined successive intervals to detect a change in the mechanical system during operation of the system, wherein said control system is further configured to calculate the parameter for a predefined number of samples taken during a monitoring window of predefined size, wherein the control system is further configured to:
count the number of instances that the calculated parameter exceeds the first limit value during one of the predefined successive intervals; and
compare the counted number of instances to the product of the predefined number of samples taken during a monitoring window and a threshold factor.
2. A system in accordance with claim 1 wherein said control system is further configured to:
measure values for the parameter associated with the physical characteristic during an initial operating period; and
record the measured values for the parameter associated with physical characteristic during the initial operating period.
3. A system in accordance with claim 2 , wherein said control system is further configured to:
calculate a first mean value and a first standard deviation value of the recorded values of the parameter associated with the physical characteristic during the initial operating period; and
actuate a first alarm when the calculated parameter exceeds the first limit value for more than a predefined number of occurrences during one of the predefined successive intervals.
4. A system in accordance with claim 3 , wherein the first limit value associated with the physical characteristic of the mechanical system is calculated according to the following relationship:
alarmlimit1=mean1+nsigma1*stddev1
wherein alarmlimit1 is the first limit value, mean1 is the first mean value, stddev1 is the first standard deviation value, and nsigma1 is a constant.
5. A system in accordance with claim 4 , wherein nsigma1 =3.
6. A system in accordance with claim 1 , wherein the threshold factor is 0.50.
7. A system in accordance with claim 3 , wherein the control system is further configured to:
continue to calculate the parameter during operation of the mechanical system, after actuation of the first alarm;
calculate a second limit value associated with the physical characteristic of the mechanical system;
compare the calculated parameter to the calculated second limit value during the predefined successive intervals; and
actuate a second alarm when the calculated parameter exceeds the second limit value.
8. A system in accordance with claim 3 , wherein said control system is further configured to latch the first alarm after actuation, to prompt operator intervention.
9. A method for detecting a change in a mechanical system during operation thereof, said method comprising:
determining at least one baseline value for a parameter associated with a physical characteristic of the mechanical system during normal operation over a predetermined time interval;
calculating a first limit value associated with the physical characteristic of the mechanical system based on the at least one baseline value for the parameter;
monitoring the mechanical system and periodically calculating the parameter associated with the physical characteristic at predefined successive time intervals; and
comparing the calculated parameter to the calculated first limit value during the predefined successive intervals to detect a change in the mechanical system during operation of the system, said method further comprising calculating the parameter for a predefined number of samples taken during a monitoring window of predefined size, said method further comprising:
counting the number of instances that the calculated parameter exceeds the first limit value during one of the predefined successive intervals; and
comparing the counted number of instances to the product of the predefined number of samples taken during a monitoring window and a threshold factor.
10. A method in accordance with claim 9 , said method further comprising:
measuring values for the parameter associated with the physical characteristic during an initial operating period; and
recording the measured values for the parameter associated with physical characteristic during the initial operating period.
11. A method in accordance with claim 10 , said method further comprising:
calculating a first mean value and a first standard deviation value of the recorded values of the parameter associated with the physical characteristic during the initial operating period; and
actuating a first alarm when the calculated parameter exceeds the first limit value for more than a predefined number of occurrences during one of the predefined successive intervals.
12. A method in accordance with claim 11 , wherein the first limit value associated with the physical characteristic of the mechanical system is calculated according to the following relationship:
alarmlimit1=mean1+nsigma1*stddev1
wherein alarmlimit1 is the first limit value, mean1 is the first mean value, stddev1 is the first standard deviation value, and nsigma1 is a constant.
13. A method in accordance with claim 12 , wherein nsigma1 =3.
14. A method in accordance with claim 9 , wherein the threshold factor is 0.50.
15. A method in accordance with claim 11 , said method further comprising:
continuing to calculate the parameter during operation of the mechanical system, after actuation of the first alarm;
calculating a second limit value associated with the physical characteristic of the mechanical system;
comparing the calculated parameter to the calculated second limit value during the predefined successive intervals; and
actuating a second alarm when the calculated parameter exceeds the second limit value.
16. A method in accordance with claim 11 , said method further comprising latching the first alarm after actuation, to prompt operator intervention.
17. A system comprising:
a processor; and
a control system coupled to the processor and configured to:
determine at least one baseline value for a parameter associated with a vibration characteristic of a mechanical system during normal operation over a predetermined time interval;
calculate a first limit value associated with the vibration characteristic of the mechanical system based on the at least one baseline value for the parameter;
monitor the mechanical system and periodically calculate the parameter associated with the vibration characteristic at predefined successive time intervals;
compare the calculated parameter to the calculated first limit value during the predefined successive intervals to detect a change in the mechanical system during operation of the system;
calculate the parameter for a predefined number of samples taken during a monitoring window of predefined size;
count the number of instances that the calculated parameter exceeds the first limit value during one of the predefined successive intervals; and
compare the counted number of instances to the product of the predefined number of samples taken during a monitoring window and a threshold factor.
18. The system of claim 17 , wherein the threshold factor is 0.50.
19. The system of claim 17 , wherein the control system is further configured to:
calculate a first mean value and a first standard deviation value of recorded values of the parameter associated with the vibration characteristic during an initial operating period; and
actuate a first alarm when the calculated parameter exceeds the first limit value for more than a predefined number of occurrences during one of the predefined successive intervals.