Monitoring particles in a lubrication system
A process for monitoring a machine including moving pieces, a lubrication system and an electromagnetic sensor fitted with a magnet and two electrodes is disclosed. The sensor is capable of collecting particles present in the lubrication system between the electrodes. The monitoring process includes a step for obtaining measurements of resistance between the electrodes of the sensor, taken during an operating period of the machine; a step for determining from said measurements a first autoregressive mathematical model characterizing the resistance; a step for comparison between the first model and a predetermined reference model; and a step for working out an opinion on maintenance of the machine as a function of the comparison result.
1. A monitoring process of a machine comprising moving pieces, a lubrication system and an electromagnetic sensor fitted with a magnet and two electrodes, said sensor being capable of collecting particles present in the lubrication system between said electrodes, the monitoring process comprising:
acquiring, using a processor of a computer, measurements of resistance between the electrodes of the sensor, made during an operating period of the machine;
determining, using the processor of the computer, from said measurements a first autoregressive mathematical model characterizing said resistance;
comparing, using the processor of the computer, the first model and a predetermined reference model of resistance during a normal use phase of the machine, the reference model being stored in a memory of the computer, and the comparing comprising calculating a Euclidean distance between the first model and the reference model; and
forming an opinion on maintenance of the machine as a function of the comparison result using the processor of the computer, in which a positive opinion on maintenance is provided if said Euclidean distance is greater than a predefined threshold.
2. The process of monitoring as claimed in claim 1 , further comprising prior to said determining, standardizing measurements relative to at least one of the following environmental variables:
temperature of the lubrication system;
pressure of the lubrication system; or
speed of the machine.
3. The process of monitoring as claimed in claim 1 , wherein the first model and the reference model are models ARX taking into account at least one of the following exogenic variables:
temperature of the lubrication system;
pressure of the lubrication system; or
speed of the machine.
4. The process of monitoring as claimed in claim 1 , wherein the Euclidean distance between the first model and the reference model is calculated between the coefficients of the first model and the coefficients of the reference model.
5. The process of monitoring as claimed in claim 1 , wherein the Euclidean distance between the first model and the reference model is calculated between the poles of the first model and the poles of the reference model.
6. The process of monitoring as claimed in claim 1 , wherein the Euclidean distance between the first model and the reference model is calculated between the residues of the first model and the residues of the reference model.
7. The process of monitoring as claimed in claim 6 , comprising a plurality of executions of said determining to determine a plurality of autoregressive models for a plurality of operating periods of the machine, wherein said forming includes forming an opinion on positive maintenance of the sensor if the Euclidian distance calculated between each autoregressive model and the reference model increases during successive operating periods of the machine.
8. The process of monitoring as claimed in claim 1 , wherein said machine is an aircraft engine and the measurements of resistance between the electrodes of the sensor are made during a flight phase of the aircraft.
9. A computer program comprising instructions for executing the steps of the monitoring process, as claimed in claim 1 when said program is run on a computer.
10. A recording medium readable by computer which records a computer program comprising instructions for executing the steps of the monitoring process as claimed in claim 1 .
11. A monitoring device of a machine comprising moving pieces, a lubrication system and an electromagnetic sensor fitted with a magnet and two electrodes, said sensor being capable of collecting particles present in the lubrication system between said electrodes, the monitoring device comprising:
means for producing measurements of resistance between the electrodes of the sensor, taken during an operating period of the machine;
means for determining from said measurements a first autoregressive mathematical model characterizing said resistance;
comparison means for comparing the first model and a predetermined reference model of resistance during a normal use phase of the machine, the means for comparing comprising means for calculating a Euclidean distance between the first model and the reference model; and
means for working out an opinion on maintenance of the machine as a function of the comparison result, in which a positive opinion on maintenance is provided if said Euclidean distance is greater than a predefined threshold.
12. An aircraft engine comprising moving pieces, a lubrication system, an electromagnetic sensor fitted with a magnet surrounded by two electrodes, said sensor being capable of collecting particles present in the lubrication system between said electrodes, and a monitoring device as claimed in claim 11 .