The present disclosure relates to hydraulic systems, and more particularly to hydraulic system pump health monitoring.
Vehicles like aircraft commonly include hydraulic systems for circulating pressurized fluid to fluid-powered devices. Such hydraulic systems typically include a distribution system and a pump for pressurizing fluid flowing through the distribution system. The pump generally receives fluid from the distribution system, increases pressure of the fluid, and returns the fluid at a higher pressure to the distribution system. The distribution system routes the pressurized fluid to one or more fluid-powered devices, which respectively convert the fluid pressure to mechanical work, and thereafter return the fluid at a lower pressure to the distribution system. The distribution system routes the returned fluid to the pump, which re-pressurizes the fluid, and returns the pressurized fluid to the distribution system. In some systems, incipient changes in the performance of the pump can be difficult to detect. Therefore, out of an abundance of caution, such pumps may be replaced well before the performance of the pump changes.
Such conventional methods and systems have generally been considered satisfactory for their intended purpose. However, there is still a need in the art for improved systems and methods for determining pump health. The present disclosure provides a solution for this need.
A method of monitoring health of a hydraulic pump includes identifying, from performance data received from a sensor coupled to a hydraulic system, intervals of steady state and transient state operation. Dynamic element indicators are determined using data from the interval of steady state operation. Performance indicators are determined using data from both the interval of steady state operation and the interval of transient state operation. One or more state flags are set using the dynamic element indicators and the performance indicators.
In certain embodiments the method can include receiving parametric data associated with a hydraulic pump for a hydraulic system of a vertical take-off and landing (VTOL) aircraft. Dynamic element indicators for dynamic elements of the hydraulic pump, such as a piston, shaft, motor, or other dynamic element of the hydraulic pump can be calculated using the received data. For example, the received data can include volumetric flow data, and the method can include identifying a constant flow rate window that is a sub-interval of the interval of steady state operation. The volumetric flow data can be filtered, and the method can include identifying the constant flow rate window using the filtered volumetric flow data.
In accordance with certain embodiments the received data can include temperature, flow, and pressure data, and the method can include filtering the temperature, flow, and pressure data. Determining the performance indicators can include using both the filtered temperature and filtered pressure data. The method can include calculating model-estimated pump output pressure and calculating a deviation between the model-estimated output pressure and the actual output pressure. It is contemplated that the method can include estimating output pressure based on volumetric flow data, and the performance indicators can be determined by comparing this estimation to the measured output pressure. The performance indicators can be checked against detection criteria, and a corresponding state flag can be set.
It is also contemplated that in certain embodiments the method can include subdividing the interval of steady state operation into a plurality of sub-intervals (windows) of predetermined duration. The received data can include both vibration data and dynamic pressure data, and the method can include converting the vibration and dynamic pressure data into frequency domain data, extracting frequency components from the vibration and dynamic pressure data that are associated with pump dynamic elements, and comparing the extracted frequency components against one or more predetermined frequency detection criteria. The comparison can be made using summary statistics, and determining the dynamic element indicators can include comparing one or more of the summary statistics against detection criteria that are statistics based. The data can include pump case temperature, and the method can include calculating a mean case temperature for comparison with temperature detection criteria.
A system for monitoring the health of a hydraulic component includes a processor, a memory, and at least one sensor. The processor is operatively associated with the sensor and is communicative with the memory. The memory has instructions recorded on it for executing one or more of the methods described above. A non-transitory, computer-readable medium with instructions recorded on it to cause a processor to execute the above method is also contemplated.
These and other features of the systems and methods of the subject disclosure will become more readily apparent to those skilled in the art from the following detailed description of the preferred embodiments taken in conjunction with the drawings.
So that those skilled in the art to which the subject disclosure appertains will readily understand how to make and use the devices and methods of the subject disclosure without undue experimentation, embodiments thereof will be described in detail herein below with reference to certain figures, wherein:
Reference will now be made to the drawings wherein like reference numerals identify similar structural features or aspects of the subject disclosure. For purposes of explanation and illustration, and not limitation, a partial view of an exemplary embodiment of a vertical takeoff and landing (VTOL) aircraft in accordance with the disclosure is shown in
VTOL aircraft 10 includes a main rotor system 12 and tail rotor system 14 supported by an airframe 16. Airframe 16 includes a gearbox 18 interconnecting an engine 20 with main rotor system 12 and tail rotor system 14. A hydraulic system 32 with a monitoring system 100 is operatively associated with engine 20 for receiving rotational energy from engine 20. Although a particular VTOL aircraft configuration is illustrated and described in the disclosed embodiment, other configurations and/or machines, such as high speed compound rotary wing aircraft with supplemental translational thrust systems, dual contra-rotating, coaxial rotor system aircraft, turbo-props, tilt-rotors and tilt-wing aircraft, will also benefit from the present invention.
With reference to
Hydraulic circuit 24 generally includes a plurality of sensors for providing data indicative of the performance and health of hydraulic system 22. In this respect, hydraulic circuit 22 includes a first sensor 32, a second sensor 30, and a third sensor 42. First sensor 32, second sensor 30, and third sensor 42 that are connected to hydraulic circuit 24 and/or hydraulic pump 28, and are communicative with health monitoring system 100 through a network 44. It is contemplated that one or more of first sensor 32, second sensor 30, and third sensor 42 can measure one or more performance parameters of hydraulic circuit 24, including temperature, pressure, flow rate, acceleration, or shaft speed by way of non-limiting example.
First sensor 32 is connected to hydraulic circuit 24 between hydraulic pump 28 and fluid-powered device 26 on the output side of the hydraulic pump 28. In embodiments, first sensor 32 is a pressure sensor. This enables first sensor 32 to acquire output pressure measurements of fluid output from hydraulic pump 28 and provide the data to health monitoring system 100 through network 44.
Second sensor 30 is connected to hydraulic circuit 24 between hydraulic pump 28 and fluid-powered device 26 on the return side of the hydraulic pump 28. In embodiments, second sensor 30 is also a pressure sensor. This enables second sensor 30 to acquire pressure measurements, provide the return pressure data to health monitoring system 100 through network 44, and allow health monitoring system 100 to use the data in comparison with output pressure data from first sensor 32.
Third sensor 42 is coupled to case 40 and is communicative with health monitoring system 100 through network 44. In embodiments, third sensor 42 is a temperature sensor. Measurement data acquired by third sensor 42 can provide an inferential indication of the temperature of hydraulic fluid traversing hydraulic circuit 24. This data can be used by health monitoring system 100 to correct pressure measurements acquired by first sensor 32 and/or second sensor 30. Although illustrated with three sensors it is to be understood and appreciated that hydraulic system can have fewer or more sensors, as appropriate for a given application.
With reference to
Processor 130 includes logic circuitry that responds to and executes instructions. Memory 140 includes a computer-readable medium encoded with a computer program. In this regard, memory 140 stores data and instructions readable and executable by processor 130 for controlling the operation of processor 130. Memory 140 may be implemented in a random access memory (RAM), a hard drive, a read only memory (ROM), or a combination thereof.
Program module 150 contains instructions for controlling processor 130 to execute the methods described herein. For example, under control of program module 150, processor 130 performs the processes described for health monitoring module 100 related above, such as receiving data from one or more sensors, manipulating the data, making determination regarding pump health in view of the data. It is to be appreciated that the term “module” is used herein to denote a functional operation that may be embodied either as a stand-alone component or as an integrated configuration of a plurality of sub-ordinate components. Thus, program module 150 may be implemented as a single module or as a plurality of modules that operate in cooperation with one another. Moreover, although program module 150 is described herein as being installed in memory 140, and therefore being implemented in software, it could be implemented in any of hardware (e.g., electronic circuitry), firmware, software, or a combination thereof.
Processor 130 outputs a result of an execution of the methods described herein. Alternatively, processor 130 could direct the output to a remote device (not shown), e.g., a flight operations center or off-aircraft diagnostic device, via network 44. It is also to be appreciated that while program module 150 is shown as loaded into memory 140, it may be configured on a storage medium 160 for subsequent loading into memory 140 via network 44 or via a wireless connection thereto (shown with dashed lines). Storage medium 160 is also a computer-readable medium encoded with a computer program, and can be any conventional storage medium that stores program module 150 thereon in tangible form. Examples of storage medium 160 include a floppy disk, a compact disk, a magnetic tape, a read only memory, an optical storage media, universal serial bus (USB) flash drive, a solid-state storage (SSD), a compact flash card, or a digital versatile disc. Alternatively, storage medium 160 can be a random access memory, or other type of electronic storage, located on a remote storage system and coupled to computer 110 via network 44. It is further to be appreciated that although the systems and methods described herein can be implemented in software, they could be implemented in any of hardware (e.g., electronic circuitry), firmware, software, or a combination thereof.
With reference to
Method 200 additionally includes locating one or more intervals of steady state pump operation, shown with box 230. Method 200 may also include locating one or mare intervals of transient state pump operation, shown with box 240. Locating an interval of steady state (or transient state) operation can include using operational flag data output from an upstream module which is received as input data. Intervals of transient state operation may include pump startup and/or shutdown events, such as when a hydraulic pump coupled to a VTOL aircraft drive train is powered up prior to operation as well as following shutdown after operation. Intervals of steady state operation may include one or more periods of VTOL aircraft operation, and may be subdivided into one or more constant hydraulic flow subintervals, as shown by box 232. Intervals of steady state operation may be divided into subintervals of predetermined length, such as ‘windows’ of about one second each. Windowing allows for taking large sample sets of data available by sensors, e.g. first sensor 32 (shown in
Method 200 additionally includes determining a plurality of indicators using data acquired from separate pump operational states. In this respect, method 200 additionally includes determining dynamic element indicators, e.g. of piston 34 (shown in
With reference to
Alternatively or additionally, receiving data 210 can include receiving vibration data associated with a dynamic element of a pump, shown with box 205. Examples of dynamic elements include piston 34, shaft 38, and input power source 36 (each shown in
With reference to
Determining the performance indicators may include calculating pressure deviation between filtered pressure data and modeled pressure data, shown with box 263. The calculated pressure deviation may be checked by comparing the deviation with predetermined detection criteria, shown with box 266, and one or more state flags may be set using the comparison, as shown with box 267.
Determining the performance indicators can include calculating a difference between output pressure and estimated output pressure, as shown with box 264. The calculated difference can be uncorrected with respect to fluid temperature, thereby providing a tie to historical information relating pump performance based on measured and estimated output pressure differences, as shown with box 265. The calculated difference can be checked by comparing the difference with predetermined detection criteria, shown with box 266, and one or more state flags may be set using the comparison, as shown with box 267.
With reference to
Determining the dynamic element condition indicators can also include calculating summary statistics for filtered vibration and dynamic pressure data, as shown with box 254. As above, the summary statistics can characterize the complete interval of steady state operation or a subinterval, such as window of predetermined length or a subinterval where pump output exhibited a constant flow rate. Mean case temperature can also be calculated (shown with box 255) and applied to adjust or correct dynamic pressure readings based on inferential hydraulic fluid temperature associated with the case temperature measurements. The calculated parameters, i.e. measured frequency comparisons, summary statistics, and mean case temperatures, can thereafter be checked against predetermined thresholds for setting corresponding state flags.
In certain embodiments, all calculated parameters (condition indicators) are checked against detection criteria for setting state flags. There is no summation, fusion, combination, etc. of condition indicators to arrive at a single “dynamic element indicatory”. Instead, each condition indicator and corresponding state flag is returned from the module as output and can be applied in a downstream module.
Information upon which to base a decision to replace or service a hydraulic component like a pump can be sparse in certain applications, such as in VTOL aircraft. For that reason, faults are generally diagnosed by visual inspections and ground check test. In the case of hydraulic pumps associated with flight control systems, maintenance practices can be conservative, potentially causing unnecessary pump removals and/or replacements.
In embodiments described herein, a pump heath monitoring system and health monitoring method use measurement data obtained from hydraulic circuit sensors to generate condition indicators and diagnostic state flags indicative of a future change in pump reliability, e.g. an advance notice of a future change in hydraulic pump reliability. The systems and methods can be done on the aircraft, in real-time, or offline, using a diagnostic utility available to maintenance personnel.
In certain embodiments, the systems and method include two diagnostic algorithms. The first algorithm, pump performance diagnostics, monitors for pump performance departures from expected performance, e.g. when the pump output changes (decreases) for a given operating condition. This algorithm includes pump output pressure and flow data, and may also incorporate temperature information for the pump/hydraulic circuit. The second algorithm monitors pump dynamic elements, e.g. pump pistons, barrels, shafts, and hearings. These algorithms can enable detection of hydraulic system components with increased likelihood of future reliability change, and can potentially improve aircraft availability and/safety while reducing the need for inspections and diagnostic troubleshooting.
The systems and methods of the present disclosure, as described above and shown in the drawings, provide for health monitoring of hydraulic equipment with superior properties including prognostic assessment of incipient pumping efficiency changes. While the apparatus and methods of the subject disclosure have been shown and described with reference to VTOL, aircraft, those skilled in the art will readily appreciate the systems and methods described herein are applicable to hydraulic systems generally such as those found in fixed wing aircraft (e.g. flight control systems), ground vehicles (e.g. construction and mining equipment), robotics, and process control machinery. Those skilled in the art will also readily appreciate that changes and/or modifications may be made to embodiments described above without departing from the spirit and scope of the subject disclosure.
This application claims the benefit of U.S. Provisional Patent Application Ser. No. 62/145,149, filed Apr. 9, 2015, and entitled SYSTEM AND METHOD FOR HEALTH MONITORING OF HYDRAULIC PUMPS, which is incorporated herein by reference in its entirety.
This invention was made with government support under Contract No. W911W6-10-2-0006 awarded by the Army. The government has certain rights in the invention.
Filing Document | Filing Date | Country | Kind |
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PCT/US16/26628 | 4/8/2016 | WO | 00 |
Number | Date | Country | |
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62145149 | Apr 2015 | US |