This application is the National Phase of International Application PCT/EP2020/066049 filed Jun. 10, 2020 which designated the U.S.
This application claims priority to German Patent Application No. DE 10 2019 116 240.8 filed Jun. 14, 2019, which applications are incorporated by reference herein.
This application claims priority to European Patent Application EP 20 214 196.6 filed Dec. 15, 2020, the entirety of which is incorporated by reference herein.
The present disclosure relates to a method and system of monitoring a component of an aircraft.
An early detection of mechanical failures in a gas turbine engine such as a burst duct, combustor burn through, or compressor bleed valve failure that lead to an increase of temperature and pressure in compartments of an aircraft is desired to avoid damage of engine components or the engine nacelle.
Document US 2020/0248580 A1 discloses a system for detecting a ruptured duct transporting a high-temperature fluid within a gas turbine engine. One or more rupture sensing elements disposed along a rupture detection line are configured to detect the presence of a heated fluid.
One problem associated with known systems for detection of mechanical failures lies in that the failure is only detected once it is substantial, leaving multiple conditions that still drive the propulsion system design undetected. For example, a burst duct may remain undetected where the air temperature is just below the fire loops threshold temperature. In another example, local effects of a combustor burn through may create a very small orifice in the bypass duct only, leaving such burn through undetected. There is thus a need to improve the detection of mechanical failures of components in a gas turbine engine.
The object underlying the present invention is to provide a detection system and method that allow to detect mechanical failures in an aircraft at an early stage and in a reliable manner.
The invention provides for a method and a system with features as disclosed herein. Embodiments of the invention are also disclosed herein.
According to a first aspect of the invention, a method of monitoring a component of an aircraft in order to detect a mechanical failure of the component is provided. The method comprises the steps of:
Aspects of the invention are thus based on the idea of using radar technology to monitor a component of an aircraft such as a component of a gas turbine engine or other propulsion system. A radar sensing element determines at least one property value of the reflected waves that is indicative of characteristics of the component such as size, shape, orientation, material, distance, and/or velocity. If a Doppler radar is used, which is the case in embodiments, vibrations, and changes in the vibration frequency in a component may be monitored as well. The at least one property value is first determined for an initial state of the component in which it is devoid of mechanical failure. Subsequently, the at least one property value are determined for a current state of the component. If the at least one property value identified in the current state of the component has changed from the respective property value in the state devoid of mechanical failure in a manner indicative of a mechanical failure, the presence of a mechanical failure is determined and may be reported, e.g., to a security system or an on-board communication unit.
To determine properties of the elements, the radar sensing element interrogates the component by transmitting radio waves from the radar sensing element to the component and detecting the waves reflected from the component. In this respect, it is pointed out that the radar sensing element may be a single component which both emits the radio waves and detects the reflected radio waves (transmitter and receiver in one component) or may comprise a separate transmitter and receiver which may be located in separate locations.
Further, it is pointed out that the present invention is not limited to any particular radar technology. For example, the emitted radio wave may be a pulsed signal or a continuous wave signal. In embodiments, frequency modulated continuous wave (FMCW) radar and direct-sequence spread spectrum (DSSS) radar is implemented.
In an embodiment, determining if the at least one property value has changed in a manner indicative of a mechanical failure comprises determination if the at least one property value has changed in an amount that is above a predefined threshold. In such case a mechanical failure is identified. Accordingly, in this embodiment, a threshold has been previously defined which considers a fluctuation of the radar measured property value that is not of concern. However, when the actual value of the property value differs from the value in which the component is devoid of mechanical failure surpasses this threshold, this is indicative of a mechanical failure of the monitored component. For example, if the measured property is time delay (which is equivalent to the distance of the component from the radar sensing element and thus further equivalent to the location of the component), and the time delay changes in an amount that is above a threshold (the threshold, e.g., considering vibrations of the component that shall not be interpreted as a mechanical failure), a state of mechanical failure is determined.
In another embodiment, for determination of a mechanical failure artificial intelligence is implemented. In this embodiment, determination if the at least one property value has changed in a manner indicative of a mechanical failure comprises using an artificial intelligence engine that has been trained with property value data indicative of the state devoid of mechanical failure and/or with property value data indicative of states of mechanical failure. In embodiments, the artificial intelligence engine may be configured to employ at least one of: supervised machine learning, recursive neural networks, unsupervised machine learning, algorithmically-defined machine learning.
This embodiment is based on the idea to train an artificial intelligence engine with property value data that define the state of the component devoid of mechanical failure and with property value data that define states of mechanical failure of the component. As there may be a plurality of scenarios in which a mechanical failure occurs, it is preferable that different states of mechanical failure are trained to the artificial intelligence engine.
The property value data used for training are data determined by radar interrogation of the component. After training the artificial intelligence engine to discriminate between the state devoid of mechanical failure and states of mechanical failure, the artificial intelligence engine then decides in accordance with its artificial intelligence if an actual value of at least one of the properties that has been determined by the ongoing radar interrogation is indicative of a mechanical failure or not.
As mentioned before, the at least one property value of the reflected waves may be indicative of at least one of size, shape, orientation, material, distance, and velocity of the component, which are characteristics of the component. A change in size, shape, orientation, material, distance, and velocity of the component can be determined with standard radar technology which may rely on pulsed signals or continuous wave signals, determining, e.g., the runtime of a pulsed signal or the spectrum of a continuous wave signal. In an embodiment, subtle information such as a change of size, shape and orientation may be determined by interrogating with the radar sensing element different parts or areas of the component as will be discussed below.
The claimed invention has potentially a high number of applications in an aircraft for detecting mechanical failures of components of the aircraft. Non-limiting embodiments in an aircraft propulsion system regard that the mechanical failure includes at least one of the following scenarios: a burst engine duct, a combustor burn-through, a compressor bleed valve opening failure, a liquid (oil, fluid, hydraulic fluid) pipe leak and a cooling system airflow failure. For example, in an embodiment, the inventive method may detect an anti-ice duct rupture, wherein the radar sensing element is located in an inlet compartment of a nacelle. In another example, the inventive method may detect a burst duct in an Environmental Control System (ECS), wherein the radar sensing element is located in a fan compartment. In other examples, the inventive method may detect a failed compressor bleed valve, or a combustor burn through. The invention may further detect the presence of a liquid in a location where it should not be, thereby detecting fuel leaks, oil leaks and/or hydraulic fluid leaks, such detection potentially preventing fires.
As small changes in size, shape and orientation can also be determined by the use of radar technology, other applications of the invention regard the detection of fuel/oil pipe ruptures, a delamination damage in a composite material, the detection of abnormal vibrations in pumps, pipes or heat exchangers, the detection of a changed position of pipes, an abnormal mechanical behavior of gearbox harnesses, and/or abnormal mechanical behavior of any other installation in a gas turbine engine.
According to an embodiment, the radar sensing element is configured to steer a beam of radio waves into different directions. In other words, the transmitter of the radar sensing element has the ability to transmit the radio waves in a particular direction. The beam may be steered mechanically or electronically. For example, the radar sensing element may comprise a phased array antenna, wherein a computer-controlled array of antennas which creates a beam of radio waves can be electronically steered to point in different directions without moving the antennas.
Such steering of the beam of radio waves may be used to create a complete map of the component/object that is monitored. For example, if the component extends in space, the at least one property value of the component is determined for a plurality of different areas of the component. In this manner, different spatial areas of the component can be monitored separately and with a higher granularity. Differentiating between different spatial areas of a component also allows to detect subtle mechanical failures such as deformations and holes of/in a component.
In a further embodiment,
However, other properties or parameters of the reflected radio waves may be determined as well, such as Doppler shift. The value of a radar related property of the reflected waves suitable to identify a characteristic or attribute of the component may be determined.
In a further embodiment, a plurality of properties of the component are determined to define the state devoid of mechanical failure, wherein the step of determining if the at least one property value has changed in a manner indicative of a mechanical failure comprises that changes of the plurality of properties are monitored to determine changes indicative of a mechanical failure. The more properties are monitored, the better the reliability of the results.
In an embodiment, a radar sensing element with a power consumption is used that is less than 1 Watt, in particular less than 0.4 Watt. The power consumption may be 0.3 Watt.
It is pointed out that a subsequent interrogation of a current state of the component (subsequent to defining the state devoid of mechanical failure) can be carried out at defined time intervals or continuously. Both modes of operation are possible. If a current state is determined in intervals only, the energy consumption can be reduced.
In a further aspect of the invention a system of monitoring a component of an aircraft is provided. The system comprises:
To carry out the mentioned operations, the control and evaluation unit may comprise a processor and a memory communicatively coupled with the processor, the memory storing instructions which, when executed by the processor, perform the mentioned operations of determining a state devoid of mechanical failure, of determining a current state, and of determining a change in at least one property value identifying a characteristic of the component.
The radar sensing element may be installed within a portion of a gas turbine engine including the engine nacelle, or any aircraft compartment like the pylon or the cargo bay.
The system is provided and configured to carry out the steps of the method as disclosed herein.
Accordingly, in an embodiment, the control and evaluation unit is configured to determine if the at least one property value has changed in a manner indicative of a mechanical failure in that it determines if the at least one property value has changed in an amount that is above a predefined threshold, in which case a mechanical failure is identified.
In another embodiment, the control and evaluation unit is configured to determine if the at least one property value has changed in a manner indicative of a mechanical failure by using artificial intelligence, wherein an artificial intelligence engine has been trained with property value data indicative of the state devoid of mechanical failure and/or with property value data indicative of states of mechanical failure.
In a further embodiment, the control and evaluation unit is configured to determine a mechanical failure that includes at least one of: a burst engine duct, a combustor burn-through, a compressor bleed valve opening failure, a fuel pipe leak, an oil pipe leak, and hydraulic pipe leak, any pressurized air duct, and a cooling system airflow failure.
The control and evaluation unit may be configured to determine at least one property value of the reflected waves that is indicative of at least one of size, shape, orientation, material, distance, and velocity of the component.
The sensor sensing element may be configured to steer a beam of radio waves into different directions.
In a still further aspect of the invention, a computer program product comprising program code for performing the steps of the method when said program is run on a computer, is disclosed herein.
The invention will be explained in more detail on the basis of exemplary embodiments with reference to the accompanying drawings in which:
In use, the core airflow A is accelerated and compressed by the low pressure compressor 14 and directed into the high pressure compressor 15 where further compression takes place. The compressed air exhausted from the high pressure compressor 15 is directed into the combustion equipment 16 where it is mixed with fuel and the mixture is combusted. The resultant hot combustion products then expand through, and thereby drive, the high pressure and low pressure turbines 17, 19 before being exhausted through the nozzle 20 to provide some propulsive thrust. The high pressure turbine 17 drives the high pressure compressor 15 by a suitable interconnecting shaft 27. The fan 23 generally provides the majority of the propulsive thrust. The epicyclic gearbox 30 is a reduction gearbox.
Note that the terms “low pressure turbine” and “low pressure compressor” as used herein may be taken to mean the lowest pressure turbine stages and lowest pressure compressor stages (i.e., not including the fan 23) respectively and/or the turbine and compressor stages that are connected together by the interconnecting shaft 26 with the lowest rotational speed in the engine (i.e., not including the gearbox output shaft that drives the fan 23). In some literature, the “low pressure turbine” and “low pressure compressor” referred to herein may alternatively be known as the “intermediate pressure turbine” and “intermediate pressure compressor”. Where such alternative nomenclature is used, the fan 23 may be referred to as a first, or lowest pressure, compression stage.
Other gas turbine engines to which the present disclosure may be applied may have alternative configurations. For example, such engines may have an alternative number of compressors and/or turbines and/or an alternative number of interconnecting shafts. By way of further example, the gas turbine engine shown in
The geometry of the gas turbine engine 10, and components thereof, is defined by a conventional axis system, comprising an axial direction (which is aligned with the rotational axis 9), a radial direction (in the bottom-to-top direction in
In the context of the present invention, a method and system of monitoring one or several components of the gas turbine engine are of relevance. The method and system are described in a general manner in
The radar sensing element 4 emits radio waves 41 which are transmitted to the components 61, 62 and reflected by the components 61, 62. Radar sensing element 4 may be a sensor of small size such as 8×10 mm size and with a power consumption in the range between 300 mW and 1000 mW. Components 61, 62 located within the beam of the radar sensing element 4 reflect some portion of the beam energy back to the radar sensing element 4, wherein an antenna (not shown) of the radar sensing element 4 detects the reflected radio waves. Of course, the depiction of two components 61, 62 in
Radar sensing element 4 is connected to a control and evaluation unit 5 which controls the radar sensing element 4 and receives information/data from the radar sensing element 4. In particular, at least one property value of the reflected waves which are detected by the radar sensing element 4 is determined and provided to the control and evaluation unit 5. Determination of the property value may be performed in the radar sensing element 4 or in the control and evaluation unit 5. The property value that is determined from the detected reflected waves is, e.g., a time delay value, an energy value or one or several values of a frequency spectrum.
The control and evaluation unit 5 may be an Electronic Engine Control (EEC) unit of the gas turbine engine or a functional part of such EEC. The EEC is a digital control unit that combines engine sensor information with cockpit instructions to ensure that the engine performs both safely and at an optimal level. However, in principle, the control and evaluation unit 5 may be a unit separate from the EEC and interacting with the EEC. As all other components in
More particularly, the control and evaluation unit 5 comprises a central processing unit 51 which receives data from the radar sensing element 4. The control and evaluation unit 5 further comprises a power source 54, a mass storage memory 52 in communication with the central processing unit 51 and in interface 53 for sending data, e.g., to an aircraft on-board communication unit. It is pointed out that only the components of the control and evaluation unit 5 relevant for the present invention are depicted in
Program instructions are stored in memory 52 which cause, when executed by central processing unit 51, the performance of method steps as discussed with respect to
In step 303, subsequently, a current state of the component is determined, wherein the at least one property value of the reflected radio waves is determined in the current state. Again, such at least one property value is determined using radar technology and the radar sensing element.
In step 304, it is determined if the at least one property value has changed in a manner indicative of a mechanical failure. In such case, according to step 305, a mechanical failure is reported, e.g., by sending a warning signal through interface 53 to an aircraft on-board communication unit.
According to the method of
In the method according to
Further, in step 502, the artificial intelligence engine is trained with property values of states of mechanical failure of the component. For example, several possible failure scenarios are implemented such as a burst duct or a burned through surface having a hole. For these failure scenarios, a plurality of properties of the waves reflected from the component are determined and also stored, e.g., in memory 52 of control and evaluation unit 5 of
In one embodiment, only step 501 or step 502 is implemented. However, to increase the artificial intelligence of the artificial intelligence engine and its ability to discriminate between the state devoid of mechanical failure and states of mechanical failure, it is preferable to train the artificial intelligence engine both on the state devoid of mechanical failure and states of mechanical failure, thus implementing both steps 501 and 502.
In step 503, at least one property value of the reflected waves for the current state of the component is determined. For example, an actual time delay value is determined. This value is fed in step 504 in the artificial intelligence engine. The artificial intelligence engine determines in step 505 if the change is indicative of a mechanical failure. Such determination is a direct result of the artificial intelligence engine. If so, in step 506, a mechanical failure is reported. If not, the method continues with step 503.
The artificial intelligence engine may be implemented in central processing unit 51 or may be implemented as a separate component of the control and evaluation unit 5.
There exist multiple failure scenarios of why damage can be created to a gas turbine engine, such failure scenarios including a burst duct of a pressurized air pipe, a combustor burn through, a failed open bleed valve, a liquid (oil, flued, hydraulic fluid) pipe leak and a cooling system airflow failure.
In this respect, it is pointed out that, in an embodiment, the radar sensing element 4 may be configured to steer the beam of radio waves into different directions such that a high intensity beam can be directed to different areas and to different components.
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It should be understood that the above description is intended for illustrative purposes only and is not intended to limit the scope of the present disclosure in any way. For example, it is pointed out that the present invention is not limited in its application to a propulsion system but may be implemented at the whole aircraft level. Other embodiments regard, among others, an anti-ice system in an aircraft wing or the cargo bay of the aircraft.
Also, those skilled in the art will appreciate that other aspects of the disclosure can be obtained from a study of the drawings, the disclosure, and the appended claims. All methods described herein can be performed in any suitable order unless otherwise indicated herein or otherwise clearly contradicted by context. Various features of the various embodiments disclosed herein can be combined in different combinations to create new embodiments within the scope of the present disclosure. In particular, the disclosure extends to and includes all combinations and sub-combinations of one or more features described herein. Any ranges given herein include any and all specific values within the range and any and all sub-ranges within the given range.
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