The present disclosure relates to aircraft health monitoring, and more particularly to assessing the structural health of airframes in rotorcraft.
Aerospace vehicles, such as airplanes and helicopters, may face sources of potential damage such as from flight loads, ground loads, the external environment and non-deterministic sources such as foreign object debris (FOD) or other items that can cause damage by impacting or striking the vehicle. The damage sources can stress and damage the structure of the vehicle, leading to repairs or safety concerns.
Traditional approaches to such potential damage is to replace or repair an aircraft assembly or a portion thereof once damage has been incurred. Replacement or repair just on the appearance of damage, without any assessment of how the structural integrity or flight safety may have been effected, can result in unnecessary significant costs, negatively impact aircraft availability, and add significant weight. This approach typically does not provide information relating to the overall structural health and/or flight safety for the airframe structural assembly. Therefore, out of an abundance of caution, a traditional approach may require that components or entire assemblies be repaired or replaced, even though the assembly may be able to perform missions without repair/replacement.
Such traditional 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 assessing the overall structural health of an airframe structural assembly so as to eliminate unnecessary inspection and repairs and thereby increase availability. The present disclosure provides a solution for this need.
A method of determining structural health of an assembly includes determining a Margin of Safety (MSH) value for at least one of a plurality of components in the assembly when the assembly is healthy. The method includes determining if damage to the assembly has occurred. If damage to the assembly has occurred, the method includes determining a Margin of Safety (MSD) value for at least one of the plurality of components in the assembly when the assembly is damaged. The method includes determining a Structural Health Index (SHI) of the assembly based on the MSD value for the at least one undamaged component.
In some embodiments, the assembly can be a composite section of a rotorcraft airframe.
In accordance with some embodiments, determining the MSH value for the at least one of the plurality of components includes comparing an allowable load for the at least one of the plurality of components to the applied load for the at least one of the plurality of components, wherein the applied load is determined through the use of an finite element analysis (FEA) model. Determining the MSD value for the at least one undamaged component can include scaling its MSH value based on increased loads due to the load redistribution with the following equation:
where LH is a baseline load on the undamaged component before the load redistribution, and where LD is a post-damage load on the at least one undamaged component after the load redistribution. Determining the post-damage load (LD) for the at least one undamaged component can include considering a plurality of load cases for each undamaged component and generating a load envelope for each undamaged component using a plurality of baseline loads (LH) acting on the undamaged component before the load redistribution. Generating the load envelope for each undamaged component can include expanding the load envelope using pre-determined rules to generate a broadened load envelope.
In some embodiments, the method includes determining the LD for the at least one undamaged component by using a FEA model that reattributes a load that would have been carried by one or more of the damaged components to at least one of the undamaged components. The method can include re-determining the LD for one or more of the undamaged components when one or more of the initial MSD values for at least one other undamaged component is negative to generate at least one updated MSD value based on the re-determined LD. Re-determining the LD can include using a FEA model that reattributes a load that would have been carried by one or more of the damaged components and one or more of the undamaged components having negative initial MSD values to at least one of the undamaged components that had positive initial MSD values.
It is contemplated that determining if damage to at least one of the plurality of components has occurred can include receiving a strain measurement from a sensor coupled to at least one of the plurality of components of the assembly. Determining if damage to at least one of the plurality of components has occurred can include visually inspecting at least one of the plurality of components.
In some embodiments, the method includes displaying a repair indicator on a graphical user interface (GUI) if the SHI exceeds a pre-determined threshold. The method can include continuously updating and displaying a status indicative of the SHI on a GUI. Determining the SHI of the assembly can include determining a component contribution parameter for at least one component of the assembly based on the MSD value for that component. Determining the SHI of the assembly can include summing the component contribution parameters for the components of the assembly. Determining the SHI of the assembly can include determining an adjustment factor by comparing the sum of the component contribution parameters for the components of the assembly to pre-determined reference values. Determining the SHI of the assembly can include determining an adjusted Margin of Safety (MSA) for the assembly by subtracting the adjustment factor from the minimum positive MSD value for the components of the assembly. Determining the SHI of the assembly can include comparing the adjusted MSA for the assembly to pre-determined reference values.
In accordance with another aspect, a structural health assessment system for a multi-load-path assembly includes a plurality of assembly components. At least one sensor is operatively connected to at least one of the plurality of components to capture damage-indicating data for at least one of the plurality of assembly components. A processor is in operative communication with at least one of the sensors to receive damage-indicating data therefrom. A memory is in operative communication with the processor having program instructions for determining structural health of an assembly. The program instructions being executable by the processor to perform the method as described above.
The system can include a GUI operatively connected to the processor to receive data therefrom. The GUI can display a repair indicator if the SHI exceeds a pre-determined threshold. The GUI can continuously display a status indicative of the SHI based on continuously updated real-time data from the processor. The plurality of assembly components can together form at least one of a cabin section assembly, a tail pylon assembly, a cockpit section assembly, a nose section assembly, or the like.
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 structural health assessment system for an assembly, e.g. an aircraft assembly, in accordance with the disclosure is shown in
Embodiments described herein provide systems and methods for assessing structural health in an aircraft assembly by determining a Structural Health Index (SHI) that describes the overall health condition for a redundant, e.g. multi-load-path, damage tolerant, airframe structural assembly. The SHI describes the overall health condition for the airframe structural assembly and provides actionable information for maintenance decisions that reflects the overall damage state and fitness for service of the airframe.
Referring to
With reference now to
As shown in
The SHI can be a numerical indicator ranging from 0.0 to 1.0. For example, a SHI of 0.0 means healthy, while 1.0 indicates need for repair. Thresholds from 0.0 to 1.0 can be specified to prompt various actions such as watch, warning and repair. The SHI can be determined for each major section or zone, e.g. cabin, tail cone, etc., of the redundant, damage tolerant, composite airframe assembly based on combining margin of safety for each constituent component. The SHI indicates whether a need exists to repair based on predicted structural load carrying capability. The SHI is determined by the method described below with respect to
As shown by the schematic finite element analysis (FEA) model in
With continued reference to
In view of the above, the system 100 and elements therein illustrated in
As shown in
The Allowable Load is a conservative estimate of the failure load of the component when healthy and typically remains constant for a given healthy component. The Applied Load is the load acting on the component for some specific load condition in the operating envelope, also known as a limit load, and is determined through the use of a FEA model.
The method 200 includes determining if damage to at least one of the plurality of components has occurred, as shown schematically by box 206. Determining if damage to at least one of the plurality of components has occurred includes receiving a strain measurement from a sensor, e.g. sensor 28, coupled to at least one of the plurality of components of the aircraft assembly to determine changes in the strain pattern, as shown schematically by box 208. In some configurations, determining if damage to one of the plurality of components has occurred includes visually or ultrasonically inspecting at least one of the plurality of components, and/or receiving data from other structural health monitoring systems (either strain-based or non strain-based) designed to localize damage on structures, or the like, also shown schematically by box 208. As shown in
If damage to at least one of the plurality of components has occurred, the method includes determining a Margin of Safety (MSD) value for at least one undamaged component in the assembly when the assembly is damaged based on a post-damage applied load (LD) on the at least one undamaged component after load redistribution in the assembly, as shown schematically by box 210.
The method 200 includes determining a plurality of post-damage applied loads (LD) for each undamaged component to account for multiple load cases by using a FEA model that reattributes a load that would have been carried by one or more of the damaged components to the at least one undamaged component, as shown schematically by box 214. The FEA determines a given post-damage applied load (LD) for each of a plurality of load cases, e.g. several hundred or more load cases for a given undamaged component.
Determining the MSD value for at least one undamaged component includes considering a plurality of load cases for each undamaged component and generating an MSD value based on the smallest ratio of a baseline load (LH) on the undamaged component before the load redistribution to post-damage applied load (LD), as shown schematically by box 211. Determining the MSD value for a given undamaged component is done by using the following equation:
where LH is an applied load on the undamaged component before the load redistribution for the given load case. Essentially, Equation 2 scales MSH based on the extent to which the loads are outside the bounds of what the component was originally designed to sustain for a given load case.
With continued reference to
It is also contemplated that a plurality of MSD values for a given component can be calculated using Equation 2 and the pre- and post-distribution loads (LH and LD) associated with the plurality of load cases. In that instance, the worst case MSD value for the component can be used for the SHI analysis discussed below.
With continued reference to
With continued reference to
Once positive MSD values are obtained for all un-damaged and positive margin components in the structure, the SHI can be determined. The SHI is intended to provide the maintainer with actionable information about the structural health of an aircraft zone in a damage tolerant, redundant (multiple load paths) assembly, e.g. a composite aircraft assembly. A zone refers to a significant aircraft assembly, e.g. the cabin section or tail pylon, for example.
The method 200 includes determining the SHI of a given aircraft assembly based on the MSD value for the at least one undamaged component, as indicated schematically by box 218. Determining the SHI of the aircraft assembly includes determining a component contribution parameter “Z” for at least one component of the aircraft assembly based on the MSD value for that component, as indicated schematically by box 220 (per the left hand curve in Chart 1). For each component in the assembly, the component contribution parameter is computed according to the left hand curve in Chart 1, below. For component margin of safety less than zero, the component contribution parameter is 1.0. For “sufficiently high” MSD values, the component contribution parameter is zero. A linear relationship is assumed between MSD=0 and the cutoff point indicated by the green arrow in the figure. This “sufficiently high” margin cutoff point is a tunable parameter, based on durability, risk tolerance, degree of conservatism required for the particular assembly.
Chart 1 shows a calculation of component contribution parameter ‘Z’ given MSD (left) for each component, and calculation of resulting assembly MS adjustment factor given the sum of the component contribution parameters ‘Z’ (right). These relationships represent an intermediate step to computing SHI. The curve shapes can be tuned as desired.
Determining the SHI of the aircraft assembly includes summing the component contribution parameters for the components of the aircraft assembly, shown schematically by box 222. Determining the SHI of the aircraft assembly includes determining an Adjustment Factor by comparing the sum of the component contribution parameters for the components of the aircraft assembly to pre-determined reference values, as indicated schematically by box 224 (per the right hand curve in Chart 1). The Adjustment Factor is a function of the sum of the component contribution parameters for the components computed according to Equation 3 below and represented by the right hand curve in Chart 1, above. The parameters A and k are tunable parameters that modify the curve shape shown in the right hand curve of Chart 1. Parameter A is a predefined asymptotic value for the Adjustment Factor and k is the rate at which the Adjustment Factor approaches A as a function of the summed value of component contribution parameter “Z” for one or more components. A single value of Adjustment Factor is returned for the entire assembly.
The Adjustment Factor acts to quantify the fact that multiple components with low margins of safety result in higher risk to the assembly than a single component with low margin, which would otherwise be lost if the analysis simply used the minimum positive component MSD value for the margin of safety for the assembly.
Determining the SHI of the aircraft assembly includes determining an adjusted Margin of Safety (MSA) for the aircraft assembly by subtracting the Adjustment Factor from the minimum positive MSD value for the components of the aircraft assembly, as indicated schematically by box 226, and as shown by Equation 4 below:
MSA=min(MSD)−Adjustment Factor Equation 4
As shown notionally by Equation 4, the MSA of the aircraft assembly is a function of two key factors: the absolute lowest positive MSD value out of all the un-damaged components in the assembly that were used to generated the adjustment factor and the adjustment factor. In addition to the very lowest positive MSD value, the MSA for the aircraft assembly takes into account the presence of other low MSD values in the assembly. In this way, the overall SHI for the assembly (which is a function of MSA) is penalized when more than one component has a reduced MSD value compared to the healthy or as-designed condition. Determining the SHI of the aircraft assembly includes comparing the MSA for the aircraft assembly to pre-determined reference values, as indicated schematically by box 226 and by Equation 5, below.
SHI=f(MSA) Equation 5
To determine the SHI, the MSA for the aircraft assembly is mapped to a 0-1 SHI scale using predetermined reference values, examples of the pre-determined reference values are represented by Chart 2, below. The mapping is performed according to the curve shown in Chart 2. By definition, for a structural assembly in pristine condition, SHI is 0.0. For an assembly level adjusted margin less than zero, SHI is nominally 1.0 (requires repair “now”). Repair could be recommended for SHI value exceeding 0.8, for example. The adjustable repair threshold is an operational decision; it is not part of the SHI computation procedure. For sufficiently high assembly level adjusted margin, the SHI would be zero meaning that the structure can carry its intended design loads. Between the two bounds for adjusted margins there is an application- or platform-specific gray scale mapping for SHI according to the curve.
Chart 2 is a function to map the MSA for the assembly to SHI between 0.0 and 1.0. The curve shape can be tuned to meet the needs of a specific platform or desired maintenance environment (e.g. wartime vs peacetime, etc.).
The method 200 includes displaying a repair indicator on a graphical user interface (GUI), e.g. the GUI 34, if the SHI exceeds a pre-determined threshold, as indicated schematically by box 228. This can include continuously updating and displaying a status indicative of the SHI on GUI. SHI can be displayed/reported through the GUI or another means in a number of ways. First, SHI can be discrete, as shown in Table 1, below, where the SHI value is binned into some small number of well-defined categories and then an indicator (e.g. a green, yellow or red light) can be used to signal the status to a user. Alternatively, SHI can be reported as a continuous number between zero and one, where 0.0 is pristine and 1.0 means the structure can no longer carry the required loads. The SHI value is a strong function of the margin of safety of the components that comprise the assembly, particularly the minimum margin of safety. Having the ability to show various “shades” of green, yellow, or red rather than limiting to three bins may be desirable to provide additional insight into the remaining capability, particularly when the SHI is “yellow”. When the structure is in the “watch” condition, it may be useful to estimate how long until a repair becomes necessary, and whether the structure is still capable of severe missions.
It is also contemplated that the corresponding levels can have an engineering definition rooted in residual strength characterized by margin of safety, also as shown in Table 1.
The methods and systems of the present disclosure, as described above and shown in the drawings, provide for structural health assessment systems and methods with superior properties including, for example, the ability to distinguish damaged airframes that are safe to fly from damaged airframes that require repair. While the apparatus and methods of the subject disclosure have been shown and described with reference to preferred embodiments, those skilled in the art will readily appreciate that changes and/or modifications may be made thereto without departing from the scope of the subject disclosure.
This application is a National Stage application of PCT/US2017/057189 filed Oct. 18, 2017, the entire contents of which are hereby incorporated by reference.
This invention was made with government support under contract number W911W6-13-2-0006 awarded by the United States Army. The government has certain rights in the invention.
Filing Document | Filing Date | Country | Kind |
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PCT/US2017/057189 | 10/18/2017 | WO | 00 |