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Application of Unscented Kalman Filters, Wavelet Packet Transforms and Feedback Control to Monitoring and Compensate Damaged Aircraft Structures

机译:无味卡尔曼滤波器,小波包变换和反馈控制在监测和补偿受损飞机结构中的应用

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In this paper a scheme for monitoring and control of an aircraft structure isproposed based on based on nonlinear state estimation employing parametricallyinsensitive or sensitive unscented Kalman filters followed by the deployment of astructural controller to compensate for the damage. The measurements are obtainedfrom accelerometers, strain measurements from fiber Bragg sensors and from awavelet packet transform (WPT) filter of the acoustic emission. The WPT filterreveals the structure of the deterministic signal by acting a de-noising filter. By preprocessingthe WPT and reconstituting the acoustic emission, all other contributions tothe emission signal including the emission due to crack initiation is filtered out. Theremaining signal can be considered to be purely a function of the crack propagationphase. Fiber Bragg grating sensors (FBGS) are used to locate regions of maximumstrain.On detecting the damage in a region of maximum strain it is shown that it ispossible to deploy a structural controller to compensate for the damage. The structuralcontroller may be considered to be a compliance controller providing for thepossibility of actively stiffening the damaged structure and also increasing the fracturetoughness. However to be able implement such a controller it is required that a shapememory alloy (SMA) wires are embedded within the structure. The stiffening of thestructure is facilitated by heating the wire so as to transform the wire from a martensitephase to an austenite phase.
机译:在本文中,一种用于监视和控制飞机结构的方案是 参数的非线性状态估计方法的改进 不敏感或敏感的无味卡尔曼滤波器,然后部署 结构控制器以补偿损坏。获得测量值 来自加速度计,来自光纤布拉格传感器和来自传感器的应变测量 声发射的小波包变换(WPT)滤波器。 WPT过滤器 通过使用去噪滤波器揭示确定性信号的结构。通过预处理 WPT和重构声发射,所有其他贡献 包括由于裂纹萌生而产生的发射在内的发射信号被滤除。这 剩余的信号可以认为纯粹是裂纹扩展的函数 阶段。光纤布拉格光栅传感器(FBGS)用于定位最大区域 拉紧。 在检测到最大应变区域中的损坏时,表明它是 可以部署结构控制器来补偿损坏。结构 控制器可以被认为是提供以下内容的合规控制器: 主动加固受损结构并增加断裂的可能性 韧性。然而,为了能够实现这样的控制器,要求形状 记忆合金(SMA)导线嵌入结构中。的僵化 通过加热金属丝以使金属丝从马氏体转变而促进组织的形成 相到奥氏体相。

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