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Unscented Particle Filtering for Estimation of Shipboard Deformation Based on Inertial Measurement Units

机译:基于惯性测量单元的舰船变形估计的无味粒子滤波

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Shipboard is not an absolute rigid body. Many factors could cause deformations which lead to large errors of mounted devices, especially for the navigation systems. Such errors should be estimated and compensated effectively, or they will severely reduce the navigation accuracy of the ship. In order to estimate the deformation, an unscented particle filter method for estimation of shipboard deformation based on an inertial measurement unit is presented. In this method, a nonlinear shipboard deformation model is built. Simulations demonstrated the accuracy reduction due to deformation. Then an attitude plus angular rate match mode is proposed as a frame to estimate the shipboard deformation using inertial measurement units. In this frame, for the nonlinearity of the system model, an unscented particle filter method is proposed to estimate and compensate the deformation angles. Simulations show that the proposed method gives accurate and rapid deformation estimations, which can increase navigation accuracy after compensation of deformation.
机译:船载不是绝对的刚体。许多因素可能会导致变形,从而导致已安装设备的较大误差,尤其是对于导航系统。这种错误应得到有效的估计和补偿,否则将严重降低船舶的航行精度。为了估计变形,提出了一种基于惯性测量单元的舰船变形估计的无味粒子滤波方法。用这种方法建立了非线性舰载变形模型。仿真表明由于变形而导致的精度降低。然后提出了姿态加角速度匹配模式作为框架,以使用惯性测量单元估算舰载变形。在此框架下,针对系统模型的非线性,提出了一种无味粒子滤波方法来估计和补偿变形角。仿真表明,该方法能够准确,快速地估计出变形量,补偿变形后可以提高导航精度。

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