Fault tolerant low cost IMUS for UAVs

E. D’Amato, M. Mattei, A. Mele, I. Notaro, V. Scordamaglia
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引用次数: 12

Abstract

In this paper a Fault Tolerant system for the attitude estimation of an Unmanned Aerial Vehicle (UAV) using low cost magnetometers, accelerometers, and gyroscopes, implemented in an Inertial Measurement Unit (IMU) is proposed. An approach based on the Unscented Kalman Filter (UKF) for Detection, Isolation and Reconfiguration is investigated in the presence of a Hardware Duplex IMU mounted on board for flight control purposes. A state automaton, with comparative logics, detects if anomalies occurr on one of the two IMUs; then based on a comparison between the measured variables and their UKF estimations, the fault is isolated and identified. The proposed approach is an alternative to standard Hardware Triplex IMU architectures based on triple physical redundancy. At the expense of a higher computational cost and a small delay in isolating faults, the UKF based approach allows to limit the number of IMUs to two, or to guarantee a fail safe behavior in the presence of a double fault, even if contemporary, with Triplex IMUs. Experimental results on the implementation of a multiple IMU platform on a quadrotor flight control board are finally presented.
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用于无人机的低成本容错IMUS
提出了一种基于低成本磁强计、加速度计和陀螺仪的无人机姿态估计容错系统,该系统在惯性测量单元(IMU)中实现。研究了一种基于Unscented卡尔曼滤波(UKF)的检测、隔离和重构方法,该方法是在机载硬件双工IMU上进行飞行控制的。具有比较逻辑的状态自动机检测两个imu中的一个是否发生异常;然后基于测量变量和它们的UKF估计之间的比较,隔离和识别故障。提出的方法是基于三重物理冗余的标准硬件三重IMU体系结构的替代方案。以较高的计算成本和隔离故障的小延迟为代价,基于UKF的方法允许将imu的数量限制在两个,或者在出现双故障时保证故障安全行为,即使是当代的Triplex imu。最后给出了在四旋翼飞行控制板上实现多IMU平台的实验结果。
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