使用视觉惯性融合方法的四旋翼传感和控制

Ping Li, M. Garratt, A. Lambert
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引用次数: 3

摘要

提出了一种用于低成本无人机状态估计与控制的视觉惯性融合方法。将二值模板匹配算法与基于梯度的光流计算算法相结合。该方法能够处理大位移、光照变化,并具有亚像素精度。在地平面假设下,采用雅可比运动模型求解无标度线速度,并在扩展卡尔曼滤波(EKF)框架下将无标度线速度与惯性测量相融合,估计出度量速度和高度。已经在室内和室外进行了一些飞行试验,以评估拟议方法的性能。
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Sensing and control of a quadrotor using a visual inertial fusion method
A visual inertial fusion method is proposed in this paper for the state estimation and control of a low-cost Unmanned Aerial Vehicle. A binary template matching algorithm is combined with a gradient based algorithm to compute optic flow (OF). The proposed OF method is capable of handling large displacement, illumination variation and gives subpixel accuracy. With a ground plane assumption, the Jacobian motion model is employed to solve for the unscaled linear velocity, which is fused with inertial measurements in an Extended Kalman Filter (EKF) framework to estimate metric speed and altitude. A number of flight tests have been conducted both indoors and outdoors to evaluate the performance of the proposed approach.
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