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A nonlinear position and attitude observer on SE(3) using landmark measurements

机译:使用界标测量的SE(3)上的非线性位置和姿态观测器

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摘要

This paper addresses the problem of position and attitude estimation, based on landmark readings and velocity measurements. A derivation of a nonlinear observer on SE(3) is presented, using a Lyapunov function conveniently expressed as a function of the difference between the estimated and the measured landmark coordinates. The resulting feedback laws are explicit functions of the landmark measurements and velocity readings, exploiting the sensor information directly in the observer. The proposed observer yields almost global asymptotic stabilization of the position and attitude errors and exponential convergence in any closed ball inside the region of attraction. Also, it is shown that the asymptotic convergence of the estimation error trajectories is shaped by the landmark geometry and observer design parameters. The problem of non-ideal velocity readings is also considered, and the observer is augmented to compensate for bias in the angular and linear velocity measurements. The resulting position, attitude, and bias estimation errors are shown to converge exponentially fast to the desired equilibrium points, for bounded initial estimation errors. Simulation results are presented to illustrate the stability and convergence properties of the observer.
机译:本文根据地标读数和速度测量值解决了位置和姿态估计问题。提出了使用Lyapunov函数方便地表示为SE(3)上非线性观测器的派生函数,该函数表示为估计的和测量的界标坐标之间的差异的函数。由此产生的反馈律是界标测量和速度读数的显式功能,直接在观察者中利用传感器信息。拟议中的观察者在吸引区域内的任何封闭球中产生了位置和姿态误差的几乎全局渐近稳定以及指数收敛。此外,还表明,估计误差轨迹的渐近收敛是由界标几何形状和观察者设计参数决定的。还考虑了非理想速度读数的问题,并且增加了观察者以补偿角速度和线速度测量中的偏差。对于有限的初始估计误差,显示的结果位置,姿态和偏差估计误差以指数形式快速收敛到所需的平衡点。仿真结果表明了观测器的稳定性和收敛性。

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