使用固定目标角度数据的四种滤波器的比较

N.P. Nelson
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引用次数: 1

摘要

比较了用于平滑移动平台上传感器接收的仅角度数据的四种滤波器。比较了X-Y坐标系下的最小二乘滤波器和卡尔曼滤波器。比较了两种卡尔曼极坐标滤波器(一种是传统的,一种是改进的)。给出了比较位置误差,并讨论了误差曲线的形状与测量误差和时间的关系。总的来说,卡尔曼滤波器更容易控制和适应环境,提供更小的位置误差,特别是较大的测量误差。在测量误差较大的情况下,改进的极性滤波器的稳定性优于传统的极性滤波器。改进的极性滤波器略优于X-Y滤波器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A comparison of four filters that use angle data from a fixed target
Four filters used to smooth the angle-only data received by a sensor on a moving platform are compared. A least-squares filter and a Kalman filter in X-Y coordinates are compared. Two Kalman polar filters (a conventional one and a modified one) are included in the comparison. Comparative position errors are shown, and the shapes of the error curves as a function of measurement error and time are discussed. In general, the Kalman filters were easier to control and adapt to the environment and provided smaller position errors, particularly with larger measurement errors. The modified polar filter was better than the conventional polar filter because of a greater stability in the presence of large measurement errors. The modified polar filter was slightly better than the X-Y filter.<>
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