基于改进卡尔曼滤波的水下旋转舱滚转角动态测量

Ying-jie Shi, Yingkai Xia, Cheng Song, Jun-hui Wu, Fanjun Kong
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引用次数: 1

摘要

横摇角的动态测量对水下旋转舱室的控制至关重要。为此设计了以MEMS陀螺仪为核心的滚动角动态测量装置。在动态测量中,由于噪声和其他干扰,测量装置会产生误差。需要一种滤波算法来抑制干扰。卡尔曼滤波器易于编程,但受非线性因素的影响,影响滤波效果。因此,引入Savitzky-Golay滤波器对滤波器进行修改,以提高测量性能和隔室的控制效果。仿真研究表明,改进后的卡尔曼滤波器具有良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic Measurement of Underwater Rotating Compartment Rolling Angle Based on Modified Kalman Filter
The dynamic measurement of the rolling angle is crucial for the control of the underwater rotating compartment. The rolling angle dynamic measuring device is designed for this purpose, the core of which is MEMS gyroscope. In the dynamic measurement, the measuring device produces errors due to noise and other disturbances. A filtering algorithm is needed to suppress the interference. The Kalman filter is easy to program but subject to nonlinear factors, which affects the filtering effect. Therefore, the Savitzky-Golay filter is introduced to modify the filter with the purpose of improving the measurement performance and the control effect of the compartment. Simulation studies are conducted to demonstrate the satisfying performance of the modified Kalman filter.
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