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改进非线性自适应卡尔曼滤波器滤波效果分析
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国家自然科学基金项目(51775257)


Analysis of Filtering Effect of Improved Nonlinear Adaptive Kalman Filter
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    摘要:

    为解决机械系统特别是航空液压管路系统振动过程中存在诸多噪声干扰、难以保证对有效振动信号进行准确分析的问题,结合非线性自适应算法、最小二乘法及传统卡尔曼滤波器,设计改进非线性自适应卡尔曼滤波器。通过仿真,在模拟的振动信号中加入随机噪声,并且将滤波前后振动信号的时域图和频域图进行对比。通过实验数据进行滤波效果对比,验证非线性自适应卡尔曼滤波器滤波效果的优越性。

    Abstract:

    There are many noise interferences in the vibration process of mechanical systems,especially aviation hydraulic pipeline systems,it is difficult to ensure the accurate analysis of effective vibration signals.In order to solve the problem,an improved nonlinear adaptive Kalman filter was designed by combining nonlinear adaptive algorithm,least square method and traditional Kalman filter.Through simulation,random noise was added into the simulated vibration signal,and the time domain diagram and frequency domain diagram of the vibration signal before and after filtering were compared.The superiority of nonlinear adaptive Kalman filter was verified by comparing the filtering effect with the experimental data.

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孙杰,于晓光,刘忠鑫,薛政坤,刘佳鸣,郭延稳.改进非线性自适应卡尔曼滤波器滤波效果分析[J].机床与液压,2021,49(22):13-17.
SUN Jie, YU Xiaoguang, LIU Zhongxin, XUE Zhengkun, LIU Jiaming, GUO Yanwen. Analysis of Filtering Effect of Improved Nonlinear Adaptive Kalman Filter[J]. Machine Tool & Hydraulics,2021,49(22):13-17

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  • 在线发布日期: 2023-04-24
  • 出版日期: 2021-11-28