| 差分线性化EKF滤波方法研究 |
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| 引用本文： | 邹卫军,薄煜明. 差分线性化EKF滤波方法研究[J]. 计算机工程与应用, 2009, 45(9): 64-66. DOI: 10.3778/j.issn.1002-8331.2009.09.018 |
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| 作者姓名： | 邹卫军 薄煜明 |
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| 作者单位： | 南京理工大学,自动化学院,南京,210094;南京理工大学,自动化学院,南京,210094 |
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| 摘 要： | 针对扩展卡尔曼滤波(EKF)框架下非线性模型线性化时雅克比矩阵计算复杂且精度难以保证的情况,提出一种基于差分线性化的EKF算法。该方法用目标位置的量测值和状态一步估值作差分的方法代替雅克比阵的计算。通过蒙特卡洛仿真表明,差分EKF在保证跟踪精度的前提下,大大简化了复杂的求导运算,适合于实际的跟踪系统应用。
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| 关 键 词： | 非线性滤波 扩展卡尔曼滤波 雅克比矩阵 差分线性化 |
| 收稿时间： | 2008-02-20 |
| 修稿时间： | 2008-4-28 |
Research of EKF based on differential linearization |
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| ZOU Wei-jan,BO Yu-ming. Research of EKF based on differential linearization[J]. Computer Engineering and Applications, 2009, 45(9): 64-66. DOI: 10.3778/j.issn.1002-8331.2009.09.018 |
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| Authors: | ZOU Wei-jan BO Yu-ming |
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| Affiliation: | ZOU Wei-jun,BO Yu-ming College of Automation,Nanjing University of Science , Technology,Nanjing 210094,China |
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| Abstract: | The Jocabi matrix is the key of nonlinear model's linearization in the EKF framework.Generally,the calculation is complex and is hard to get the satisfied precision.To solve this problem,this paper introduces a kind of EKF based on difference-linearization.In this method,the calculation of Jocabi matrix is replaced by the defference-calcution between the measurement of target's position and the one-step estimation of target's status.This paper has the Monte Carlo simulation for the difference-linearization ... |
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| Keywords: | nonlinear filtering extended Kalman filter Jacobi matrix difference-linearization |
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