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扩展卡尔曼滤波在Lorenz(1963)系统中的应用
引用本文:费剑锋,王志刚,韩岳琪,侯志明.扩展卡尔曼滤波在Lorenz(1963)系统中的应用[J].解放军理工大学学报,2005,6(6):598-603.
作者姓名:费剑锋  王志刚  韩岳琪  侯志明
作者单位:解放军93263部队,辽宁,锦州,121012;解放军75100部队,广西,柳州,545002;解放军理工大学,气象学院,江苏,南京,211101
摘    要:为了考查EKF(extended Kalman filter)数据同化方法应用于非线性动力学系统的基本特点和性质,简单回顾了扩展卡尔曼滤波数据同化方法的基本原理,并在不考虑模式误差的情况下,将其应用于Lorenz(1963)方程,进行了数据同化模拟试验。试验证明:同化效果的好坏与观测精度和观测频率密切相关,存在由于线性化和闭合假设带来的不稳定现象;扩展卡尔曼滤波本身具有强迫纠错作用。

关 键 词:扩展卡尔曼滤波  Lorenz(1963)方程  观测频率  观测精度
文章编号:1009-3443(2005)06-0598-06
收稿时间:2004-11-02
修稿时间:2004年11月2日

Application of extended Kalman filter in Lorenz ( 1963) system
FEI Jian-feng,WANG Zhi-gang,HAN Yue-qi and HOU Zhi-ming.Application of extended Kalman filter in Lorenz ( 1963) system[J].Journal of PLA University of Science and Technology(Natural Science Edition),2005,6(6):598-603.
Authors:FEI Jian-feng  WANG Zhi-gang  HAN Yue-qi and HOU Zhi-ming
Institution:1. No. 93263 Navy of PLA, Jinzhou 121012, China; 2. No. 75100 Navy of PLA, Liuzhou 545002, China; 3. Institute of Meteorology, PLA Univ. of Sci. and Tech. , Nanjing 211101, China
Abstract:For reviewing the elementl characteristic and property as EKF data assimilation method applied in the nonlinear dynamic system,the basic theory of the extended Klaman filter(EKF) data assimilation method was briefly reviewed,and without considering the model error,it was applied to the Lorenz(1963) system,and a numerical simulated test was conducted.The results indicate that the effect of the assimilation has a closed correlation with the frequency and precision of observation,has an instability brought by the spouses of linearization and closed scheme;and the EKF method itself is capable of forcing remedy.
Keywords:EKF(extended Kalman filter)  Lorenz(1963) equations  frequency of observation  precision of observation  
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