第二炮兵工程大学三系
纸质出版:2012
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[1]杨长林,柏秀亮,刘延飞,陈聪,欧迪栋.新息自适应区间Kalman滤波算法及其应用[J].传感器与微系统,2012,31(11):132-135.
YANG Chang-lin, BAI Xiu-liang, LIU Yan-fei, et al. Innovation-based adaptive interval Kalman filtering algorithm and its application[J]. 2012, 31(11): 132-135.
[1]杨长林,柏秀亮,刘延飞,陈聪,欧迪栋.新息自适应区间Kalman滤波算法及其应用[J].传感器与微系统,2012,31(11):132-135. DOI: 10.13873/j.1000-97872012.11.020.
YANG Chang-lin, BAI Xiu-liang, LIU Yan-fei, et al. Innovation-based adaptive interval Kalman filtering algorithm and its application[J]. 2012, 31(11): 132-135. DOI: 10.13873/j.1000-97872012.11.020.
由于BD—2/MIMU紧组合导航系统在实际应用中存在惯性器件参数不确定、BD—2卫星导航系统易受干扰、信号不稳定等情况
采用传统卡尔曼滤波方法不能有效解决上述问题
因此
提出了一种新的鲁棒自适应滤波算法——新息自适应区间卡尔曼滤波(IAIKF)算法
该算法通过将BD—2/MIMU系统模型描述为区间不确定系统
同时通过新息方差的滑动区间最优估计在线自适应调整滤波增益
有效解决量测方差变化剧烈时估计误差迅速增大和系统参数不确定影响滤波估计的问题。仿真表明了该算法的有效性
同时由于该算法给出了导航结果的上下界
对组合导航设计具有重要意义。
In the practical application of the BD—2 /MIMU tightly integrated navigation system
parameter of the inertial components is uncertain and BD—2 satellite navigation system vulnerable to interference
so the traditional Kalman filtering method can’t meet the requirements.A new robust adaptive filtering algorithm which is the innovation-based adaptive interval Kalman filtering(IAIKF) is put forward.In this algorithm
the model of the BD— 2 / MIMU tightly integrated navigation system is described as interval uncertain system
and gain is adjusted according to online information
to effectively solve the measurement error estimation variance when dramatic changes rapidly increases and system parameter uncertainty of filtered estimation influence.The simulation result demonstrates that this method is feasible
and because the algorithm provides bounds of the navigation results
it is very important to design integrated navigation system.
MINS/GPS一体化紧组合导航系统 [J]. 郭美凤,林思敏,周斌,吕少麟,刘刚. 中国惯性技术学报 . 2011(02)
扩展区间Kalman滤波器及其在GPS/INS组合导航中的应用 [J]. 何秀凤,杨光. 测绘学报 . 2004(01)
北斗/微惯导组合导航方法研究 [D]. 何晓峰. 国防科学技术大学 2009
现代信息融合技术在组合导航中的应用[M]. 国防工业出版社 , 卞鸿巍, 2010
Improvement of MEMS-IMU/GPS performance using fuzzy modeling [J] . W. Abdel-Hamid,T. Abdelazim,N. El-Sheimy,G. Lachapelle. GPS Solutions . 2006 (1)
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