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组合导航信息融合算法的研究 被引量:6

Algorithm of Information Fusion for An Integrated Navigation System
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摘要 以GPS/INS组合导航系统为应用背景,推导了“当前统计”模型下卡尔曼滤波方程的关键矩阵,阐述了卡尔曼滤波器的主要参数对组合导航信息融合效果的影响;给出了组合导航系统的松耦合设计框图;根据实验测得的数据采用基于卡尔曼滤波的信息融合算法,通过对算法改进前后东向误差和北向误差的分析,说明算法改进后的定位精度比改进前高约30%. Based on the GPS/INS integrated navigation system, key matrix of Kalman filtering equa- tion on the kinematics model is deduced in detail. The effect which the key parameters of Kalman filtering bring to information fusion is analyzed qualitatively. The structure of loose integration is also given. According to the test data, the fusion algorithm based on Kalman filter is applied. Compared to the original algorithm in erroneous north and east directions, the orientation precision is improved by about 30 percents.
出处 《北京交通大学学报》 EI CAS CSCD 北大核心 2007年第2期62-66,共5页 JOURNAL OF BEIJING JIAOTONG UNIVERSITY
基金 国家自然科学基金(60332020)
关键词 智能交通工程 组合导航 卡尔曼滤波 信息融合 算法仿真 intelligent transportation system(ITS) integrated navigation system Kalman filter information fusion algorithm simulation
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  • 1[5]J Z Sasiadek and J Khe. Sensor Fusion based on fuzzy kalman filter[ J].IEEE,the second workshop on robot motion and control, October 18 -20,2001.
  • 2[6]J Sasiadek and Q Wang. Sensor Fusion Based on Fuzzy Kalman Filtering for Autonomous Robot Vehicle[C]. proceedings of the 1999 IEEE Int. Conf. on Robotics and Automation.
  • 3[7]J Z Sasiadek and Q Wang ' M B Zeremba. Fuzzy Adaptive Kalman Filtering for INS/GPS Data Fusion[C]. Proceedings of the 15th IEEE International Symposium on Intelligent Control, 2000.
  • 4沈云锋,马林立.基于模糊控制的舰船组合导航Kalman滤波器[J].系统工程与电子技术,2002,24(5):23-25. 被引量:4

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