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基于变长扫描模型的故障检测方法及其在GPS/INS组合导航系统中的应用
引用本文:任孝平,蔡自兴,贺汉根,薛志超. 基于变长扫描模型的故障检测方法及其在GPS/INS组合导航系统中的应用[J]. 机器人, 2011, 33(4): 502-508. DOI: 10.3724/SP.J.1218.2011.00502
作者姓名:任孝平  蔡自兴  贺汉根  薛志超
作者单位:1. 中南大学信息科学与工程学院智能科学与技术系,湖南,长沙,410083
2. 国防科学技术大学机电工程与自动化学院,湖南,长沙,410073
3. 哥本哈根大学生命科学学院,丹麦,哥本哈根,2100
基金项目:国家自然科学基金重大项目(90820302),国家自然科学基金资助项目(60805027); 国家博士点基金资助项目(200805330005)
摘    要:提出了一种基于变长扫描模型的故障检测方法.该方法对待检测的时间序列数据进行差减操作求得相应的差减序列,由于跳跃点会影响两个相邻差减序列的统计特性,因此通过当前差减序列来估计即将来临的下一时刻的取值区间,进而判断下一时刻是否足跳跃点,从而实现故障检测,考虑算法的时间复杂度,设计了扫描窗口的变长机制,以在检测精度和检测速度...

关 键 词:故障检测  扫描模型  跳跃点  差减序列  GPS/INS组合导航系统

Fault Detection Method Based on Varying-Length Scanning Model and Its Application to the Integrated GPS/INS Navigation System
REN Xiaoping,CAI Zixing,HE Hangen,XUE Zhichao. Fault Detection Method Based on Varying-Length Scanning Model and Its Application to the Integrated GPS/INS Navigation System[J]. Robot, 2011, 33(4): 502-508. DOI: 10.3724/SP.J.1218.2011.00502
Authors:REN Xiaoping  CAI Zixing  HE Hangen  XUE Zhichao
Affiliation:REN Xiaoping~1,CAI Zixing~1,HE Hangen~2,XUE Zhichao~3 (1.Department of Intelligence Science and Technology,School of Information Science and Engineering,Central South University,Changsha 410083,China,2.College of Mechatronic Engineering and Automation,National University of Defence Technology,Changsha 410073,3.Faculty of Health Science,University of Copenhagen,Copenhagen 2100,Danmark)
Abstract:A fault detection method based on varying-length scanning model is proposed.This method performs minus-operation on the time series data to be detected and then gets the corresponding difference minus sequence.The statistic characters of two neighboring difference minus sequences are affected due to the change point,so the proposed method estimates the value interval at next time through current difference minus sequence,and then realizes fault detection by estimating whether the change point exists at next...
Keywords:fault detection  scanning model  change point  minus sequence  integrated GPS/INS(global positioning system/inertial navigation system)navigation system  
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