Global Systems for Mobile Position Tracking Using Kalman and Lainiotis Filters

被引:1
作者
Assimakis, Nicholas [1 ]
Adam, Maria [2 ]
机构
[1] Technol Educ Inst Cent Greece, Dept Elect Engn, Lamia Athens 35100, Lamia, Greece
[2] Univ Thessaly, Dept Comp Sci & Biomed Informat, Lamia 35100, Greece
来源
SCIENTIFIC WORLD JOURNAL | 2014年
关键词
DISCRETE; ALGORITHMS;
D O I
10.1155/2014/130512
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present two time invariant models for Global Systems for Mobile (GSM) position tracking, which describe the movement in x-axis and y-axis simultaneously or separately. We present the time invariant filters as well as the steady state filters: the classical Kalman filter and Lainiotis Filter and the Join Kalman Lainiotis Filter, which consists of the parallel usage of the two classical filters. Various implementations are proposed and compared with respect to their behavior and to their computational burden: all time invariant and steady state filters have the same behavior using both proposed models but have different computational burden. Finally, we propose a Finite Impulse Response (FIR) implementation of the Steady State Kalman, and Lainiotis filters, which does not require previous estimations but requires a well-defined set of previous measurements.
引用
收藏
页数:8
相关论文
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