GPS-based Tracking over WSNs with Delayed and Missing Data using UFIR Filtering

被引:3
|
作者
Uribe-Murcia, Karen [1 ]
Shmaliy, Yuriy S. [1 ]
Andrade-Lucio, Amparo [1 ]
机构
[1] Univ Guanajuato, Dept Elect Engn, Guanajuato, Mexico
关键词
IGNORING NOISE; SYSTEMS; STATE;
D O I
10.1051/matecconf/201821005002
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Vehicles tracking is organized to increase safety in smart cities by localizing cars using the Global Positioning System (GPS). The GPS-based system provides accurate tracking, but is also required to be reliable and robust. As a main estimator, we propose using the unbiased finite impulse response (UFIR) filter, which meets these needs as a more robust alternative to the Kalman filter (KF). The UFIR filter is developed for vehicle tracking in discrete-time state-space over wireless sensor networks (WSNs) with time-stamped discretely delayed on k-step-lags and missing data. The state-space model is represented in a way such that the UFIR filter, KF, and H-infinity filter can be used universally. Applications are given for measurement data, which are cooperatively transferred from a vehicle to a central station through several nodes with k-step-lags. Better tracking performance of the UFIR filter is shown experimentally.
引用
收藏
页数:6
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