TY - GEN
T1 - GPS receiver failure detection method in high dynamic environment
AU - Li, Junyi
AU - Wang, Yandong
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/6/5
Y1 - 2018/6/5
N2 - In high dynamic environment, the accuracy of GPS positioning is polluted by multiple failures. The failure types of GPS receiver in high dynamic environment are investigated in the paper, such as divergent position error and surge of velocity error, which are caused by rapid attitude changing and high dynamic stress on tracking loop. To detect the GPS failures, it is common to use the Receiver Autonomous Integrity Monitor (RAIM). However, the application of this method is constrained by some conditions. In the paper, Geometric Dilution of Precision (GDOP) check method, Chi-Square residual method and double-state Chi-Square method are presented for detecting failures in high dynamic environment. These approaches combine the innovation and raw observations to promote failure detection. As the rocket changes attitude rapidly, the satellites in view vary fast, therefore the coefficient matrix of single point positioning, which affects GDOP, reconstructs simultaneously. In order to make sure the position accuracy meets the requirements, GDOP is used as the detected value. Meanwhile, the auxiliary of Strap-Down Inertial Navigation (SINS) is utilized for failure detection. To verify the effectiveness of the proposed methods, a self-developed simulation platform covering all procedures of failure detection is employed. The key challenge of these methods is to set the appropriate thresholds for different detected values. For GDOP, the threshold can be derived from the estimated variances of position errors, while others can be calculated based on the variance of the detected value and the false alarm rate. As the result of the simulation, the performance of each method under different simulation environments is evaluated and the best method is selected for the specific failure.
AB - In high dynamic environment, the accuracy of GPS positioning is polluted by multiple failures. The failure types of GPS receiver in high dynamic environment are investigated in the paper, such as divergent position error and surge of velocity error, which are caused by rapid attitude changing and high dynamic stress on tracking loop. To detect the GPS failures, it is common to use the Receiver Autonomous Integrity Monitor (RAIM). However, the application of this method is constrained by some conditions. In the paper, Geometric Dilution of Precision (GDOP) check method, Chi-Square residual method and double-state Chi-Square method are presented for detecting failures in high dynamic environment. These approaches combine the innovation and raw observations to promote failure detection. As the rocket changes attitude rapidly, the satellites in view vary fast, therefore the coefficient matrix of single point positioning, which affects GDOP, reconstructs simultaneously. In order to make sure the position accuracy meets the requirements, GDOP is used as the detected value. Meanwhile, the auxiliary of Strap-Down Inertial Navigation (SINS) is utilized for failure detection. To verify the effectiveness of the proposed methods, a self-developed simulation platform covering all procedures of failure detection is employed. The key challenge of these methods is to set the appropriate thresholds for different detected values. For GDOP, the threshold can be derived from the estimated variances of position errors, while others can be calculated based on the variance of the detected value and the false alarm rate. As the result of the simulation, the performance of each method under different simulation environments is evaluated and the best method is selected for the specific failure.
KW - Failure detection methods
KW - GPS receiver
KW - High dynamic
UR - https://www.scopus.com/pages/publications/85048888626
U2 - 10.1109/PLANS.2018.8373400
DO - 10.1109/PLANS.2018.8373400
M3 - 会议稿件
AN - SCOPUS:85048888626
T3 - 2018 IEEE/ION Position, Location and Navigation Symposium, PLANS 2018 - Proceedings
SP - 349
EP - 354
BT - 2018 IEEE/ION Position, Location and Navigation Symposium, PLANS 2018 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2018 IEEE/ION Position, Location and Navigation Symposium, PLANS 2018
Y2 - 23 April 2018 through 26 April 2018
ER -