TY - JOUR
T1 - RAIM algorithm based on fuzzy clustering analysis
AU - Gu, Shouzhou
AU - Bei, Jinzhong
AU - Shi, Chuang
AU - Dang, Yaming
AU - Zheng, Zuoya
AU - Cui, Congcong
N1 - Publisher Copyright:
© 2019 Tech Science Press.
PY - 2019
Y1 - 2019
N2 - With the development of various navigation systems (such as GLONASS, Galileo, BDS), there is a sharp increase in the number of visible satellites. Accordingly, the probability of multiply gross measurements will increase. However, the conventional RAIM methods are difficult to meet the demands of the navigation system. In order to solve the problem of checking and identify multiple gross errors of receiver autonomous integrity monitoring (RAIM), this paper designed full matrix of single point positioning by QR decomposition, and proposed a new RAIM algorithm based on fuzzy clustering analysis with fuzzy c-means (FCM). And on the condition of single or two gross errors, the performance of hard or fuzzy clustering analysis were compared. As the results of the experiments, the fuzzy clustering method based on FCM principle could detect multiple gross error effectively, also achieved the quality control of single point positioning and ensured better reliability results.
AB - With the development of various navigation systems (such as GLONASS, Galileo, BDS), there is a sharp increase in the number of visible satellites. Accordingly, the probability of multiply gross measurements will increase. However, the conventional RAIM methods are difficult to meet the demands of the navigation system. In order to solve the problem of checking and identify multiple gross errors of receiver autonomous integrity monitoring (RAIM), this paper designed full matrix of single point positioning by QR decomposition, and proposed a new RAIM algorithm based on fuzzy clustering analysis with fuzzy c-means (FCM). And on the condition of single or two gross errors, the performance of hard or fuzzy clustering analysis were compared. As the results of the experiments, the fuzzy clustering method based on FCM principle could detect multiple gross error effectively, also achieved the quality control of single point positioning and ensured better reliability results.
KW - FCM
KW - Integrity
KW - RAIM
KW - Single point positioning
UR - https://www.scopus.com/pages/publications/85065260621
U2 - 10.32604/cmes.2019.04421
DO - 10.32604/cmes.2019.04421
M3 - 文章
AN - SCOPUS:85065260621
SN - 1526-1492
VL - 119
SP - 281
EP - 293
JO - CMES - Computer Modeling in Engineering and Sciences
JF - CMES - Computer Modeling in Engineering and Sciences
IS - 2
ER -