TY - JOUR
T1 - 分组故障检测证据融合多星故障隔离算法
AU - Wang, Hui Bin
AU - Cheng, Yong Mei
AU - Fan, Wei
AU - Li, Song
AU - Gou, Bin
N1 - Publisher Copyright:
© 2019, Editorial Office of Control and Decision. All right reserved.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - In allusion to the increased possibility of multi-satellite faults resulting from the increase of navigation satellite constellation, a multi-satellite faults isolation algorithm based on group fault detection and evidences fusion is proposed. Firstly, all visible satellites are divided into groups and each group is taken as an evidence, and the fault and fault-free belief assignment of every evidence is calculated by fault detection. Then, a reliability based weight calculation method is proposed to realize the multi-evidence fusion in the weighted distribution method, so the situation that fusion result varies with fusion order can be deal with, and the fault and fault-free belief assignment of current satellites can be obtained. Finally, the fault satellites are isolated by taking the mean of all single satellite fault belief assignment as the fault isolation threshold. The relationship between faults isolation effect and group number of the proposed method is analyzed in GPS/BDS navigation mode. Furthermore, contrastive analysis is done among the faults isolation effect of the random search method, the quality value method and the proposed method, which verifies the effectiveness and superiority of the proposed algorithm.
AB - In allusion to the increased possibility of multi-satellite faults resulting from the increase of navigation satellite constellation, a multi-satellite faults isolation algorithm based on group fault detection and evidences fusion is proposed. Firstly, all visible satellites are divided into groups and each group is taken as an evidence, and the fault and fault-free belief assignment of every evidence is calculated by fault detection. Then, a reliability based weight calculation method is proposed to realize the multi-evidence fusion in the weighted distribution method, so the situation that fusion result varies with fusion order can be deal with, and the fault and fault-free belief assignment of current satellites can be obtained. Finally, the fault satellites are isolated by taking the mean of all single satellite fault belief assignment as the fault isolation threshold. The relationship between faults isolation effect and group number of the proposed method is analyzed in GPS/BDS navigation mode. Furthermore, contrastive analysis is done among the faults isolation effect of the random search method, the quality value method and the proposed method, which verifies the effectiveness and superiority of the proposed algorithm.
KW - Fault isolation
KW - Global navigation satellite system
KW - Multi-evidence fusion
KW - Weighted distribution method
UR - http://www.scopus.com/inward/record.url?scp=85071186561&partnerID=8YFLogxK
U2 - 10.13195/j.kzyjc.2017.1570
DO - 10.13195/j.kzyjc.2017.1570
M3 - 文章
AN - SCOPUS:85071186561
SN - 1001-0920
VL - 34
SP - 1265
EP - 1270
JO - Kongzhi yu Juece/Control and Decision
JF - Kongzhi yu Juece/Control and Decision
IS - 6
ER -