arrow
Return

Variable Projection Algorithm for GPS Positioning in Multipath Environments Based on Aitken Acceleration Method

delete2024-04-01
delete2
PRE
AI
L
Lianyuan Cheng
J
Jing Chen *
Y
Yanjun Liu
Q
Quanmin Zhu
DOI:10.1109/TII.2023.3342889delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
The multipath effect often reduce global positioning system (GPS) positioning accuracy. Traditional GPS positioning methods usually ignore the multipath effect errors, resulting in poor positioning estimation accuracy. This article proposes a variable projection algorithm based on the Aitken method, which takes into consideration of the multipath effect error with the aim at improving the estimation accuracy, and uses the Aitken acceleration method to increase the convergence rate. In addition, the proposed method is robust to the step-size. Theoretical analysis and simulation examples show the effectiveness of the proposed method.
Keywords:
Aitken acceleration method
global positioning system (GPS) position
multipath effect
parameter estimation
variable projection (VP)

Journal

IEEE Transactions on Industrial Informatics cover
IEEE Transactions on Industrial Informatics
IF:
9.9
Papers:
8.3K
Citations:
6.0W

Organization

U
University of West England
Scholars:
3.2K
Papers: 3.5K
Citations: 5
J
Jiangnan University
Scholars:
3.9W
Papers: 2.7W
Citations: 4.7W