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内蒙古自治区呼和浩特市赛罕区大学西街235号 邮编: 010021
作者机构:Kunming Univ Sci & Technol Fac Land Resource Engn Kunming 650093 Yunnan Peoples R China Qujing Normal Univ Coll Informat Engn Qujing 655011 Yunnan Peoples R China
出 版 物:《SENSORS AND MATERIALS》 (Sens. Mater.)
年 卷 期:2018年第30卷第11期
页 面:2577-2587页
核心收录:
学科分类:12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 08[工学] 0804[工学-仪器科学与技术] 0805[工学-材料科学与工程(可授工学、理学学位)]
基 金:National Natural Science Foundation of China [41861054, 41561083] Yunnan Province Science and Technology Department and Education Department Project, China [2015FA016, 2017FH001-067, 2017FH001-117, 2016ZDX127]
主 题:integrated navigation seamless positioning PF algorithm EKF algorithm
摘 要:Because of the location failure of the global positioning system (GPS) in dense urban areas and indoor environments, a seamless positioning system based on GPS, Beidou, and digital television multimedia broadcasting (DTMB), which has nonlinear model characteristics, has been proposed. This paper focuses on the dynamic positioning tracking effect of two kinds of nonlinear filtering algorithm under the three-dimensional planar variable turn model (PVTM);that is, the nonlinear filtering algorithm mainly contains an extended Kalman filter (EKF) and a particle filter (PF). Our simulation has been carried out from two aspects;on one hand, the number of particles affects the position tracking precision in the PF algorithm. On the other hand, the location tracking effects of the PF and EKF algorithms have been comparatively analyzed using the same simulation model. Theoretical analysis and simulation results show that the filtering trajectories of EKF and PF are basically consistent with the real trajectory, but the tracking performance of the PF algorithm is higher than that of the EKF algorithm. Error means of 500 and 100 particles are 2.8736 and 5.3601 m, respectively. The error mean of EKF is 11.2065 m. The seamless positioning system can meet the positioning accuracy, coverage, and real-time performance requirements. The feasibility and superiority of the seamless positioning system have been proved. Such studies have positive practical and profound historically significant effects on the positioning system in the development of China s independent intellectual property rights based on DTMB and Beidou signals.