RESEARCH ON SHORT-TERM PREDICTION OF SATELLITE CLOCK ERRORS BASED ON IMPROVED GREY ARMA MODEL
Li Xiaoyu1) ; Yang Yang2) ; Hu Xiaofen1) ; and Jia Ruixi1)
1)Academy of Equipment of PLA, Beijing 101416;2)61081 troops of PLA,Beijing 100094
Abstract As one of the key factors for realizing real time precise point positioning, the precision of clock errors prediction has direct effect on the capability of navigation system. Through considering that the clock errors are composed of trend item and random item, a integrated model is proposed, which combines improved Grey with ARMA model. Using the improved Grey model to establish trend item model at first, and then we extract the random item to build the ARMA model, add them to the predicted results at last. The simulation results verify the feasibility and validity of this integrated method through an example using the precise clock errors from IGS(International GPS Service).
Key words :
clock error prediction
improved Grey model
Auto Regressive Moving Average(ARMA)
integrated model
precision of clock error
Received: 01 January 1900
Corresponding Authors:
Li Xiaoyu
Cite this article:
Li Xiaoyu,Yang Yang,Hu Xiaofen et al. RESEARCH ON SHORT-TERM PREDICTION OF SATELLITE CLOCK ERRORS BASED ON IMPROVED GREY ARMA MODEL[J]. , 2013, 33(1): 59-63.
Li Xiaoyu,Yang Yang,Hu Xiaofen et al. RESEARCH ON SHORT-TERM PREDICTION OF SATELLITE CLOCK ERRORS BASED ON IMPROVED GREY ARMA MODEL[J]. jgg, 2013, 33(1): 59-63.
URL:
http://www.jgg09.com/EN/ OR http://www.jgg09.com/EN/Y2013/V33/I1/59
[1]
LU Tieding,HUANG Jiawei,HE Xiaoxing,Lü Kaiyun. Short-Term Ionospheric TEC Prediction Using EWT-Elman Combination Model [J]. jgg, 2021, 41(7): 666-671.
[2]
YUAN Debao,ZHANG Jian,ZHANG Zhenchao,WEI Shengtao. BDS Clock Error Prediction Based on SAFA-FDGM(1,1) Model [J]. jgg, 2021, 41(7): 672-675.
[3]
LU Tieding,HUANG Jiawei, LU Chunyang,HE Xiaoxing,QIAN Wenlong. Short-Term Ionospheric TEC Prediction Model Based on EWT-ARMA [J]. jgg, 2021, 41(4): 331-335.
[4]
WANG Yupu,XUE Shenhui,WANG Wei,DING Yang,LI Boyu,LIU Fengyu. Effect Analysis of Common Prediction Models Specific to Satellite Clock Bias Based on the Principle of Single Difference Prediction [J]. jgg, 2021, 41(4): 336-341.
[5]
LI Lei,ZHANG Ning,YIN Shuhui,WANG Yizhuo. ARMA Residual Correction Model for Detecting Ionospheric TEC Anomalies before Menyuan MS 6.4 Earthquake [J]. jgg, 2021, 41(4): 382-386.
[6]
HUANG Wenxi, ZHU Fuying, ZHAI Dulin, LIN Jian, QING Yun, LI Xinxing, YANG Jian. Comparative Analysis of BP Neural Network and ARMA Model in Short-Term Prediction of Mid-Latitude TEC [J]. jgg, 2021, 41(3): 262-267.
[7]
LI Wei,LU Tieding,HE Xiaoxing,QIAN Wenlong. Prediction and Analysis of GNSS Vertical Coordinate Time Series Based on Prophet-RF Model [J]. jgg, 2021, 41(2): 116-121.
[8]
HU Yan,WANG Desheng,YANG Yufeng. BDS-3 Ultra-Rapid Clock Offset Prediction Based on EM Algorithm Optimized Relevance Vector Machine [J]. jgg, 2021, 41(12): 1230-1234.
[9]
WU Meifang, SU Hang, ZHANG Zhe. GPS Real-Time Clock Bias Determination Algorithm Based on Connection of Hourly Observation Files [J]. jgg, 2020, 40(7): 730-735.
[10]
ZHOU Yongjiang, YAO Yibin, XIONG Yongliang, SHAN Lulu. Study of Correlation between PWV and PM2.5 Based on Spearman Rank Correlation Coefficient
[J]. jgg, 2020, 40(3): 236-241.
[11]
XU Yangyin,YANG Yuanxi,ZENG Anmin,MA Yueyuan. Accuracy Assessment of Signal in Space of BDS-3 Global System [J]. jgg, 2020, 40(10): 1000-1006.
[12]
. [J]. jgg, 2019, 39(增1): 85-87.
[13]
SHI Kunpeng;GUO Jinyun;ZHANG Yongming;DI Wenqiang. Ionospheric Prediction of SSA Model Based on CMONOC GPS [J]. jgg, 2019, 39(11): 1153-1158.
[14]
RONG Jing,LIU Lilong, KANG Haohua, LI Songqing,ZHOU Lü. The Deformation Prediction of ARMA and PSO-SVM Model Based on Variance Compensation Adaptive Kalman Filter [J]. jgg, 2018, 38(7): 689-694.
[15]
WEN Xufeng,HAO Jinming,HU Xiaogong,TANG Chengpan,WANG Dongxia,CHEN Liucheng,CHANG Zhiqiao,ZHU Lingfeng,WU Shan,LI Xiaojie,JIAO Bo. Feasibility Analysis of Time Synchronization of Beidou Satellite Using Inter-Satellite Observation Data [J]. jgg, 2018, 38(12): 1274-1279.