The application of Radial basis function neural network in the GPS satellite clock bias prediction

[1] 焦月，寇艳红. GPS卫星钟差分析、建模及仿真[J]. 中国科学：物理学力学天文学, 2011, 41(5): 596~601.
Jiao Yue, Kou YanHong. Analysis, modeling simulation of GPS satellite clock errors[J]. Scientia Sinica Phy, Mech & Astron, 2011, 41(5): 596~601.
[2] Senior K L, Ray J R and Beard R L 2008 Characterization of periodic variations in the GPS satellite clocks GPS Solut. 12 2 11~25.
[3] IGS http://igscb.jpl.nasa.gov/.
[4] Y J Heo, J Cho and M B heo. Improving prediction accuracy of GPS satellite clocks with preriodic variation behaviour[J]. Measurement Science and Technology, 2010, 21(7): 073001(8pp).
[5] F. Vernotte, J. Delporte, M. Brunet. Uncertainties of drift coefficients and extrapolation erros: application to clock error predicition[J]. Metrologia, 2001, 38, 325-342.
[6] David W. Allan. Characterization, Optimum Estimation, and Time Prediction of Precision Clocks[J]. IEEE Trans. Ultrason., Ferroelect., Freq. Contr., 1987, vol. 34(6), 647~653.
[7] D. W. Allan. Time and Frequency (Time-Domain) Characterization, Estimation, and Prediction of Precision Clocks and Oscillators. IEEE Trans. Ultrason., Ferroelect., Freq. Contr., 1987, vol. 34, pp. 647~654.
[8] 郑作亚，陈永奇、卢秀山. 灰色模型修正及其在实时GPS卫星钟差预报中的应用研究[J]. 天文学报, 2008, 49(3): 306~320.
ZHENG Zuo-ya, CHEN Yong-qi, LU Xiu-shan. An Improved Grey Model for the Prediction of Real-Time GPS Satellite Clock Bias[J]. ACTA ASTRONOMICA SINICA, 2008, 49(3): 306~320.
[9] 崔先强, 焦文海. 灰色系统模型在卫星钟差预报中的应用[J]. 武汉大学学报.信息科学版, 2005, vol.30. No.5 447~450.
CUI Xianqiang, JIAO Wenhai. Grey System Model for the Satellite Clokc Error Predicting[J]. Geomatics and Information Science of Wuhan University, 2005, vol.30. No.5 447~450.
[10] 朱祥伟，肖华等. 卫星钟差预报的Kalman算法及其性能分析[J]. 宇航学报. 2008, vol.29 (3): 966~970.
ZHU Xiang-wei, XIAO Hua, YONG Shao-wei, ZHUANG Zhao—wen. The Kalman Algorithm Used for Satellite Clock Ofset Prediction and Its Performance Analysis[J]. Joumal of Astronautic, 2008, vol.29(3): 966~970.
[11] Panfilo G and Tavella P. Atomic clock prediction based on stochastic differential equations[J]. Metrologia, 2008, 45(6): s108:s16.
[12] 黄观文，杨元喜，张勤. 开窗分类因子抗差自适应序贯平差用于卫星钟差参数估计与预报[J]. 测绘学报, 2011, 40(1): 15~21.
HUANG Guanwen, YANG Yuanxi, ZHANG Qin. Estimate and Predict Satellite Clock Error Using Adaptively Robust Sequential Adjustment with Classified Adaptive Factors Based on Opening Windows[J]. Acta Geodaetica et Cartographica Sinica, 2011, 40(1): 15~21.
[13] 戴文战，娄海川，杨爱萍. 非线性系统神经网络预测控制研究进展[J]. 控制理论与应用, 2009, 26(5): 521~530.
DAI Wen-zhan, LOU Hai-chuan, YANG Ai-ping. An overview of neural network predictive control for nonlinear systems[J]. Control Theory&Applications, 2009, 26(5): 521~530.
[14] SHARAD B, JAMES R W. Benefits of factorized RBF-based NMPC[J]. Computers and Chemical Engineering, 2002, 26(9):1185~1199.
[15] 郭承军，滕云龙. 神经网络在卫星钟差短期预报钟的应用研究[J]. 测绘科学, 2011, 36(4): 198~200.
GUO Cheng-jun, TENG Yun-long. Application of neural network in satellite clock bias short-term prediction[J]. Science of Surveying and Mapping, 2011, 36(4): 198~200.
[16] 从爽. 面向Matlab工具箱的神经网络理论与应用[M].合肥:中国科技大学出版社,1998.
Cong Shuang. Neural Network Theory and Applications with MATLAB Toolboxes[M]. He Fei: Science and Technology University of China Press, 1998.

The application of Radial basis function neural network in the GPS satellite clock bias prediction

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