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A new stochastic model considering satellite clock interpolation errors in precise point positioning
Authors:Shengli Wang  Fanlin Yang  Wang Gao  Lizi Yan  Yulong Ge
Institution:1. Key Laboratory of Surveying and Mapping Technology on Island and Reef, National Administration of Surveying, Mapping and Geoinformation, Qingdao 266590, China;2. College of Geomatics, Shandong University of Science and Technology, Qingdao 266590, China;3. Institute of Ocean Engineering, Shandong University of Science and Technology, Qingdao 266590, China;4. School of Transportation, Southeast University, Nanjing 210096, China;5. National Time Service Centre, Chinese Academy of Sciences, Xi’an 710600, China
Abstract:Precise clock products are typically interpolated based on the sampling interval of the observational data when they are used for in precise point positioning. However, due to the occurrence of white noise in atomic clocks, a residual component of such noise will inevitable reside within the observations when clock errors are interpolated, and such noise will affect the resolution of the positioning results. In this paper, which is based on a twenty-one-week analysis of the atomic clock noise characteristics of numerous satellites, a new stochastic observation model that considers satellite clock interpolation errors is proposed. First, the systematic error of each satellite in the IGR clock product was extracted using a wavelet de-noising method to obtain the empirical characteristics of atomic clock noise within each clock product. Then, based on those empirical characteristics, a stochastic observation model was structured that considered the satellite clock interpolation errors. Subsequently, the IGR and IGS clock products at different time intervals were used for experimental validation. A verification using 179 stations worldwide from the IGS showed that, compared with the conventional model, the convergence times using the stochastic model proposed in this study were respectively shortened by 4.8% and 4.0% when the IGR and IGS 300-s-interval clock products were used and by 19.1% and 19.4% when the 900-s-interval clock products were used. Furthermore, the disturbances during the initial phase of the calculation were also effectively improved.
Keywords:Precise point positioning  Atomic clock noise  Interpolation error  Stochastic model
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