Goodness-of-fit Tests for Sequential Orbit Determination

Goodness-of-fit tests – sometimes called consistency tests – are useful for investigating the lack of optimality of an estimator. Statistical hypothesis tests involving observation residuals are often recommended; however, the most common diagnostic tests may have limited applicability to general orbit determination. In this paper, some less-familiar test statistics are presented and their usage is modified to apply them to observation residuals that are irregularly spaced with time. The supplemental test statistics are assessed using simulated time-series and sequential-estimation results based on genuine satellite tracking data.

[1]  P. Prescott A mean difference estimator of standard deviation in asymmetrically censored normal samples , 1979 .

[2]  S. Mcreynolds Editing data using sequential smoothing techniques for discrete systems , 1984 .

[3]  J. Bendat,et al.  Random Data: Analysis and Measurement Procedures , 1987 .

[4]  Richard Agi Hujsak The Orbit Determination Tool Kit (ODTK) - Version 5 , 2007 .

[5]  The Mean Square Successive Difference Test , 1980 .

[6]  Peter S. Maybeck,et al.  Stochastic Models, Estimation And Control , 2012 .

[7]  D. G. Watts,et al.  Spectral analysis and its applications , 1968 .

[8]  G. Box,et al.  On a measure of lack of fit in time series models , 1978 .

[9]  David J. Sheskin,et al.  Handbook of Parametric and Nonparametric Statistical Procedures , 1997 .

[10]  Ralph B. D'Agostino,et al.  Goodness-of-Fit-Techniques , 2020 .

[11]  J. Junkins,et al.  Optimal Estimation of Dynamic Systems , 2004 .

[12]  B. Anderson,et al.  Optimal Filtering , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[13]  Noel A Cressie,et al.  A Graphical Procedure for Determining Nonstationarity in Time Series , 1988 .

[14]  Paul Newbold,et al.  Some power studies of a portmanteau test of time series model specification , 1979 .

[15]  Thia Kirubarajan,et al.  Estimation with Applications to Tracking and Navigation: Theory, Algorithms and Software , 2001 .

[16]  Richard A. Davis,et al.  Time Series: Theory and Methods (2nd ed.). , 1992 .

[17]  J. Wright,et al.  Optimal Orbit Determination , 2002 .