Technical Papers
Mar 27, 2017

Extension of Internal Reliability Analysis Regarding Separability Analysis

Publication: Journal of Surveying Engineering
Volume 143, Issue 3

Abstract

Minimal detectable bias (MDB) describes a system’s general ability to detect the existence of a single outlier. However, successful identification probability is closely related to the correlations between w-statistics. When the correlation is high, the validity of the MDB as a system internal reliability index is weakened. Based on the correlation coefficient, the probabilities of committing missed detection and wrong exclusion can also be estimated; however, the latter might be significant, inducing obvious discrepancies between the actual successful identification rate and the preset value dominated by the MDB. In this paper, given a threshold to the probability of wrong exclusion, a minimal separability bias (MSB), usually larger than the MDB, is obtained using an analytic method, which can control both the probability of missed detection and of wrong exclusion. Compared with previous work, the MSB described here is expressed by an algebraic formula, which simplifies the calculation and promotes its practical application.

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Acknowledgments

The authors are grateful to the three reviewers and the editors for their very helpful comments, which greatly improved this paper. This work is supported by the National Natural Science Funds of China (Grant 41504022); the Key Laboratory of Watershed Ecology and Geographical Environment Monitoring, National Administration of Surveying, Mapping and Geoinformation (Grant WE2015001); and the State Key Laboratory of Geodesy and Earth’s Dynamics (Grant SKLGED2016-3-3-E).

References

Arnold, S. F. (1981). The theory of linear models and multivariate analysis, Wiley, New York.
Baarda, W. (1968). “A testing procedure for use in geodetic networks.” Neth. Geodetic Commission, 2(5).
Duchnowski, R. (2010). “Median-based estimates and their application in controlling reference mark stability.” J. Surv. Eng., 47–52.
Duchnowski, R. (2013). “Hodges–Lehmann estimates in deformation analyses.” J. Geod., 87(10–12), 873–884.
Förstner, W. (1983). “Reliability and discernability of extended Gauss-Markov models.” Seminar on Mathematical Models to Outliers and Systematic Errors, Series A, No. 98, Deutsche Geodätische Kommision, Munich, Germany, 79–103.
Hawkins, D. M. (1980). Identification of outliers, Chapman & Hall, London.
Hekimoğlu, S. (1997). “Finite sample breakdown points of outlier detection procedures.” J. Surv. Eng., 15–31.
Hekimoğlu, S. (1999). “Robustifying conventional outlier detection procedures.” J. Surv. Eng., 69–86.
Hekimoglu, S., and Berber, M. (2003). “Effectiveness of robust methods in heterogeneous linear models.” J. Geod., 76(11–12), 706–713.
Hekimoglu S., and Erenoglu R. C. (2005). “A test for Baarda’s internal reliability theory.” Proc., Int. Symp. on Modern Technologies, Education and Professional Practice in Geodesy and Related Fields.
Knight, N. L., Wang, J., and Rizos, C. (2010). “Generalised measures of reliability for multiple outliers.” J. Geod., 84(10), 625–635.
Koch, K. R. (1999). Parameter estimation and hypothesis testing in linear models, 2nd Ed., Springer, Berlin.
Koch, K. R. (2015). “Minimal detectable outliers as measures of reliability.” J. Geod., 89(5), 483–490.
Li, D. R. (1985). “Trennbarkeit und Zuverlässigkeit bei zwei verschiedenen alternativhypothesen im Gaus-Markoff-Modell.” Acta Geod. Gartogra. Sin., 14(2), 92–110.
Prószyński, W. (2010). “Another approach to reliability measures for systems with correlated observations.” J. Geod., 84(9), 547–556.
Prószyński, W. (2015). “Revisiting Baarda’s concept of minimal detectable bias with regard to outlier identifiability.” J. Geod., 89(10), 993–1003.
Ryan, S., and Lachapelle, G. (2001). “Marine positioning multiple multipath error detection.” Hydrogr. J., 100, 3–11.
Schaffrin, B. (1997). “Reliability measures for correlated observations.” J. Surv. Eng., 126–137.
Snow, K. B. (2002). Applications of parameter estimation and hypothesis testing to GPS network adjustments, No. 465, Geodetic and Geoinformation Science, Dept. of Civil and Environmental Engineering and Geodetic Science, Ohio State Univ., Columbus, OH.
Teunissen, P. J. G. (1990). “Quality control in integrated navigation systems.” IEEE Aerosp. Electron. Syst. Mag., 5(7), 35–41.
Teunissen, P. J. G. (1998). “Minimal detectable biases of GPS data.” J. Geod., 72(4), 236–244.
Teunissen, P. J. G. (2000). Testing theory, an introduction, Delft Univ. Press, Delft, Netherlands.
Wang, J., and Chen, Y. (1994). “On the reliability measure of observations.” Acta Geod. Cartogr. Sin., 23(4), 252–258.
Wang, J., and Chen, Y. (1999). “Outlier detection and reliability measures for singular adjustment models.” Geomatics Res. Aust., 71, 57–72.
Wang, J., and Knight, N. L. (2012). “New outlier separability test and its application in GNSS positioning.” J. Global Positioning Syst., 11(1), 46–57.
Yang, L., Wang, J., Knight, N. L., and Shen, Y. (2013). “Outlier separability analysis with a multiple alternative hypotheses test.” J. Geod., 87(6), 591–604.

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Go to Journal of Surveying Engineering
Journal of Surveying Engineering
Volume 143Issue 3August 2017

History

Received: Jun 15, 2016
Accepted: Dec 12, 2016
Published online: Mar 27, 2017
Published in print: Aug 1, 2017
Discussion open until: Aug 27, 2017

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Authors

Affiliations

Assistant Professor, College of Surveying and Geo-informatics, Tongji Univ., Shanghai 200092, China; Key Laboratory of Watershed Ecology and Geographical Environment Monitoring, National Administration of Surveying, Mapping and Geoinformation, Nanchang 330209, China; State Key Laboratory of Geodesy and Earth’s Dynamics, Wuhan 430077, China (corresponding author). E-mail: [email protected]
Bofeng Li
Professor, College of Surveying and Geo-informatics, Tongji Univ., Shanghai 200092, China.
Yunzhong Shen
Professor, College of Surveying and Geo-informatics, Tongji Univ., Shanghai 200092, China.
Chris Rizos
Professor, School of Civil and Environmental Engineering, Univ. of New South Wales, Sydney 2052, Australia.

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