

Experimental design and data processing in a distance navigation problem for position of the object location
https://doi.org/10.26896/1028-6861-2021-87-3-76-84
Abstract
A problem of optimizing the configuration of a navigation measuring system is considered in terms of the experimental design using a distance navigation problem for position of the object location. It is shown that the stated problem is equivalent to the problem of A-optimal experimental design for a regression function (nonlinear in parameters) and can be reduced to a trigonometric model. The response function, Fisher’s information and the sensitivity factor of the navigation system in case of two and three beacons and correlated measurements are presented in an explicit form. Using the equivalence theorem for A-criterion in the case of two-dimensional (plane) distance problem we confirm again the Barabanovs’s result that matrixes of A-optimal designs are the Kolmogorov – Maltsev matrixes. A similar result holds for the D-optimality criterion in the considered case. The effect of the measurement correlation in a distance navigation problem with two and three reference points is considered. The formulas for the sensitivity factors expressed in terms of bearings on the reference points and intersection angle of object are derived. In addition to a problem of optimizing the network configuration, the data processing problem in two-dimensional distance navigation problem with two reference points is also considered. The location of the object is determined in two ways, i.e., using the geometrical method and method of resultants. In the first method the solution of a distance navigation problem comes to the consideration of two independent quadratic equations for determination of the first and the second coordinates of the object. The equations are obtained in the explicit form. The second method also leads to two quadratic equations for determination of the object location. This is an option of the exclusion method which provides for an explicit form of conditions ensuring the solution of the considered problem for determination of the object location. Examples are considered that confirm the stated conclusions.
About the Authors
O. V. VladimirovaRussian Federation
Olga V. Vladimirova
5, ul. Prof. A. Popova, St. Petersburg, 197376Yu. D. Grigoriev
Russian Federation
Yury D. Grigoriev
5, ul. Prof. A. Popova, St. Petersburg, 197376References
1. Grigoriev Yu. D. The Methods of the Optimal Experimental Design: Linear Models. — St. Petersburg: Lan’, 2015. — 320 p. [in Russian].
2. Makarichev Yu. A., Ivannikov Yu. A. Methods of Experimental Design and Data Processing. Tutorial. — Samara: Izd. Samar. gos. tekhn. univ., 2016. — 132 p. [in Russian].
3. Kondrashikhin V. T. Position of the Vessel Location. — Moscow: Transport, 1981. — 206 p. [in Russian].
4. Linnik Yu. V. Method of Least Squares and Principles of the Theory of Observations. — Pergamon Press, 1962. — 360 p.
5. Leskov M. M., Baranov Yu. K., Gavlyuk M. I. Navigation. — Moscow: Transport, 1980. — 344 p. [in Russian].
6. Pokrovsky O. M., Karol S. I. About Optimal Selection of Stations for Climatic Monitoring of Ground Temperature in Northern Hemisphere / Meteorol. Gidrol. 1988. N 9. P. 60 – 71 [in Russian].
7. Brimkulov U. N., Krug G. K., Savanov V. L. Rationalization of a Measuring Network by Criterion of Accuracy of the Mathematical Description of a Field of Norms / Meteorol. Gidrol. 1978. N 7. P. 25 – 34 [in Russian].
8. Burmin V. Yu. A Problem of Experimental Design and Conditionality of the Linear Algebraic Equations System / Tekhn. Kibernet. 1976. N 2. P. 195 – 200 [in Russian].
9. Omel’chenko O. K., Gusyakov V. K. Designing of a Seismic Stations Network for Service of the Tsunami Prevention / Vulkanol. Seismol. 1996. Vol. 18. N 2. P. 68 – 85 [in Russian].
10. Barabanov O. O., Barabanova L. P. Mathematical Problems of a Distance Navigation. — Moscow: Fizmatlit, 2007. — 272 p. [in Russian].
11. Barabanova L. P. About of Sensitivity Factor of Satellite Navigating System / Izv. RAN. Teor. Sist. Upravl. 2007. N 2. P. 144 – 151 [in Russian].
12. Grigoriev Yu. D., Mityagin S. A. Accuracy and Reliability of the Navigation at Definition of a Vessel Location in the Conditions of the Correlated Measurements / Zh. Univ. Vodn. Kommun. 2011. Vol. 3. N 3(11). P. 136 – 140 [in Russian].
13. Novoselov A. A. Mathematical Modelling of the Financial Risks. The Measurement Theory. — Novosibirsk, Nauka, 2001. — 102 p. [in Russian].
14. Grigoriev Yu. D. Actuarial risk theory: becoming in Russia, main problems, and development of concepts. — In book: Applied Methods of Statistical Analysis. Statistical Computation and Simulation / Proceedings of the International Workshop AMSA’2019. — Novosibirsk: NSTU publisher, 2019. P. 11 – 29.
15. Fedorov V. V. Theory of Optimal Experiments. — New York: Acad. Press, 1972. — 292 p.
16. Dette H., Kiss C. Optimal Designs for Rational Regression Models / J. Statist. Theor. Practic. 2015. Vol. 9. N 2. P. 376 – 394.
17. Dette H., Pepelyshev A. Optimal Designs in Regression with correlated Error / Annals of Statistics. Vol. 44. N 1. P. 113 – 152.
18. Grigoriev Yu. D. Q-Optimal Experimental Designs and Close to them Experimental Designs for Polynomial Regression on the Interval / Zavod. Lab. Diagn. Mater. 2020. Vol. 86. N 5. P. 65 – 72. DOI: 10.26896/1028-6861-2020-86-5-65-72 [in Russian].
19. Dette H., Melas V., Shpilev P. Some Explicit Solutions of c-Optimal Design Problems for Polynomial Regression with no Intercept / Ann. Inst. Statist. Math. 2019. Vol. 71. N 4 (November). P. 1 – 22.
20. Grigoriev Yu. D., Melas V. B., Shpilev P. V. Excess of Locally D-optimal Designs and Homothetic Transformations / Vestn. SPb. Univ. Ser 1. Matem. Mekh. Astron. 2017. Vol. 50. N 4. P. 329 – 336 [in Russian].
21. Grigoriev Yu. D., Melas V. B., Shpilev P. V. Excess and saturated D-optimal designs for the rational model. Statistical Papers. DOI: 10.1007/s00362-019-01140-9. Regular Article/ Publisher online: 15 October 2019.
22. Tsekhan O. B. Matrix analysis: The Manual. — Moscow: Forum, 2012. — 360 p. [in Russian].
23. Gantmakher F. R. Theory of Matrixes. — Moscow: Nauka, 1967. — 576 p. [in Russian].
24. Vitchenko A. G. Navigation and Sailing Directions. — Moscow: Pishch. promyshl., 1978. — 432 p. [in Russian].
Review
For citations:
Vladimirova O.V., Grigoriev Yu.D. Experimental design and data processing in a distance navigation problem for position of the object location. Industrial laboratory. Diagnostics of materials. 2021;87(3):76-84. (In Russ.) https://doi.org/10.26896/1028-6861-2021-87-3-76-84