Variational Maximum Likelihood Method and Its Application to Aerospace Navigation

Authors

  • Viacheslav Mironov St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences
  • Yury Mironov St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences
  • Boris Sokolov St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences https://orcid.org/0000-0002-5151-8147
  • Rafael Yusupov St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences https://orcid.org/0000-0001-8827-4089

DOI:

https://doi.org/10.2478/itms-2013-0003

Keywords:

Boundary conditions, boundary problem, maximum likelihood method, navigation, quality analysis, statistical estimation

Abstract

Variational approach to statistical evaluation of a maximum likelihood state in a nonlinear dynamic system is proposed. Mathematical justification of the approach and comparison with the direct methods showed its advantages concerning the obtained estimates, accuracy, and computational efficiency. Numerical examples of autonomous orbit determination according to navigational data are considered.

References

E. L. Akim, T. M. Eneev, “Evaluation of Motion Parameters of Spacecrafts by Trajectory Measurements”. Space Investigations, 1963, vol. 1, №1 pp 5-50 (in Russian).

I. K. Badjinov, V. I. Aleshin, V. N. Pokuchaev, and V. S. Poliakov, Space Navigation. Moscow: Mashinostroenie, 1975, 352 p., (in Russian).

N. K. Brandin, G. N. Razorenov, Determination of Spacecraft Trajectories. Mashinostroenie, Moscow, 1978, 216 p. (in Russian).

Space Trajectory Measurements. Ed. Agadjanov, Dulevich, Korostilev, Moscow: Sov. Radio, 1969, 504 p (in Russian).

Yu.V. Linnik, Least-Squares Method and the Theory of Observations Processing. Moscow: Fizmatgiz, 1958, 350 p. (in Russian).

V. I. Mironov, Yu. V. Mironov, “Variational Variant of Maximum- likelihood Method in the Problems of Statistical Estimation of States of Nonlinear Dynamic Systems”. SPIIRAS, 2002, 70 p.

V. I. Mironov, Yu. V. Mironov, Variational Approach to Statistical Estimation of Parameters for Orbital Flight. RF. Department of Defense, 2002, 166 p. (in Russian).

V. I. Mironov, Yu. V. Mironov, “Variational Method of Maximum Likelihood”. Proceedings of SPIIRAS, Part 1. Vol 3, SPb, SPIIRAS, 2003, pp. 148-176.

V. I. Mironov, Yu. V. Mironov, “Variational Approach to Estimation of States Parameters in Non Linear Dynamic Systems”. Transactions of SPIIRAS, under the Editorship of R.M. Yusupov, part 2, v 2, SPb, Nauka, 2005, pp. 298-307.

Theory of Spacecraft Flight . Ed. Narimanov and Tihonravov. Moscow: Mashinostroenie, 1972, 608 p. (in Russian).

Statistical Methods for Processing of Observation Results. Ed. by Yusupov R.M. Department of Defense, 1984, 563 p. (in Russian).

N. N. Shapiro, Trajectory Determination by Radar Observations for Ballistic Missiles. Moscow: IL, 1961. 319 p (in Russian).

V. S. Shebshaevich, L. M. Romanov, M. P. Nevolko, “Orbit Determination Using Second-Order Derivatives for Whole and Extendible Samples of Observations”. Space Investigations, 1969, vol 7, №4, pp. 241-249 (in Russian).

P. E. Eliasberg, Motion Determination by Measuring Results. Moscow: Nauka, 1976, 416 p (in Russian).

Downloads

Published

30.12.2021