Least Squares Solutions in Statistical Orbit Determination Using Singular Value Decomposition

Least Squares Solutions in Statistical Orbit Determination Using Singular Value Decomposition
Author: Patrick M. Marshall
Publisher:
Total Pages: 61
Release: 1999-06-01
Genre: Gaussian processes
ISBN: 9781423553120

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This thesis is a partial analysis of the Naval Space Command statistical orbit determination algorithms. Through a process called Differential Correction, data from space surveillance radar observation stations is synthesized with previously accumulated element sets to maintain accurate orbital object position information. Differential Correction is a nonlinear least squares process employing statistical techniques to minimize the residual measurement error thereby increasing relative position information accuracy. This study focuses specifically on the algorithmic methods of solution to the systems of normal equations generated by the Differential Correction process. A comparison and analysis of the present Naval Space Command method and the singular value decomposition method is presented. Algorithmic constructions are presented for both methods and problematic areas are highlighted. The principal focus herein is to demonstrate the benefit of singular value decomposition when attempting to solve systems of equations whose coefficient matrices are dense and nearly singular. These results generalize to commonly employed normal equation solution algorithms and are intended for further study and possible incorporation by Naval Space Command as part of future modernization plans.

Solving Least Squares Problems

Solving Least Squares Problems
Author: Charles L. Lawson
Publisher: SIAM
Total Pages: 348
Release: 1995-12-01
Genre: Mathematics
ISBN: 0898713560

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This Classic edition includes a new appendix which summarizes the major developments since the book was originally published in 1974. The additions are organized in short sections associated with each chapter. An additional 230 references have been added, bringing the bibliography to over 400 entries. Appendix C has been edited to reflect changes in the associated software package and software distribution method.

Satellite Orbits

Satellite Orbits
Author: Oliver Montenbruck
Publisher: Springer Science & Business Media
Total Pages: 378
Release: 2012-12-06
Genre: Science
ISBN: 3642583512

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This modern presentation guides readers through the theory and practice of satellite orbit prediction and determination. Starting from the basic principles of orbital mechanics, it covers elaborate force models as well as precise methods of satellite tracking. The accompanying CD-ROM includes source code in C++ and relevant data files for applications. The result is a powerful and unique spaceflight dynamics library, which allows users to easily create software extensions. An extensive collection of frequently updated Internet resources is provided through WWW hyperlinks.

Astrodynamics

Astrodynamics
Author:
Publisher:
Total Pages: 960
Release: 2000
Genre: Astrodynamics
ISBN:

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Encyclopedia of Measurement and Statistics

Encyclopedia of Measurement and Statistics
Author: Neil J. Salkind
Publisher: SAGE
Total Pages: 1417
Release: 2007
Genre: Psychology
ISBN: 1412916119

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