• DocumentCode
    337945
  • Title

    GPS estimation algorithm using stochastic modeling

  • Author

    Nardi, S. ; Pachter, M.

  • Author_Institution
    Inst. of Technol., Wright-Patterson AFB, OH, USA
  • Volume
    4
  • fYear
    1998
  • fDate
    16-18 Dec 1998
  • Firstpage
    4498
  • Abstract
    The use of direct, or closed-form, solutions of the trilateration equations for obtaining the position fix in the GPS receiver is investigated. A new closed-form position determination algorithm that works in the presence of pseudorange measurement noise and for an arbitrary number of satellites n, where n⩾4, using stochastic modeling is developed. The closed-form algorithm provides an estimate of the GPS solution, viz., user position and user clock bias, as well as the estimation error covariance. The direct algorithm is a two step procedure which, (1) entails the solution of a linear regression problem, and, (2) an update of the solution based on an additional nonlinear measurement equation. Realistic simulation experiments are performed and the direct algorithm´s performance is discussed and compared to the iterative least squares algorithm currently used in GPS
  • Keywords
    Global Positioning System; covariance analysis; error analysis; noise; radio receivers; stochastic processes; GPS estimation algorithm; GPS receiver; Kalman update algorithm; closed-form algorithm; closed-form position determination algorithm; closed-form solution; direct algorithm; direct solution; estimation error covariance; iterative least squares algorithm; linear regression problem; nonlinear measurement equation; position fix; pseudorange measurement noise; satellites; simulation experiments; stochastic modeling; trilateration equations; two step procedure; user clock bias; user position; Clocks; Equations; Estimation error; Global Positioning System; Iterative algorithms; Noise measurement; Position measurement; Satellites; Stochastic processes; Stochastic resonance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 1998. Proceedings of the 37th IEEE Conference on
  • Conference_Location
    Tampa, FL
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-4394-8
  • Type

    conf

  • DOI
    10.1109/CDC.1998.762029
  • Filename
    762029