Skip to main content
Top
Published in: Optimization and Engineering 3/2020

04-10-2019 | Research Article

GPS localization problem: a new model and its global optimization

Authors: Xiaohui Wang, Hao Zhang, Yong Xia

Published in: Optimization and Engineering | Issue 3/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We establish a new fractional squared least squares (FSLS) optimization model for the GPS localization problem. It provides more accurate solutions than the classical squared least squares model. We reformulate (FSLS) as a univariate optimization, where the functional evaluation corresponds to the generalized trust region subproblem. We employ the branch and bound algorithm to globally solve (FSLS) and establish the convergence. It further motivates a much faster iterative heuristic algorithm. Numerical examples are presented to show the accuracy of the new model (FSLS) and the efficiency of the two algorithms.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Footnotes
1
\(\lceil x\rceil\) denotes the smallest integer larger than or equal to x.
 
Literature
go back to reference Abel JS (1994) A variable projection method for additive components with application to GPS. IEEE Trans Aerosp Electron Syst 30:928–930CrossRef Abel JS (1994) A variable projection method for additive components with application to GPS. IEEE Trans Aerosp Electron Syst 30:928–930CrossRef
go back to reference Beck A, Pan D (2012) On the solution of the gps localization and circle fitting problems. SIAM J Optim 22(1):108–134MathSciNetCrossRef Beck A, Pan D (2012) On the solution of the gps localization and circle fitting problems. SIAM J Optim 22(1):108–134MathSciNetCrossRef
go back to reference Calvo R, Gómez E, Domingo R (2013) Circle fitting from the polarity transformation regression. Precis Eng 37(4):908–917CrossRef Calvo R, Gómez E, Domingo R (2013) Circle fitting from the polarity transformation regression. Precis Eng 37(4):908–917CrossRef
go back to reference Fortin C, Wolkowicz H (2004) The trust region subproblem and semidefinite programming. Optim Methods Softw 19:41–67MathSciNetCrossRef Fortin C, Wolkowicz H (2004) The trust region subproblem and semidefinite programming. Optim Methods Softw 19:41–67MathSciNetCrossRef
go back to reference Moré JJ (1993) Generalizations of the trust region problem. Optim Methods Softw 2:189–209CrossRef Moré JJ (1993) Generalizations of the trust region problem. Optim Methods Softw 2:189–209CrossRef
go back to reference Qi HD, Xiu N, Yuan X (2013) A Lagrangian dual approach to the single-source localization problem. IEEE Trans Signal Process 61(15):3815–3826MathSciNetCrossRef Qi HD, Xiu N, Yuan X (2013) A Lagrangian dual approach to the single-source localization problem. IEEE Trans Signal Process 61(15):3815–3826MathSciNetCrossRef
go back to reference Stoica P, Li J (2006) Source localization from range-difference measurements. IEEE Signal Process Mag 23:63–65CrossRef Stoica P, Li J (2006) Source localization from range-difference measurements. IEEE Signal Process Mag 23:63–65CrossRef
Metadata
Title
GPS localization problem: a new model and its global optimization
Authors
Xiaohui Wang
Hao Zhang
Yong Xia
Publication date
04-10-2019
Publisher
Springer US
Published in
Optimization and Engineering / Issue 3/2020
Print ISSN: 1389-4420
Electronic ISSN: 1573-2924
DOI
https://doi.org/10.1007/s11081-019-09470-1

Other articles of this Issue 3/2020

Optimization and Engineering 3/2020 Go to the issue

Premium Partners