DocumentCode :
680950
Title :
Using Fisher Information Matrix Summary Statistics to Assess the Value of Collaborative Positioning Opportunities
Author :
Schloemann, Javier ; Buehrer, R. Michael
Author_Institution :
Mobile & Portable Radio Res. Group (MPRG), Wireless@Virginia Tech, Blacksburg, VA, USA
fYear :
2013
fDate :
18-20 Nov. 2013
Firstpage :
1316
Lastpage :
1321
Abstract :
In this paper, we consider the value of node collaboration for positioning. In particular, we look at the question of whether or not it is possible to assess the value of a collaborative opportunity using a low-complexity calculation. Using concepts from the optimal design of experiments, we consider the usage of Fisher information matrix summary statistics to provide these low-complexity calculations. These statistics are then evaluated for their abilities to help predict the post-collaboration availability and performance of a positioning solution, as well as their ability to aid in collaborator selection. The analysis is performed for both line-of-sight and non-line-of-sight environments. We show that the summary statistics are useful in assessing the value of collaborative positioning opportunities and discuss their strengths, weaknesses, and computational complexities.
Keywords :
Global Positioning System; computational complexity; matrix algebra; statistical analysis; Fisher information matrix summary statistics; collaborative positioning opportunities; collaborator selection; computational complexities; line-of-sight environments; low-complexity calculation; node collaboration; non-line-of-sight environments; post-collaboration availability; Collaboration; Correlation; Eigenvalues and eigenfunctions; Geometry; Mobile nodes; Nonlinear optics; Collaborative position location; Fisher information; localization; maximum likelihood (ML) estimation; optimal design;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Military Communications Conference, MILCOM 2013 - 2013 IEEE
Conference_Location :
San Diego, CA
Type :
conf
DOI :
10.1109/MILCOM.2013.224
Filename :
6735806
Link To Document :
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