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
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