Presentation 2010-03-04
An Area Layout-based MAP Estimation for Indoor Localization
Daisuke ANZAI, Shinsuke HARA,
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Abstract(in English) To improve the performance of an RSSI-based location estimation method, we have so far proposed area layout-based maximum a posterirori (MAP) location estimation method for a stationary target. For the MAP location estimation, we have derived the priori probability density function of a target location, and shown the improvement of the estimation accuracy by computer simulations, experiments and theoretical analyses. In this paper, we apply the area layout-based MAP estimation technique to the tracking problem of a moving target with an infinite impulse response (IIR) filter and a particle filter. The results of experiments demonstrate that the area layout-based MAP estimation technique can improve the location estimation performance for not only a stationary target but also a moving target. Furthermore, our experiments show that the MAP location tracking with the IIR filter outperforms that with the particle filter in terms of estimation accuracy and computational complexity.
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Keyword(in English) target tracking / received power / maximum a posteriori estimation
Paper # IT2009-84,ISEC2009-92,WBS2009-63
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Conference Information
Committee ISEC
Conference Date 2010/2/25(1days)
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Paper Information
Registration To Information Security (ISEC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) An Area Layout-based MAP Estimation for Indoor Localization
Sub Title (in English)
Keyword(1) target tracking
Keyword(2) received power
Keyword(3) maximum a posteriori estimation
1st Author's Name Daisuke ANZAI
1st Author's Affiliation Graduate School of Engineering, Osaka City University()
2nd Author's Name Shinsuke HARA
2nd Author's Affiliation Graduate School of Engineering, Osaka City University
Date 2010-03-04
Paper # IT2009-84,ISEC2009-92,WBS2009-63
Volume (vol) vol.109
Number (no) 445
Page pp.pp.-
#Pages 6
Date of Issue