No-calibration localisation for indoor wireless sensor networks

被引:0
|
作者
Dieng, N'deye Amy [1 ]
Chaudet, Claude [2 ]
Toutain, Laurent [1 ]
Ben Meriem, Tayeb [3 ]
Charbit, Maurice [4 ]
机构
[1] Telecom Bretagne, Inst Mines Telecom, IRISA, F-29238 Brest 3, France
[2] Telecom ParisTech, Inst Mines Telecom, CNRS LTCI UMR 5141, F-75214 Paris 13, France
[3] Orange Lab Network Carrier R&D, F-92794 Issy Les Moulineaux, France
[4] Telecom ParisTech, Inst Mines Telecom, CNRS LTCI UMR 5141, F-75634 Paris 13, France
关键词
wireless localisation; RSSI; received signal strength indicator; path loss; MLE; maximum likelihood estimation; log-normal shadowing; experimentation;
D O I
10.1504/IJAHUC.2014.059908
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose and evaluate an algorithm and a few variations to exclude aberrant landmarks before performing a maximum likelihood estimator in order to evaluate a mobile node position in a 1 hop indoor wireless network more accurately. We exclude data coming from landmarks based on a global likelihood to alleviate the effects of multipath propagation and replace this data with a constant bias. We compare the cases when one, two or three landmarks are excluded with the classical unbiased maximum likelihood estimator over three different testbeds. We then evaluate a heuristic approach that does not need to examine all possible subsets of landmarks but selects excluded landmarks based on a threshold on the bias. Results indicate that, depending on the testbed characteristics, one strategy or the other can lead to better results, but in most cases the performance is improved w.r.t. classical maximum likelihood estimation.
引用
收藏
页码:200 / 214
页数:15
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