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Carrillo Lindado, Henry David
Castellanos Gómez, José Ángel
On the comparison of uncertainty criteria for active SLAM
http://zaguan.unizar.es/record/6663
In this report, we consider the computation of the D-optimality criterion as a metric for the uncertainty of a SLAM system. Properties regarding the use of this uncertainty criterion in the active SLAM context are highlighted, and comparisons against the A-optimality criterion and entropy are presented. This report shows that contrary to what has been previously reported in the literature, the D-optimality criterion is indeed capable of giving fruitful information as a metric for the uncertainty of a robot performing SLAM. Finally, through various experiments with simulated and real robots, we support our claims and show that the use of D-opt has desirable effects in various SLAM related tasks such as active mapping and exploration.
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application/pdf 2011-11-16
02408nmm 2200000 a 4500 6663
TAZ-TFM-2011-102
eng
Carrillo Lindado, Henry David
On the comparison of uncertainty criteria for active SLAM
Zaragoza
Universidad de Zaragoza
2011
by-nc-sa
Creative Commons
3.0
http://creativecommons.org/licenses/by-nc-sa/3.0/
In this report, we consider the computation of the D-optimality criterion as a metric for the uncertainty of a SLAM system. Properties regarding the use of this uncertainty criterion in the active SLAM context are highlighted, and comparisons against the A-optimality criterion and entropy are presented. This report shows that contrary to what has been previously reported in the literature, the D-optimality criterion is indeed capable of giving fruitful information as a metric for the uncertainty of a robot performing SLAM. Finally, through various experiments with simulated and real robots, we support our claims and show that the use of D-opt has desirable effects in various SLAM related tasks such as active mapping and exploration.
Máster en Ingeniería de Sistemas e Informática
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robotics
slam
mobile robot localization
map building
navigation
exploration
design of experiments
Castellanos Gómez, José Ángel
dir.
Universidad de Zaragoza
Informática e Ingeniería de Sistemas
Ingeniería de Sistemas y Automática
hcarri@unizar.es
3010857
http://zaguan.unizar.es/TAZ/EINA/2011/6663/TAZ-TFM-2011-102.pdf
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