On the comparison of uncertainty criteria for active SLAM
Carrillo Lindado, Henry David
Castellanos Gómez, José Ángel (dir.)
Universidad de Zaragoza,
Escuela de Ingeniería y Arquitectura,
2011
Departamento de Informática e Ingeniería de Sistemas, Área de Ingeniería de Sistemas y Automática
Máster en Ingeniería de Sistemas e Informática
Resumen: 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.
Palabra(s) clave (del autor): robotics ; slam ; mobile robot localization ; map building ; navigation ; exploration ; design of experiments
Tipo de Trabajo Académico: Trabajo Fin de Master

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