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MSISpIC: A Probabilistic Scan Matching Algorithm Using a Mechanical Scanned Imaging Sonar
Hernàndez Bes, Emili; Ridao Rodríguez, Pere; Ribas Romagós, David; Batlle i Grabulosa, Joan
This paper compares two well known scan matching algorithms: the MbICP and the pIC. As a result of the study, it is proposed the MSISpIC, a probabilistic scan matching algorithm for the localization of an Autonomous Underwater Vehicle (AUV). The technique uses range scans gathered with a Mechanical Scanning Imaging Sonar (MSIS), and the robot displacement estimated through dead-reckoning with the help of a Doppler Velocity Log (DVL) and a Motion Reference Unit (MRU). The proposed method is an extension of the pIC algorithm. Its major contribution consists in: 1) using an EKF to estimate the local path traveled by the robot while grabbing the scan as well as its uncertainty and 2) proposing a method to group into a unique scan, with a convenient uncertainty model, all the data grabbed along the path described by the robot. The algorithm has been tested on an AUV guided along a 600m path within a marina environment with satisfactory results
17-09-2013
-Vehicles submergibles
-Autonomous robots
-Algorismes computacionals
-Computer algorithms
Attribution-ShareAlike 3.0 Spain
http://creativecommons.org/licenses/by-sa/3.0/es/
Article
Article - Versió publicada
Red de Agentes Físicos
         

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