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MSISpIC: A Probabilistic Scan Matching Algorithm Using a Mechanical Scanned Imaging Sonar
- Source :
- Recercat. Dipósit de la Recerca de Catalunya, instname, Scopus-Elsevier, Journal of physical agents, 2009, vol. 3, núm. 1, p. 3-11, Articles publicats (D-ATC), DUGiDocs – Universitat de Girona, RUA. Repositorio Institucional de la Universidad de Alicante, Universidad de Alicante (UA)
- Publication Year :
- 2013
- Publisher :
- Red de Agentes Físicos, 2013.
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Abstract
- 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. This research was sponsored by the Spanish government (DPI2005-09001-C03-01) and FREEsubNET (MRTN-CT-2006-036186).
- Subjects :
- Engineering
Vehicles submergibles
Matching (graph theory)
business.industry
Probabilistic logic
Ciencia de la Computación e Inteligencia Artificial
Computer algorithms
Displacement (vector)
Extended Kalman filter
Control and Systems Engineering
Autonomous robots
Path (graph theory)
Range (statistics)
Robot
Algorismes computacionals
Computer vision
Artificial intelligence
business
Software
Blossom algorithm
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Recercat. Dipósit de la Recerca de Catalunya, instname, Scopus-Elsevier, Journal of physical agents, 2009, vol. 3, núm. 1, p. 3-11, Articles publicats (D-ATC), DUGiDocs – Universitat de Girona, RUA. Repositorio Institucional de la Universidad de Alicante, Universidad de Alicante (UA)
- Accession number :
- edsair.doi.dedup.....4a68cdd909c2ef52485f359340123524