2015 · 83 citations · 29 references
EngineeringMarine EngineeringOcean EngineeringMarine RoboticsUnderwater AcousticsUnderwater RoboticsAcoustic SensingAutonomous Underwater VehiclesSimultaneous LocalizationUnderwater LocalizationUnderwater NavigationUnderwater PerceptionAcoustic Emission SensorsExtended Kalman Filter LocalizationLocalization AlgorithmsUnderwater Acoustic SensorsUnderwater MappingUnderwater Navigation SystemsUnderwater SlamUnderwater Vehicle Navigation
SLAM (Simultaneous Localization and Mapping) for underwater vehicles is a challenging research topic due to the limitations of underwater localization sensors and error accumulation over long-term operations. Furthermore, acoustic sensors for mapping often provide noisy and distorted images or low-resolution ranging, while video images provide highly detailed images but are often limited due to turbidity and lighting. This paper presents a review of the approaches used in state-of-the-art SLAM techniques: Extended Kalman Filter SLAM (EKF-SLAM), FastSLAM, GraphSLAM and its application in underwater environments.
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Sebastian Thrun · Communications of the ACM · 2002 · 8K citations
A Tutorial on Graph-Based SLAM
Giorgio Grisetti, Rainer Kümmerle, Cyrill Stachniss et al. · IEEE Intelligent Transportation Systems Magazine · 2010 · 1.3K citations