AbstractsComputer Science

Development, Evaluation and Validation of a Stereo Camera Underwater SLAM Algorithm

by Marc Hildebrandt




Institution: Universität Bremen
Department: FB3
Degree: PhD
Year: 2014
Record ID: 1102343
Full text PDF: http://elib.suub.uni-bremen.de/edocs/00103684-1.pdf


Abstract

In this work the development of an algorithm for visual underwater localization is described. It spans the complete process from the initial idea, the development of a suitable underwater vehicle for testing to the algorithm's experimental validation in real underwater environments. Besides the development and validation of the visual SLAM algorithm, the methodology for its evaluation is a key aspect of this work. The resulting SURE-SLAM algorithm uses a stereo camera system and basic vehicle sensors (AHRS, DPS) to compute a complete, error-bounded localization solution for underwater vehicles in real-time with similar quality as state-of-the-art acoustically stabilized dead-reckoning approaches. The robustness of the algorithm as well as its limitations and failure-cases are established by extensive field testing with the AUV Dagon, which was developed during this thesis as test and evaluation vehicle.