Title :
Flow feature extraction for underwater robot localization: Preliminary results
Author :
Muhammad, Naveed ; Strokina, Nataliya ; Toming, Gert ; Tuhtan, Jeffrey ; Kamarainen, Joni-Kristian ; Kruusmaa, Maarja
Author_Institution :
Center for Biorobotics, Tallinn Univ. of Technol., Tallinn, Estonia
Abstract :
Underwater robots conventionally use vision and sonar sensors for perception purposes, but recently bio-inspired sensors that can sense flow have been developed. In literature, flow sensing has been shown to provide useful information about an underwater object and its surroundings. In the light of this, we develop an underwater landmark recognition technique which is based on the extraction and comparison of compact flow features. The proposed features are based on frequency spectrum of a pressure signal acquired by a piezo-resistive sensor. We report experiments in semi-natural (human-made flume with obstacles) and natural (river) underwater conditions where the proposed technique successfully recognizes previously visited locations.
Keywords :
feature extraction; flow sensors; marine navigation; mobile robots; object recognition; piezoresistive devices; sensor placement; bio-inspired sensors; compact flow features; flow feature extraction; flow sensing; frequency spectrum; natural underwater conditions; piezoresistive sensor; pressure signal; seminatural underwater conditions; sonar sensors; underwater landmark recognition technique; underwater object; underwater robot localization; vision sensors; Feature extraction; Histograms; Rivers; Simultaneous localization and mapping; bio-inspired sensors; flow sensing; landmark recognition; underwater robotics;
Conference_Titel :
Robotics and Automation (ICRA), 2015 IEEE International Conference on
Conference_Location :
Seattle, WA
DOI :
10.1109/ICRA.2015.7139317