Probabilistic Positioning of a Mooring Cable in Sonar Images for In-Situ Calibration of Marine Sensors

被引:3
|
作者
Oliveira, Antonio J. [1 ,2 ]
Ferreira, Bruno M. [1 ,2 ]
Cruz, Nuno A. [1 ,2 ]
Diamant, Roee [3 ,4 ]
机构
[1] Univ Porto, INESC PLXSPACE TEC, P-4099002 Porto, Portugal
[2] Univ Porto, Fac Engn, P-4099002 Porto, Portugal
[3] Univ Haifa, Hatter Dept Marine Technol, IL-3498838 Haifa, Israel
[4] Univ Zagreb, Fac Elect & Comp Engn, Zagreb 10000, Croatia
关键词
Underwater cables; Sonar; Sensors; Sonar detection; Image sensors; Optical sensors; Calibration; cable detection; sensor calibration; template matching; factor graph; dynamic programming; underwater localization; underwater robotics; UNDERWATER; SYSTEM;
D O I
10.1109/TMC.2024.3354126
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The calibration of sensors stationed along a cable in marine observatories is a time-consuming and expensive operation that involves taking the mooring out of the water periodically. In this paper, we present a method that allows an underwater vehicle to approach a mooring, in order to take reference measurements along the cable for in-situ sensor calibration. We use the vehicle's Mechanically Scanned Imaging Sonar (MSIS) to identify the cable's reflection within the sonar image. After pre-processing the image to remove noise, enhance contour lines, and perform smoothing, we employ three detection steps: 1) selection of regions of interest that fit the cable's reflection pattern, 2) template matching, and 3) a track-before-detect scheme that utilized the vehicle's motion. The later involves building a lattice of template matching responses for a sequence of sonar images, and using the Viterbi algorithm to find the most probable sequence of cable locations that fits the maximum speed assumed for the surveying vessel. Performance is explored in pool and sea trials, and involves an MSIS onboard an underwater vehicle scanning its surrounding to identify a steel-core cable. The results show a sub-meter accuracy in the multi-reverberant pool environment and in the sea trial. For reproducibility, we share our implementation code.
引用
收藏
页码:8855 / 8868
页数:14
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