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

Antonio J. Oliveira, Bruno M. Ferreira, Nuno A. Cruz, Roee Diamant

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
Pages (from-to)1-15
Number of pages15
JournalIEEE Transactions on Mobile Computing
Volume23
Issue number9
DOIs
StateAccepted/In press - 2024

Bibliographical note

Publisher Copyright:
IEEE

Keywords

  • Cable detection
  • Calibration
  • Image sensors
  • Optical sensors
  • Sensors
  • Sonar
  • Sonar detection
  • Underwater cables
  • dynamic programming
  • factor graph
  • sensor calibration
  • sonar detection
  • template matching
  • underwater localization
  • underwater robotics

ASJC Scopus subject areas

  • Software
  • Computer Networks and Communications
  • Electrical and Electronic Engineering

Fingerprint

Dive into the research topics of 'Probabilistic Positioning of a Mooring Cable in Sonar Images for In-Situ Calibration of Marine Sensors'. Together they form a unique fingerprint.

Cite this