Low-cost underwater localisation using single-beam echosounders and inertial measurement units

Underwater robot localisation is challenging as it cannot rely on sensors such as the GPS due to electromagnetic wave attenuation or optical cameras due to water turbidity. SONARs are immune to these issues, hence they are used as alternatives for underwater navigation despite lower spatial and temp...

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Main Authors: Abu Bakr Azam, Kong, Ze Jie, Ng, Sing Yew, Scherrer, Michael Florian, Elhadidi, Basman, Seet, Gerald, Zheng, Jianmin, Cai, Yiyu
Other Authors: Interdisciplinary Graduate School (IGS)
Format: Conference or Workshop Item
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/165700
https://proceedings-limerick.oceans2023.org/session.cfm?sid=21
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1657002023-09-19T02:58:19Z Low-cost underwater localisation using single-beam echosounders and inertial measurement units Abu Bakr Azam Kong, Ze Jie Ng, Sing Yew Scherrer, Michael Florian Elhadidi, Basman Seet, Gerald Zheng, Jianmin Cai, Yiyu Interdisciplinary Graduate School (IGS) School of Mechanical and Aerospace Engineering School of Computer Science and Engineering OCEANS 2023 Limerick SAAB Singapore Energy Research Institute @ NTU (ERI@N) Engineering::Mechanical engineering::Robots Underwater Robot SONAR Sensor Underwater robot localisation is challenging as it cannot rely on sensors such as the GPS due to electromagnetic wave attenuation or optical cameras due to water turbidity. SONARs are immune to these issues, hence they are used as alternatives for underwater navigation despite lower spatial and temporal resolution. Single-beam SONARs are sensors whose main output is distance. When combined with a filtering algorithm like the Kalman filter, these distance readings can correct localisation data obtained by inertial measurement units. Compared to multi-beam imaging SONARs, the single-beam SONARs are inexpensive to integrate into underwater robots. Therefore, this study aims to develop a low-cost localisation solution utilizing single-beam SONARs and pressure-based depth sensors to correct dead-reckoning linear localisation data using Kalman filters. From experiments, a single-beam SONAR per degree of freedom was able to correct localisation data, without the need of complicated data fusion methods. Nanyang Technological University Submitted/Accepted version This paper is done as part of the work conducted under the SAAB-NTU Joint Lab with support from SAAB Singapore Pte. Ltd, SAAB AB, NTU Robotics Research Centre (RRC) and NTU Sports and Recreational Centre (NTU-SRC). 2023-09-08T07:05:16Z 2023-09-08T07:05:16Z 2023 Conference Paper Abu Bakr Azam, Kong, Z. J., Ng, S. Y., Scherrer, M. F., Elhadidi, B., Seet, G., Zheng, J. & Cai, Y. (2023). Low-cost underwater localisation using single-beam echosounders and inertial measurement units. OCEANS 2023 Limerick. https://dx.doi.org/10.1109/OCEANSLimerick52467.2023.10244255 979-8-3503-3226-1 https://hdl.handle.net/10356/165700 10.1109/OCEANSLimerick52467.2023.10244255 https://proceedings-limerick.oceans2023.org/session.cfm?sid=21 en © 2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/OCEANSLimerick52467.2023.10244255. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Mechanical engineering::Robots
Underwater Robot
SONAR Sensor
spellingShingle Engineering::Mechanical engineering::Robots
Underwater Robot
SONAR Sensor
Abu Bakr Azam
Kong, Ze Jie
Ng, Sing Yew
Scherrer, Michael Florian
Elhadidi, Basman
Seet, Gerald
Zheng, Jianmin
Cai, Yiyu
Low-cost underwater localisation using single-beam echosounders and inertial measurement units
description Underwater robot localisation is challenging as it cannot rely on sensors such as the GPS due to electromagnetic wave attenuation or optical cameras due to water turbidity. SONARs are immune to these issues, hence they are used as alternatives for underwater navigation despite lower spatial and temporal resolution. Single-beam SONARs are sensors whose main output is distance. When combined with a filtering algorithm like the Kalman filter, these distance readings can correct localisation data obtained by inertial measurement units. Compared to multi-beam imaging SONARs, the single-beam SONARs are inexpensive to integrate into underwater robots. Therefore, this study aims to develop a low-cost localisation solution utilizing single-beam SONARs and pressure-based depth sensors to correct dead-reckoning linear localisation data using Kalman filters. From experiments, a single-beam SONAR per degree of freedom was able to correct localisation data, without the need of complicated data fusion methods.
author2 Interdisciplinary Graduate School (IGS)
author_facet Interdisciplinary Graduate School (IGS)
Abu Bakr Azam
Kong, Ze Jie
Ng, Sing Yew
Scherrer, Michael Florian
Elhadidi, Basman
Seet, Gerald
Zheng, Jianmin
Cai, Yiyu
format Conference or Workshop Item
author Abu Bakr Azam
Kong, Ze Jie
Ng, Sing Yew
Scherrer, Michael Florian
Elhadidi, Basman
Seet, Gerald
Zheng, Jianmin
Cai, Yiyu
author_sort Abu Bakr Azam
title Low-cost underwater localisation using single-beam echosounders and inertial measurement units
title_short Low-cost underwater localisation using single-beam echosounders and inertial measurement units
title_full Low-cost underwater localisation using single-beam echosounders and inertial measurement units
title_fullStr Low-cost underwater localisation using single-beam echosounders and inertial measurement units
title_full_unstemmed Low-cost underwater localisation using single-beam echosounders and inertial measurement units
title_sort low-cost underwater localisation using single-beam echosounders and inertial measurement units
publishDate 2023
url https://hdl.handle.net/10356/165700
https://proceedings-limerick.oceans2023.org/session.cfm?sid=21
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