Surveying a Floating Iceberg With the USV SEADRAGON
The calving, drifting, and melting of icebergs has local, regional, and global implications. Besides the impacts to local ecosystems due to changes in seawater salinity and temperature, the freshwater influx and transport can have significant regional effects related to the ocean circulation. The in...
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ftdoajarticles:oai:doaj.org/article:9f6a891564114bb1a407f6a385b700cc 2023-05-15T16:41:25+02:00 Surveying a Floating Iceberg With the USV SEADRAGON Mingxi Zhou Ralf Bachmayer Brad DeYoung 2021-07-01T00:00:00Z https://doi.org/10.3389/fmars.2021.549566 https://doaj.org/article/9f6a891564114bb1a407f6a385b700cc EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fmars.2021.549566/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2021.549566 https://doaj.org/article/9f6a891564114bb1a407f6a385b700cc Frontiers in Marine Science, Vol 8 (2021) marine robotics unmmaned surface vehicle iceberg mapping shape reconstruction iceberg drift and deterioration Science Q General. Including nature conservation geographical distribution QH1-199.5 article 2021 ftdoajarticles https://doi.org/10.3389/fmars.2021.549566 2022-12-31T09:56:50Z The calving, drifting, and melting of icebergs has local, regional, and global implications. Besides the impacts to local ecosystems due to changes in seawater salinity and temperature, the freshwater influx and transport can have significant regional effects related to the ocean circulation. The increased influx of freshwater ice due to increase calving from ice shelves and the destabilization of the continental ice sheet will affect sea levels globally. In addition, drifting icebergs pose threats to offshore operations because they could damage offshore installations, e.g., pipelines and subsea manifolds, and interrupt marine transportation. Iceberg drift and deterioration models have been developed to better predict climate change and protect offshore operations. Iceberg shape is one of the most critical parameters in these models, but it is challenging to obtain because of iceberg movement caused by winds, waves, and currents. In this paper, we present an algorithm for iceberg motion estimation and shape reconstruction based on in-situ point cloud measurements. The algorithm is developed based on point cloud matching strategies, policy-based optimization, and Kalman filtering. A down-sampling method is also integrated to reduce the processing time for possible real-time applications. The motion estimation algorithm is applied to a simulated data set and field measurements collected by an Unmanned Surface Vehicle (USV) on a free-floating, translating, and rotating, iceberg. In the field data, the above-water iceberg surface was measured with a scanning LIDAR, while the below-water portion (0–50 m) was profiled using a side-looking multi-beam sonar. When applying the motion estimation algorithm to these two independent point cloud measurements collected by the two sensing modalities, consistent iceberg motion estimates are obtained. The resulting motion estimates are then used to reconstruct the iceberg shape. During the field experiment, additional oceanographic measurements, such as temperature, ocean ... Article in Journal/Newspaper Ice Sheet Ice Shelves Directory of Open Access Journals: DOAJ Articles Frontiers in Marine Science 8 |
institution |
Open Polar |
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Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
marine robotics unmmaned surface vehicle iceberg mapping shape reconstruction iceberg drift and deterioration Science Q General. Including nature conservation geographical distribution QH1-199.5 |
spellingShingle |
marine robotics unmmaned surface vehicle iceberg mapping shape reconstruction iceberg drift and deterioration Science Q General. Including nature conservation geographical distribution QH1-199.5 Mingxi Zhou Ralf Bachmayer Brad DeYoung Surveying a Floating Iceberg With the USV SEADRAGON |
topic_facet |
marine robotics unmmaned surface vehicle iceberg mapping shape reconstruction iceberg drift and deterioration Science Q General. Including nature conservation geographical distribution QH1-199.5 |
description |
The calving, drifting, and melting of icebergs has local, regional, and global implications. Besides the impacts to local ecosystems due to changes in seawater salinity and temperature, the freshwater influx and transport can have significant regional effects related to the ocean circulation. The increased influx of freshwater ice due to increase calving from ice shelves and the destabilization of the continental ice sheet will affect sea levels globally. In addition, drifting icebergs pose threats to offshore operations because they could damage offshore installations, e.g., pipelines and subsea manifolds, and interrupt marine transportation. Iceberg drift and deterioration models have been developed to better predict climate change and protect offshore operations. Iceberg shape is one of the most critical parameters in these models, but it is challenging to obtain because of iceberg movement caused by winds, waves, and currents. In this paper, we present an algorithm for iceberg motion estimation and shape reconstruction based on in-situ point cloud measurements. The algorithm is developed based on point cloud matching strategies, policy-based optimization, and Kalman filtering. A down-sampling method is also integrated to reduce the processing time for possible real-time applications. The motion estimation algorithm is applied to a simulated data set and field measurements collected by an Unmanned Surface Vehicle (USV) on a free-floating, translating, and rotating, iceberg. In the field data, the above-water iceberg surface was measured with a scanning LIDAR, while the below-water portion (0–50 m) was profiled using a side-looking multi-beam sonar. When applying the motion estimation algorithm to these two independent point cloud measurements collected by the two sensing modalities, consistent iceberg motion estimates are obtained. The resulting motion estimates are then used to reconstruct the iceberg shape. During the field experiment, additional oceanographic measurements, such as temperature, ocean ... |
format |
Article in Journal/Newspaper |
author |
Mingxi Zhou Ralf Bachmayer Brad DeYoung |
author_facet |
Mingxi Zhou Ralf Bachmayer Brad DeYoung |
author_sort |
Mingxi Zhou |
title |
Surveying a Floating Iceberg With the USV SEADRAGON |
title_short |
Surveying a Floating Iceberg With the USV SEADRAGON |
title_full |
Surveying a Floating Iceberg With the USV SEADRAGON |
title_fullStr |
Surveying a Floating Iceberg With the USV SEADRAGON |
title_full_unstemmed |
Surveying a Floating Iceberg With the USV SEADRAGON |
title_sort |
surveying a floating iceberg with the usv seadragon |
publisher |
Frontiers Media S.A. |
publishDate |
2021 |
url |
https://doi.org/10.3389/fmars.2021.549566 https://doaj.org/article/9f6a891564114bb1a407f6a385b700cc |
genre |
Ice Sheet Ice Shelves |
genre_facet |
Ice Sheet Ice Shelves |
op_source |
Frontiers in Marine Science, Vol 8 (2021) |
op_relation |
https://www.frontiersin.org/articles/10.3389/fmars.2021.549566/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2021.549566 https://doaj.org/article/9f6a891564114bb1a407f6a385b700cc |
op_doi |
https://doi.org/10.3389/fmars.2021.549566 |
container_title |
Frontiers in Marine Science |
container_volume |
8 |
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1766031850453598208 |