Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice

Remote sensing has been widely used for oil spill monitoring in open waters. However, research on remote sensing monitoring of oil spills in ice-infested sea waters (IISWs) is still scarce. The spectral characteristics of oil-contaminated sea ice (OCSI) and clean sea ice (CSI) and their differences...

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Published in:Journal of Marine Science and Engineering
Main Authors: Yulong Du, Bingxin Liu, Jiankang Xu, Ying Li, Peng Liu, Peng Chen
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2023
Subjects:
Online Access:https://doi.org/10.3390/jmse11081503
https://doaj.org/article/f389b97f4116486e87ed44ca329a0028
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spelling ftdoajarticles:oai:doaj.org/article:f389b97f4116486e87ed44ca329a0028 2023-09-26T15:22:55+02:00 Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice Yulong Du Bingxin Liu Jiankang Xu Ying Li Peng Liu Peng Chen 2023-07-01T00:00:00Z https://doi.org/10.3390/jmse11081503 https://doaj.org/article/f389b97f4116486e87ed44ca329a0028 EN eng MDPI AG https://www.mdpi.com/2077-1312/11/8/1503 https://doaj.org/toc/2077-1312 doi:10.3390/jmse11081503 2077-1312 https://doaj.org/article/f389b97f4116486e87ed44ca329a0028 Journal of Marine Science and Engineering, Vol 11, Iss 1503, p 1503 (2023) oil spill sea ice BRDF kernel-driven model Naval architecture. Shipbuilding. Marine engineering VM1-989 Oceanography GC1-1581 article 2023 ftdoajarticles https://doi.org/10.3390/jmse11081503 2023-08-27T00:35:24Z Remote sensing has been widely used for oil spill monitoring in open waters. However, research on remote sensing monitoring of oil spills in ice-infested sea waters (IISWs) is still scarce. The spectral characteristics of oil-contaminated sea ice (OCSI) and clean sea ice (CSI) and their differences are an important basis for oil spill detection using visible/near-infrared (VNIR) remote sensing. Such features and differences can change with the observation geometry, affecting the identification accuracy. In this study, we carried out multi-angle reflection observation experiments of oil-contaminated sea ice (OCSI) and proposed a kernel-driven bidirectional reflectance distribution function (BRDF) model, Walthall–Ross thick-Litransit-Lisparse-r-RPV (WaRoLstRPV), which takes into account the strong forward-scattering characteristics of sea ice. We also analyzed the preferred observation geometry for oil spill monitoring in IISWs. In the validation using actual measured data, the proposed WaRoLstRPV performed well, with RMSEs of 0.0031 and 0.0026 for CSI and OCSI, respectively, outperforming the commonly used kernel-driven BRDF models, Ross thick-Li sparse (R-LiSpr), QU-Roujean (Qu-R), QU-Lisparse R-r-RPV (Qu-LiSpr-RrRPV), and Walthall (Wa). The observation geometry with a zenith angle around 50° and relative azimuth ranging from 250° to 290° is preferred for oil spill detection in IISWs. Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles Journal of Marine Science and Engineering 11 8 1503
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic oil spill
sea ice
BRDF
kernel-driven model
Naval architecture. Shipbuilding. Marine engineering
VM1-989
Oceanography
GC1-1581
spellingShingle oil spill
sea ice
BRDF
kernel-driven model
Naval architecture. Shipbuilding. Marine engineering
VM1-989
Oceanography
GC1-1581
Yulong Du
Bingxin Liu
Jiankang Xu
Ying Li
Peng Liu
Peng Chen
Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
topic_facet oil spill
sea ice
BRDF
kernel-driven model
Naval architecture. Shipbuilding. Marine engineering
VM1-989
Oceanography
GC1-1581
description Remote sensing has been widely used for oil spill monitoring in open waters. However, research on remote sensing monitoring of oil spills in ice-infested sea waters (IISWs) is still scarce. The spectral characteristics of oil-contaminated sea ice (OCSI) and clean sea ice (CSI) and their differences are an important basis for oil spill detection using visible/near-infrared (VNIR) remote sensing. Such features and differences can change with the observation geometry, affecting the identification accuracy. In this study, we carried out multi-angle reflection observation experiments of oil-contaminated sea ice (OCSI) and proposed a kernel-driven bidirectional reflectance distribution function (BRDF) model, Walthall–Ross thick-Litransit-Lisparse-r-RPV (WaRoLstRPV), which takes into account the strong forward-scattering characteristics of sea ice. We also analyzed the preferred observation geometry for oil spill monitoring in IISWs. In the validation using actual measured data, the proposed WaRoLstRPV performed well, with RMSEs of 0.0031 and 0.0026 for CSI and OCSI, respectively, outperforming the commonly used kernel-driven BRDF models, Ross thick-Li sparse (R-LiSpr), QU-Roujean (Qu-R), QU-Lisparse R-r-RPV (Qu-LiSpr-RrRPV), and Walthall (Wa). The observation geometry with a zenith angle around 50° and relative azimuth ranging from 250° to 290° is preferred for oil spill detection in IISWs.
format Article in Journal/Newspaper
author Yulong Du
Bingxin Liu
Jiankang Xu
Ying Li
Peng Liu
Peng Chen
author_facet Yulong Du
Bingxin Liu
Jiankang Xu
Ying Li
Peng Liu
Peng Chen
author_sort Yulong Du
title Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
title_short Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
title_full Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
title_fullStr Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
title_full_unstemmed Research on the Directional Characteristics of the Reflectance of Oil-Contaminated Sea Ice
title_sort research on the directional characteristics of the reflectance of oil-contaminated sea ice
publisher MDPI AG
publishDate 2023
url https://doi.org/10.3390/jmse11081503
https://doaj.org/article/f389b97f4116486e87ed44ca329a0028
genre Sea ice
genre_facet Sea ice
op_source Journal of Marine Science and Engineering, Vol 11, Iss 1503, p 1503 (2023)
op_relation https://www.mdpi.com/2077-1312/11/8/1503
https://doaj.org/toc/2077-1312
doi:10.3390/jmse11081503
2077-1312
https://doaj.org/article/f389b97f4116486e87ed44ca329a0028
op_doi https://doi.org/10.3390/jmse11081503
container_title Journal of Marine Science and Engineering
container_volume 11
container_issue 8
container_start_page 1503
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