Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice

The measurement of sea ice elevation above sea level or the “freeboard” depends upon an accurate retrieval of the local sea level. The local sea level has been previously retrieved from altimetry data alone by the lowest elevation method, where the percentage of the lowest elevations over a particul...

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Main Authors: Liuxi Tian, Hongjie Xie, Stephen F. Ackley, Alberto M. Mestas-Nuñez
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/22/3732
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spelling doaj-94ea0f9c8dd346f3b4f28bb6fd5256a32020-11-25T04:07:00ZengMDPI AGRemote Sensing2072-42922020-11-01123732373210.3390/rs12223732Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea IceLiuxi Tian0Hongjie Xie1Stephen F. Ackley2Alberto M. Mestas-Nuñez3NASA MIRO Center for Advanced Measurements in Extreme Environments and Department of Geological Sciences, University of Texas at San Antonio, San Antonio, TX 78249, USANASA MIRO Center for Advanced Measurements in Extreme Environments and Department of Geological Sciences, University of Texas at San Antonio, San Antonio, TX 78249, USANASA MIRO Center for Advanced Measurements in Extreme Environments and Department of Geological Sciences, University of Texas at San Antonio, San Antonio, TX 78249, USANASA MIRO Center for Advanced Measurements in Extreme Environments and Department of Geological Sciences, University of Texas at San Antonio, San Antonio, TX 78249, USAThe measurement of sea ice elevation above sea level or the “freeboard” depends upon an accurate retrieval of the local sea level. The local sea level has been previously retrieved from altimetry data alone by the lowest elevation method, where the percentage of the lowest elevations over a particular segment length scale was used. Here, we provide an evaluation of the scale dependence on these local sea level retrievals using data from NASA Operation IceBridge (OIB) which took place in the Ross Sea in 2013. This is a unique dataset of laser altimeter measurements over five tracks from the Airborne Topographic Mapper (ATM), with coincidently high-spatial resolution images from the Digital Mapping System (DMS), that allows for an independent sea level validation. The local sea level is first calculated by using the mean elevation of ATM L1B data over leads identified by using the corresponding DMS imagery. The resulting local sea level reference is then used as ground truth to validate the local sea levels retrieved from ATM L2 by using nine different percentages of the lowest elevation (0.1%, 0.5%, 1%, 1.5%, 2%, 2.5%, 3%, 3.5%, and 4%) at seven different segment length scales (1, 5, 10, 15, 20, 25, and 50 km) for each of the five ATM tracks. The closeness to the 1:1 line, R<sup>2</sup>, and root mean square error (RMSE) is used to quantify the accuracy of the retrievals. It is found that all linear least square fits are statistically significant (<i>p</i> < 0.05) using an F test at every scale for all tested data. In general, the sea level retrievals are farther away from the 1:1 line when the segment length scale increases from 1 or 5 to 50 km. We find that the retrieval accuracy is affected more by the segment length scale than the percentage scale. Based on our results, most retrievals underestimate the local sea level; the longer the segment length (from 1 to 50 km) used, especially at small percentage scales, the larger the error tends to be. The best local sea level based on a higher R<sup>2</sup> and smaller RMSE for all the tracks combined is retrieved by using 0.1–2% of the lowest elevations at the 1–5 km segment lengths.https://www.mdpi.com/2072-4292/12/22/3732lowest elevation methodsegment lengthOperation IceBridgeRoss SeaAntarctica
collection DOAJ
language English
format Article
sources DOAJ
author Liuxi Tian
Hongjie Xie
Stephen F. Ackley
Alberto M. Mestas-Nuñez
spellingShingle Liuxi Tian
Hongjie Xie
Stephen F. Ackley
Alberto M. Mestas-Nuñez
Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
Remote Sensing
lowest elevation method
segment length
Operation IceBridge
Ross Sea
Antarctica
author_facet Liuxi Tian
Hongjie Xie
Stephen F. Ackley
Alberto M. Mestas-Nuñez
author_sort Liuxi Tian
title Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
title_short Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
title_full Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
title_fullStr Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
title_full_unstemmed Assessing Scale Dependence on Local Sea Level Retrievals from Laser Altimetry Data over Sea Ice
title_sort assessing scale dependence on local sea level retrievals from laser altimetry data over sea ice
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2020-11-01
description The measurement of sea ice elevation above sea level or the “freeboard” depends upon an accurate retrieval of the local sea level. The local sea level has been previously retrieved from altimetry data alone by the lowest elevation method, where the percentage of the lowest elevations over a particular segment length scale was used. Here, we provide an evaluation of the scale dependence on these local sea level retrievals using data from NASA Operation IceBridge (OIB) which took place in the Ross Sea in 2013. This is a unique dataset of laser altimeter measurements over five tracks from the Airborne Topographic Mapper (ATM), with coincidently high-spatial resolution images from the Digital Mapping System (DMS), that allows for an independent sea level validation. The local sea level is first calculated by using the mean elevation of ATM L1B data over leads identified by using the corresponding DMS imagery. The resulting local sea level reference is then used as ground truth to validate the local sea levels retrieved from ATM L2 by using nine different percentages of the lowest elevation (0.1%, 0.5%, 1%, 1.5%, 2%, 2.5%, 3%, 3.5%, and 4%) at seven different segment length scales (1, 5, 10, 15, 20, 25, and 50 km) for each of the five ATM tracks. The closeness to the 1:1 line, R<sup>2</sup>, and root mean square error (RMSE) is used to quantify the accuracy of the retrievals. It is found that all linear least square fits are statistically significant (<i>p</i> < 0.05) using an F test at every scale for all tested data. In general, the sea level retrievals are farther away from the 1:1 line when the segment length scale increases from 1 or 5 to 50 km. We find that the retrieval accuracy is affected more by the segment length scale than the percentage scale. Based on our results, most retrievals underestimate the local sea level; the longer the segment length (from 1 to 50 km) used, especially at small percentage scales, the larger the error tends to be. The best local sea level based on a higher R<sup>2</sup> and smaller RMSE for all the tracks combined is retrieved by using 0.1–2% of the lowest elevations at the 1–5 km segment lengths.
topic lowest elevation method
segment length
Operation IceBridge
Ross Sea
Antarctica
url https://www.mdpi.com/2072-4292/12/22/3732
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AT stephenfackley assessingscaledependenceonlocalsealevelretrievalsfromlaseraltimetrydataoverseaice
AT albertommestasnunez assessingscaledependenceonlocalsealevelretrievalsfromlaseraltimetrydataoverseaice
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