结合高山冰川地区哨兵-1A 和哨兵-1B 数据生成和评估数字高程模型

IF 4.7 2区 地球科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Pub Date : 2024-10-31 DOI:10.1109/JSTARS.2024.3489576
Lili Yan;Hongxing Li;Xiaohua Hao;Jian Wang;Zhenliang Yin;Junyan Liu
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引用次数: 0

摘要

哨兵-1 号卫星的发射为合成孔径雷达(SAR)干涉测量(InSAR)引入了一种新方法。然而,据报道其地形测绘能力有限。在山区利用合成孔径雷达数据创建高质量的数字高程模型(DEM)非常具有挑战性。这项研究的主要目标是结合 Sentinel-1A 和 Sentinel-1B 数据生成新的高质量 DEM,这些数据具有较短的时间基线和从 43 米到 143 米的多条垂直基线。对这五个 DEM 进行了融合,以生成更可靠的融合 DEM。对照 ICESat-2/ATL06 产品和全球 DEM 产品(NASADEM、高级星载热辐射和反射辐射计(ASTER)全球数字高程模型(GDEM)和高级陆地观测卫星 ALOS World 3D-30 m),对新 DEM 的性能进行了评估。结果表明,哨兵 1 号的所有 DEM 均优于 ASTER GDEM,其中四个 DEM 的精度高于 NASADEM。对于陡峭地形(坡度大于 20°),融合 DEM 的垂直误差为 9.08 米,其精度高于三个全球 DEM。DEM 的精度与地形坡度和土地覆被类型有关。随着坡度的增加,DEM 的精度也在下降。冰川地区的 DEM 比裸岩地区的 DEM 误差更大。此外,垂直基线与 DEM 的垂直精度之间没有明显的关系。基线最短(43 米)的干涉测量对产生的 DEM 质量最差,而基线稍短(69 米)的干涉测量对产生的 DEM 质量最高。这项研究表明,新的 DEM 产品具有出色的精度,是当地冰川研究非常宝贵的数据。
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Generation and Assessment of Digital Elevation Models by Combining Sentinel-1A and Sentinel-1B Data in Mountain Glacier Area
The launch of Sentinel-1 satellite introduces a novel approach for synthetic aperture radar (SAR) interferometry (InSAR). However, its capabilities for topographic mapping are reportedly limited. It is very challenging to create high-quality digital elevation models (DEMs) from InSAR data in mountain area. The main goal of the study was to generate a new high-quality DEM by combining Sentinel-1A and Sentinel-1B data with a short temporal baseline and multiple perpendicular baselines from 43 to 143 m. Five DEMs were produced from five interferometric pairs. The five DEMs were fused to generate a more reliable fused DEM. The performance of the new DEMs was evaluated against ICESat-2/ATL06 product and global DEM products (NASADEM, advanced spaceborne thermal emission and reflection radiometer (ASTER) global digital elevation model (GDEM), and advanced land observing satellite ALOS World 3D-30 m). The results showed that all Sentinel-1 DEMs performed better than ASTER GDEM, four of DEMs had higher accuracies than NASADEM. The fused DEM with the vertical error of 9.08 m for steep terrain (slope>20°) revealed higher accuracy than three global DEMs. The accuracy of DEM was related to terrain slope and land cover type. The accuracies of DEMs decreased as slope increased. The DEMs in glacier area revealed higher errors than those in bare rock. Besides, there was no clear relationship between the perpendicular baseline and vertical accuracy of DEM. The interferometric pair with the shortest baseline (43 m) produced the worst quality DEM, while the interferometric pair with slightly shorter baseline (69 m) produced the highest quality DEM. The study revealed the outstanding accuracy of the new DEM product, which is very valuable data for local glacier research.
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来源期刊
CiteScore
9.30
自引率
10.90%
发文量
563
审稿时长
4.7 months
期刊介绍: The IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing addresses the growing field of applications in Earth observations and remote sensing, and also provides a venue for the rapidly expanding special issues that are being sponsored by the IEEE Geosciences and Remote Sensing Society. The journal draws upon the experience of the highly successful “IEEE Transactions on Geoscience and Remote Sensing” and provide a complementary medium for the wide range of topics in applied earth observations. The ‘Applications’ areas encompasses the societal benefit areas of the Global Earth Observations Systems of Systems (GEOSS) program. Through deliberations over two years, ministers from 50 countries agreed to identify nine areas where Earth observation could positively impact the quality of life and health of their respective countries. Some of these are areas not traditionally addressed in the IEEE context. These include biodiversity, health and climate. Yet it is the skill sets of IEEE members, in areas such as observations, communications, computers, signal processing, standards and ocean engineering, that form the technical underpinnings of GEOSS. Thus, the Journal attracts a broad range of interests that serves both present members in new ways and expands the IEEE visibility into new areas.
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