Quantification of GEDI Geolocation Error and Its Influence on Elevation and Canopy Height

IF 5.3 2区 地球科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Pub Date : 2024-09-16 DOI:10.1109/JSTARS.2024.3461843
Cancan Yang;Daoli Peng;Kai Deng;Ling Jiang;Mingwei Zhao;Weisheng Zeng;Yakui Shao;Ni Wang
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Abstract

The global ecosystem dynamics investigation (GEDI) mission aims to provide large-scale, high-precision, and high-frequency measurements of the Earth's three-dimensional structures. However, uncertain geolocation error may hinder or restrict the further application of GEDI products. Based on the error matrix, the laser spot center positioning method was employed to quickly evaluate and quantify the geolocation errors of GEDI L2A (version 2) data in the high-latitude region of China, thereby reducing the impact of systematic geolocation errors on elevation and canopy height detection performance. Combining with high-resolution airborne light detection and ranging data, we provided the geolocation offset characteristics at footprint, beam, and orbit scales, while monitoring their performance over nearly a year. Correcting geolocation errors at the footprint scale can significantly enhance the elevation accuracy, butit has the largest standard deviation (approximately 15 m). Conversely, at the orbit and beam scales, the standard deviations of along- and cross-track error are smaller and the ability to improve elevation accuracy is lower. At beam scale, the level of improvement in elevation accuracy increases with the slope but diminishes when the slope exceeds 20°. Unfortunately, the effect of geolocation correction on canopy height accuracy in this study area is not obvious. Over time, GEDI's elevation detection performance exhibits greater stability, whereas canopy height accuracy decreases as the leaf on season transitions to the leaf off season. The proposed approach provides a rapid solution for preliminary evaluation (beam and orbit scale) and detailed assessment (footprint scale) of GEDI's geolocation errors, thereby laying the groundwork for its future applications.
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量化 GEDI 地理定位误差及其对海拔高度和树冠高度的影响
全球生态系统动力学调查(GEDI)任务旨在对地球的三维结构进行大规模、高精度和高频率的测量。然而,不确定的地理定位误差可能会阻碍或限制 GEDI 产品的进一步应用。基于误差矩阵,采用激光光斑中心定位方法对中国高纬度地区 GEDI L2A(版本 2)数据的地理定位误差进行快速评估和量化,从而降低系统性地理定位误差对高程和冠层高度探测性能的影响。结合高分辨率机载光探测和测距数据,我们提供了足迹、波束和轨道尺度上的地理定位偏移特征,同时对其性能进行了近一年的监测。在足迹尺度上纠正地理定位误差可显著提高高程精度,但其标准偏差最大(约 15 米)。相反,在轨道和波束尺度上,沿轨和跨轨误差的标准偏差较小,提高高程精度的能力较低。在波束尺度上,高程精度的改善程度随坡度的增加而增加,但当坡度超过 20°时,改善程度就会减弱。遗憾的是,在该研究区域,地理定位校正对冠层高度精度的影响并不明显。随着时间的推移,GEDI 的高程检测性能表现出更大的稳定性,而冠层高度精度则随着落叶季节向落叶季节的过渡而降低。所提出的方法为 GEDI 地理定位误差的初步评估(波束和轨道尺度)和详细评估(足迹尺度)提供了快速解决方案,从而为其未来应用奠定了基础。
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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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