ICESat-2 bathymetry algorithms: A review of the current state-of-the-art and future outlook

IF 10.6 1区 地球科学 Q1 GEOGRAPHY, PHYSICAL
Jaehoon Jung , Christopher E. Parrish , Lori A. Magruder , Joan Herrmann , Suhong Yoo , Jeffrey S. Perry
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Abstract

Over six years of on-orbit operations, the NASA Ice, Cloud and Land Elevation Satellite-2 (ICESat-2) has proven the value of space-based laser altimetry for monitoring the response of Earth’s surfaces to a changing climate with continuous elevation measurements. Although bathymetry is not an official science requirement for the mission, ICESat-2 has had a transformative impact on understanding nearshore bathymetry. Despite its successful, proven contributions to nearshore and coastal studies, there is currently no standardized, fully-automated algorithm for the extraction of ICESat-2 bathymetry signal. However, there are many published algorithms in the literature that present novel and innovative approaches for all aspects of the bathymetric workflow, as well as processes for conflating the ICESat-2 measurements with optical data to support bathymetric mapping. In this work, we provide a comprehensive review and synthesis of the existing algorithms and procedures comprising the main steps in an end-to-end ICESat-2 bathymetry workflow, including water surface extraction, classification of bathymetric bottom returns, refraction correction, accuracy assessment, integration with optical imagery, and ancillary steps. The review is intended to inform the development of a new Level 3 along-track data product for the ICESat-2 mission (ATL24) as a global resource for nearshore bathymetry and to aid other researchers in developing and testing their own algorithms for ICESat-2 bathymetry. We provide an assessment of the current-state-of-the-art algorithms, challenges and limitations, as well as recommended next steps for the community of researchers working on and with ICESat-2 bathymetry.
ICESat-2测深算法:当前最新技术和未来展望的回顾
在六年的在轨运行中,NASA的冰、云和陆地高程卫星2号(ICESat-2)已经证明了天基激光测高的价值,它可以通过连续的高程测量来监测地球表面对气候变化的响应。虽然测深不是该任务的官方科学要求,但ICESat-2对了解近岸测深产生了变革性的影响。尽管ICESat-2在近岸和沿海研究中取得了成功,但目前还没有标准化的全自动算法来提取ICESat-2测深信号。然而,文献中有许多已发表的算法,为测深工作流程的各个方面提供了新颖和创新的方法,以及将ICESat-2测量结果与光学数据合并以支持测深制图的过程。在这项工作中,我们对现有的算法和程序进行了全面的回顾和综合,这些算法和程序包括端到端ICESat-2测深工作流程中的主要步骤,包括水面提取、测深底部返回的分类、折射校正、精度评估、与光学图像的集成以及辅助步骤。该审查旨在为ICESat-2任务(ATL24)提供新的3级沿轨数据产品的开发信息,作为近岸测深的全球资源,并帮助其他研究人员开发和测试他们自己的ICESat-2测深算法。我们对当前最先进的算法、挑战和局限性进行了评估,并为从事ICESat-2测深的研究人员提供了下一步的建议。
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来源期刊
ISPRS Journal of Photogrammetry and Remote Sensing
ISPRS Journal of Photogrammetry and Remote Sensing 工程技术-成像科学与照相技术
CiteScore
21.00
自引率
6.30%
发文量
273
审稿时长
40 days
期刊介绍: The ISPRS Journal of Photogrammetry and Remote Sensing (P&RS) serves as the official journal of the International Society for Photogrammetry and Remote Sensing (ISPRS). It acts as a platform for scientists and professionals worldwide who are involved in various disciplines that utilize photogrammetry, remote sensing, spatial information systems, computer vision, and related fields. The journal aims to facilitate communication and dissemination of advancements in these disciplines, while also acting as a comprehensive source of reference and archive. P&RS endeavors to publish high-quality, peer-reviewed research papers that are preferably original and have not been published before. These papers can cover scientific/research, technological development, or application/practical aspects. Additionally, the journal welcomes papers that are based on presentations from ISPRS meetings, as long as they are considered significant contributions to the aforementioned fields. In particular, P&RS encourages the submission of papers that are of broad scientific interest, showcase innovative applications (especially in emerging fields), have an interdisciplinary focus, discuss topics that have received limited attention in P&RS or related journals, or explore new directions in scientific or professional realms. It is preferred that theoretical papers include practical applications, while papers focusing on systems and applications should include a theoretical background.
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