An improved method for semi-automated identification of submarine canyons and sea channels using digital bathymetric analysis

IF 2.6 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Marine Geology Pub Date : 2024-06-15 DOI:10.1016/j.margeo.2024.107339
Shenghao Shi, Murray Richardson
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Abstract

Submarine canyons are the key structures of the transitional area between the deep ocean floor and continental shelf known as the continental slope. They are important submarine features with high ecological, economic, and scientific value. With continual improvements to global and regional marine bathymetry products, digital bathymetric analysis (DBA) techniques must evolve to support ongoing marine geological research and to advance international bathymetric feature catalogs and mapping products. This study aims to further advance the delineation of submarine canyons and associated sea channels using DBA and the recent open-access GEBCO_2019 global bathymetry grid with 15 arc-second resolution, for a small study region in the southern Celtic Sea. A modified semi-automated delineation method is presented based on combining hydrological network analysis and the topographic position index (TPI), a commonly used parameter available in conventional digital terrain analysis toolsets. For the case-study area of interest, 96 submarine canyons were identified, with higher morphological detail than the previous ETOPO1 and SRTM30_PLUS based studies, which identified 81 and 52 submarine canyons, respectively for the same area of interest. The improvements include an increased number of vertices and limbs per canyon, increased positional precision for canyon starting points and endpoints, and the ability to identify associated sea channels. The results also highlight the importance of pre-processing and parameter localization to effectively exploit higher-resolution bathymetric data, which should also improve scale adaptability for application in different types of continental margins and with high-resolution bathymetry products. Future studies will benefit from the TPI-based identification process proposed in this study to identify submarine canyons and channels on other continental slopes, and to delineate different types of linear depressions from high-resolution digital bathymetry.

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利用数字测深分析半自动化识别海底峡谷和海道的改进方法
海底峡谷是深洋底和大陆架之间过渡区域(即大陆坡)的主要结构。它们是重要的海底地貌,具有很高的生态、经济和科学价值。随着全球和区域海洋测深产品的不断改进,数字测深分析(DBA)技术必须不断发展,以支持正在进行的海洋地质研究,并推动国际测深特征目录和测绘产品的发展。本研究旨在利用 DBA 和最近开放的 GEBCO_2019 全球水深测量网格(分辨率为 15 弧秒),在凯尔特海南部的一个小型研究区域进一步推进海底峡谷和相关海道的划定工作。在结合水文网络分析和地形位置指数(TPI)(传统数字地形分析工具集中的常用参数)的基础上,提出了一种改进的半自动划界方法。与之前基于 ETOPO1 和 SRTM30_PLUS 的研究(在同一研究区域分别识别出 81 和 52 个海底峡谷)相比,该方法识别出 96 个海底峡谷,形态细节更高。这些改进包括增加了每个峡谷的顶点和肢点数量,提高了峡谷起点和终点的定位精度,以及识别相关海道的能力。研究结果还强调了预处理和参数定位对有效利用更高分辨率水深数据的重要性,这也将提高应用于不同类型大陆边缘和高分辨率水深产品的尺度适应性。未来的研究将受益于本研究提出的基于 TPI 的识别过程,以识别其他大陆坡上的海底峡谷和通道,并从高分辨率数字水深测量数据中划分出不同类型的线性洼地。
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来源期刊
Marine Geology
Marine Geology 地学-地球科学综合
CiteScore
6.10
自引率
6.90%
发文量
175
审稿时长
21.9 weeks
期刊介绍: Marine Geology is the premier international journal on marine geological processes in the broadest sense. We seek papers that are comprehensive, interdisciplinary and synthetic that will be lasting contributions to the field. Although most papers are based on regional studies, they must demonstrate new findings of international significance. We accept papers on subjects as diverse as seafloor hydrothermal systems, beach dynamics, early diagenesis, microbiological studies in sediments, palaeoclimate studies and geophysical studies of the seabed. We encourage papers that address emerging new fields, for example the influence of anthropogenic processes on coastal/marine geology and coastal/marine geoarchaeology. We insist that the papers are concerned with the marine realm and that they deal with geology: with rocks, sediments, and physical and chemical processes affecting them. Papers should address scientific hypotheses: highly descriptive data compilations or papers that deal only with marine management and risk assessment should be submitted to other journals. Papers on laboratory or modelling studies must demonstrate direct relevance to marine processes or deposits. The primary criteria for acceptance of papers is that the science is of high quality, novel, significant, and of broad international interest.
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