Mapping bathymetry and shallow water benthic habitats in inland and coastal waters with Sentinel-2

IF 0.9 4区 环境科学与生态学 Q4 LIMNOLOGY Journal of Limnology Pub Date : 2023-03-15 DOI:10.4081/jlimnol.2023.2091
Laura Argus, T. Kutser, B. Paavel, M. Ligi, C. Giardino, M. Bresciani, T. Möller
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Abstract

Accurate determination of the water depth and benthic macroalgae composition in coastal and inland water bodies is important due to the high commercial and ecological value of these regions. Benthic habitat mapping by conventional methods provides good accuracy, but these methods are very expensive and limited by manpower and time factor, which is necessary for mapping large areas. Remote sensing methods significantly complement contact measurements and give additional information about the hard-to-reach areas. The usefulness of free Sentinel-2 data in bathymetry and habitat mapping has been demonstrated in clear oceanic waters. The aim of this study was to further test the suitability of Sentinel-2 imagery in creating maps of dominant benthic types, as well as in estimating bathymetry in optically complex marine and lake waters. Two study sites were selected to cover a representative range of optical variability - Lake Garda in northern Italy (an intermediate between clear ocean and optically very complex waters) and Viimsi peninsula on the Estonian side of the Gulf of Finland, in the Baltic Sea. The results show that Sentinel-2 imagery with 10 m spatial resolution is suitable for bathymetry and habitat mapping in optically complex inland and coastal waters. Our results show that bathymetry mapping is sufficiently accurate in waters less than 4 m deep in the case of the Baltic Sea and up to 7 m deep in Lake Garda.  In such depths, the R2 was above 0.93 in all four Sentinel-2 images used in the study. Bottom type mapping accuracy was in all cases over 73%, which is considered to be good, but due to the limited number of sampling points in both test sites, further studies are needed. The Sentinel-2 data quality and no cost of the imagery for users make it very useful for mapping bathymetry and shallow water habitats over large coastal areas or high number of lakes, especially in hard to reach by in situ methods areas. Moreover, the frequent revisit time allows moving from one-off maps to monitoring of temporal changes happening in dynamic shallow inland and coastal waters.
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利用Sentinel-2在内陆和沿海水域测绘水深和浅水底栖生物栖息地
准确确定沿海和内陆水体的水深和底栖大型藻类组成非常重要,因为这些地区具有很高的商业和生态价值。通过传统方法绘制底栖生物栖息地提供了良好的准确性,但这些方法非常昂贵,并且受到人力和时间因素的限制,这对于绘制大面积地图是必要的。遥感方法大大补充了接触测量,并提供了有关难以到达地区的额外信息。哨兵2号免费数据在水深测量和栖息地测绘方面的有用性已在清澈的海水中得到证明。这项研究的目的是进一步测试Sentinel-2图像在绘制主要底栖生物类型地图以及在光学复杂的海洋和湖泊水域估计水深方面的适用性。选择了两个研究地点来覆盖具有代表性的光学变化范围——意大利北部的加尔达湖(介于清澈的海洋和光学非常复杂的水域之间)和波罗的海芬兰湾爱沙尼亚一侧的维姆西半岛。结果表明,具有10m空间分辨率的Sentinel-2图像适用于光学复杂的内陆和沿海水域的水深测量和栖息地测绘。我们的研究结果表明,在波罗的海,水深小于4米的水域和加尔达湖,水深高达7米的水域,水深测绘是足够准确的。在这样的深度下,研究中使用的四张Sentinel-2图像中的R2均高于0.93。底部类型映射的准确率在所有情况下都超过73%,这被认为是好的,但由于两个测试点的采样点数量有限,还需要进一步的研究。Sentinel-2的数据质量和用户免费获得的图像使其非常有助于绘制大型沿海地区或大量湖泊的水深测量和浅水栖息地地图,尤其是在难以通过现场方法到达的地区。此外,频繁的重访时间允许从一次性地图转向监测动态浅水内陆和沿海水域发生的时间变化。
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来源期刊
Journal of Limnology
Journal of Limnology 地学-湖沼学
CiteScore
2.70
自引率
6.20%
发文量
12
审稿时长
3 months
期刊介绍: The Journal of Limnology publishes peer-reviewed original papers, review papers and notes about all aspects of limnology. The scope of the Journal of Limnology comprises the ecology, biology, microbiology, physics, and chemistry of freshwaters, including the impact of human activities, management and conservation. Coverage includes molecular-, organism-, community-, and ecosystem-level studies on both applied and theoretical issues. Proceedings of workshops, specialized symposia, conferences, may also be accepted for publication.
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