Key Laboratory of Watershed Geographic Sciences, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China; University of Chinese Academy of Sciences, Nanjing, 211135, China.
Hainan Provincial Ecological and Environmental Monitoring Centre, Haikou 571126, China.
J Environ Manage. 2023 Aug 1;339:117865. doi: 10.1016/j.jenvman.2023.117865. Epub 2023 Apr 11.
A sustainable coastal "blue economy" is one of the most significant opportunities and challenges in the new era. However, the management and conservation of marine ecosystems must recognize the interdependence in the coupled human and natural systems. In this study, we employed satellite remote sensing to map the spatial and temporal distribution of Secchi disk depth (SDD) in Hainan coastal waters, China for the first time, and quantitatively revealed the impacts of environmental investments on the coastal water environment in the context of global climate change. Based on the moderate resolution imaging spectroradiometer (MODIS) in situ concurrent matchups (N = 123), a simple green band (555 nm)-based quadratic algorithm was first developed to estimate the SDD for the coastal waters of Hainan Island in China (R = 0.70, root mean square error (RMSE) = 1.74 m). The long time-series SDD dataset (2001-2021) for Hainan coastal waters was reconstructed from MODIS observations. Spatially, SDD showed a pattern of high water clarity in eastern and southern coastal waters and low water clarity in the western and northern coastal areas. This pattern is attributed to unbalanced distributions of bathymetry and pollution from seagoing rivers. Seasonally, the humid tropical monsoon climate drove the SDD into a general pattern of high in the wet season and low in the dry season. Annually, the SDD in Hainan coastal waters improved significantly (p < 0.1), benefiting from environmental investments over the last 20 years. However, the increasing global oceanic wind speed in recent years has exacerbated sediment resuspension and deep ocean mixing, counteracting approximately 14.14% of the remedial management's effectiveness in protecting and restoring the coastal ecosystem. This study offers ways to improve the ecological and environmental regulations under global changes and to strengthen the public service capacity for aquatic management authorities with methods that support the sustainable development of coastal areas.
可持续的沿海“蓝色经济”是新时代最重大的机遇和挑战之一。然而,海洋生态系统的管理和保护必须认识到耦合的人和自然系统的相互依存关系。在本研究中,我们首次利用卫星遥感技术对中国海南沿海海域的水色透明度(Secchi disk depth,SDD)时空分布进行了测绘,并在全球气候变化的背景下,定量揭示了环境投资对近岸海域水环境的影响。基于中分辨率成像光谱仪(moderate resolution imaging spectroradiometer,MODIS)的现场同步匹配(N=123),我们首次开发了一种基于简单绿光波段(555nm)的二次算法,用于估算中国海南岛沿海海域的 SDD(R=0.70,均方根误差(root mean square error,RMSE)=1.74m)。从 MODIS 观测中重建了海南沿海海域的长时间序列 SDD 数据集(2001-2021 年)。在空间上,SDD 呈现出东部和南部沿海高清晰度、西部和北部沿海低清晰度的模式。这种模式归因于水深分布和入海河流污染的不平衡分布。在季节上,湿润的热带季风气候导致 SDD 在雨季呈现高值,在旱季呈现低值。在年际上,海南近岸海域的 SDD 有显著改善(p<0.1),这得益于过去 20 年的环境投资。然而,近年来全球海洋风速的增加加剧了泥沙再悬浮和深海混合,抵消了约 14.14%的补救管理对保护和恢复沿海生态系统的有效性。本研究为在全球变化下改进生态和环境法规以及加强水管理部门的公共服务能力提供了方法,以支持沿海地区的可持续发展。