Sun Qiang, Luo Wei, Dong Xianzhang, Lei Shaohua, Mu Meng, Zeng Shuai
South China Institute of Environmental Science, Ministry of Ecology and Environment, NO.18 Ruihe RD., Guangzhou, 510535, China; National Key Laboratory of Urban Ecological Environmental Simulation and Protection, Guangzhou, 510535, China.
School of Geography and Environmental Engineering, Jiangxi Provincial Key Laboratory of Low-Carbon Solid Waste Recycling, Gannan Normal University, Ganzhou, 341000, China.
Environ Res. 2024 May 15;249:118461. doi: 10.1016/j.envres.2024.118461. Epub 2024 Feb 12.
Information on long-term trends in total suspended solids (TSS) is critical for assessing aquatic ecosystems. However, the long-term patterns of TSS concentration (C) and its latent drivers have not been well investigated. In this study, we developed and validated three semi-analysis algorithms for deriving C using Landsat images. Subsequently, the long-term trends in C in the Pearl River Estuary (PRE) from 1987 to 2022 and the driving factors were clarified. The developed algorithms yielded excellent performance in estimating C, with mean absolute percentage errors <25% and root mean square errors of <13 mg/L. Long-term Landsat observations showed an overall decreasing trend and significant spatiotemporal dynamics of the C in the PRE from 1987 to 2022. The analysis of driving factors suggested that industrial sewage, cropland, forests and grasslands, and built-up land were the four potential driving forces that explained 87.81% of the long-term variation in C. This study not only provides 36-year recorded datasets of C in estuary water, but also offers new insights into the complex mechanisms that regulate C spatiotemporal dynamics for water resource management.
总悬浮固体(TSS)的长期趋势信息对于评估水生生态系统至关重要。然而,TSS浓度(C)的长期模式及其潜在驱动因素尚未得到充分研究。在本研究中,我们开发并验证了三种利用陆地卫星图像推导C的半分析算法。随后,明确了1987年至2022年珠江口(PRE)C的长期趋势及其驱动因素。所开发的算法在估算C方面表现出色,平均绝对百分比误差<25%,均方根误差<13mg/L。长期的陆地卫星观测显示,1987年至2022年PRE的C总体呈下降趋势,且具有显著的时空动态变化。驱动因素分析表明,工业污水、农田、森林和草地以及建设用地是解释C长期变化87.81%的四个潜在驱动力。本研究不仅提供了河口水中C的36年记录数据集,还为水资源管理中调节C时空动态的复杂机制提供了新的见解。