Estimation of Suspended Sediment Concentration in the Yangtze Main Stream Based on Sentinel-2 MSI Data

环境科学 浊度 长江 沉积物 漫滩 水文学(农业) 均方误差 大洪水 卫星 遥感 地质学 海洋学 地貌学 地理 生态学 数学 生物 统计 岩土工程 中国 工程类 考古 航空航天工程
作者
Chenlu Zhang,Yongxin Liu,Xiuwan Chen,Yu Gao
出处
期刊:Remote Sensing [Multidisciplinary Digital Publishing Institute]
卷期号:14 (18): 4446-4446 被引量:35
标识
DOI:10.3390/rs14184446
摘要

Suspended sediment concentration (SSC) is an important indicator of water quality that affects the biological processes of river ecosystems and the evolution of floodplains and river channels. The in situ SSC measurements are costly, laborious and spatially discontinuous, while the spaceborne SSC overcome these drawbacks and becomes an effective supplement for in situ observation. However, the spaceborne SSC observations of rivers are more challenging than those of lakes and reservoirs due to their narrow widths and the broad range of SSCs, among other factors. We developed a novel SSC retrieval method that is suitable for the rivers. Water was classified as clear or turbid based on the Forel–Ule index, and optimal SSC models were constructed based on the spectral responses to SSCs in cases of different turbidity. The estimated SSC had a strong correspondence with in situ measurements, with a root mean squared error (RMSE) of 24.87 mg/L and a mean relative error (MRE) of 51.91%. Satellite-derived SSC showed good consistency with SSCs obtained from gauging stations (r2 > 0.79). We studied the spatiotemporal variation in SSC in the Yangtze main stream from 2017 to 2021. It increased considerably from May to October each year, with the peak generally occurring in July or August (ca. 200–300 mg/L in a normal year and 800–1000 mg/L in a flood year), while it remained stable and decreased to around 50 mg/L from November to April of the following year. It was high in the east and low in the west, with local maxima in Chongqing (ca. 80–150 mg/L) and in the lower Dongting Lake reaches (ca. 80–100 mg/L) and a local minima in the downstream of the Three Gorges Dam (ca. 1–20 mg/L). Case studies in the Yibin reach and Three Gorges Reservoir determined that local variation in SSCs is due to special hydrodynamic conditions and anthropogenic activities. The procedure applied to process Sentinel-2 imagery and the novel SSC retrieval method we developed supplement the deficiencies in river SSC retrieval.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
1秒前
晨晨完成签到,获得积分20
1秒前
1秒前
香蕉觅云应助不予采纳,获得30
2秒前
3秒前
SciGPT应助seven7采纳,获得10
3秒前
xiaoqin完成签到,获得积分10
3秒前
英俊的铭应助seven7采纳,获得10
3秒前
3秒前
小二郎应助甜叶菊采纳,获得10
3秒前
3秒前
4秒前
4秒前
jansorchen发布了新的文献求助10
4秒前
LuckySun完成签到,获得积分10
4秒前
滴滴滴完成签到,获得积分20
5秒前
sun11完成签到,获得积分10
5秒前
jumo发布了新的文献求助10
5秒前
lpyee完成签到,获得积分10
5秒前
李健应助xmn采纳,获得30
5秒前
5秒前
liky完成签到,获得积分20
5秒前
6秒前
6秒前
6秒前
6秒前
6秒前
6秒前
tianya完成签到,获得积分10
7秒前
fan完成签到,获得积分10
7秒前
7秒前
7秒前
xiaoqin发布了新的文献求助10
7秒前
7秒前
8秒前
8秒前
喷火娃发布了新的文献求助50
8秒前
8秒前
8秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
2026年中国辛酸癸酸聚乙二醇甘油酯行业市场现状调查及投资机会研判报告 1000
模型平均及其应用 900
Nondestructive Testing Handbook: Vol. 4, Thermal and Infrared Testing (IR), 4th ed 800
Évora na Idade Média 555
作者名:Kristopher P. Plain,悉尼大学的,目前只能查到其四篇论文,想找到其博士论文 550
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7350585
求助须知:如何正确求助?哪些是违规求助? 8962226
关于积分的说明 19036970
捐赠科研通 7000148
什么是DOI,文献DOI怎么找? 3220941
关于科研通互助平台的介绍 2385680
邀请新用户注册赠送积分活动 2201397