Human impact on suspended particulate matter in the Yellow River Estuary, China: Evidence from remote sensing data fusion using an improved spatiotemporal fusion method

被引:53
作者
Li, Peng [1 ]
Ke, Yinghai [1 ,2 ]
Wang, Dawei [3 ]
Ji, Hongyu [4 ]
Chen, Shenliang [4 ]
Chen, Mengmeng [1 ]
Lyu, Mingyuan [1 ]
Zhou, Demin [1 ,2 ]
机构
[1] Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
[2] Capital Normal Univ, Lab Cultivat Base Environm Proc & Digital Simulat, Beijing 100048, Peoples R China
[3] Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
[4] East China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200241, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Suspended particulate matter; Spatiotemporal remote sensing data fusion; GOCI; Landsat; Sentinel-2; Yellow River Estuary; SEDIMENT REGULATION SCHEME; ATMOSPHERIC CORRECTION; LOWER REACHES; DELTA; WATER; HUANGHE; LANDSAT; DISCHARGE; DYNAMICS; REFLECTANCE;
D O I
10.1016/j.scitotenv.2020.141612
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Transport of suspended particulate matter (SPM) in estuarine waters plays an important role in regulating erosion-accretion and biogeochemical processes. In the YellowRiver Estuary (YRE), artificial water and sediment regulation scheme (WSRS) and coastal engineering structures are the 2 typical anthropogenic activities affecting the spatiotemporal dynamics of estuarine SPM. The monitoring of SPM transport affected by such human activities requires SPMmapping at both high spatial and high temporal resolutions. In this study, we presented an improved Flexible Spatiotemporal Data Fusion (FSDAF) strategy with consideration of highly dynamic SPM variations in estuarine waters, and generated 30-m hourly SPM concentrations based on Landsat 8 OLI and GOCI datasets. The new strategy produced higher SPMestimation accuracy than the original FSDAF, with the relative percentage difference (RPD) decreasing from29.75% to 5.31% using GOCI-derived hourly SPMas reference. With in situ SPM measurements as reference, the fused SPM concentrations had an RMSE of 12.09 mg/L and an RPD of 27.17%. Investigation of interday SPM variations before, during, and after the WSRS in 2018 revealed that the first WSRS significantly increased the SPM concentration and plume extent; new wetland with an area of 12.56 km(2) was formed due to sediment accretion near the river mouth. The two groins offshore from the coastlines on the north and south sides of YRE exhibited obvious sediment trapping effects in that higher SPMconcentrations on one side of each groinwere found regardless of the turbidity modes and diurnal SPMvariations; the trapping effects were associated with the number of groins and groin length. Intraday variations of SPM were influenced by tidal currents, with plume direction following the ebb and flooding tidal current direction. The inter- and intraday characteristics of the 30-m hourly SPM dynamics facilitate the detailed analysis of the sediment transport associated with human activities. (C) 2020 Elsevier B.V. All rights reserved.
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页数:18
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