Decline of suspended particulate matter concentrations in Lake Taihu from 1984 to 2020: observations from Landsat TM and OLI
Authors:
- 7 June 2022
- journal article
- research article
- Published by Optica Publishing Group in Optics Express
- Vol. 30 (13) , 22572-22589
Abstract
Suspended particulate matter (SPM) affects the optical properties of water, which can be used as a marker of water quality. The water quality of Lake Taihu has changed immensely since the 1980's. However, despite the link between water quality and SPM, long-term systematic studies on SPM have not been conducted in this lake. Here, we used Landsat-5 TM and Landsat-8 OLI data to model changes in the SPM concentration of Lake Taihu from 1984 to 2020. Various models were generated, calibrated, and finally validated usingin situSPM, remote sensing reflectance (Rrs) data, and synchronous satellite data. After comparing various commonly used models, it was found that the exponential model based on band combination [Rrs(red) + Rrs(NIR)/Rrs(green)] had the highest accuracy, with an average unbiased relative error greater than 35%. Subsequently, the SPM products of Lake Taihu during 1984–2020 were generated. Overall, the SPM concentration showed a downward trend over the study period, which might be primarily attributable to a decline in wind speed. These findings may assist in the conservation of Lake Taihu and its associated water resources.Keywords
Funding Information
- National Natural Science Foundation of China (41901272, 41901304, 41971318)
- Strategic Priority Research Program of the Chinese Academy of Sciences (XDA19080304)
This publication has 58 references indexed in Scilit:
- Time-series MODIS Image-based Retrieval and Distribution Analysis of Total Suspended Matter Concentrations in Lake Taihu (China)International Journal of Environmental Research and Public Health, 2010
- Assessing the potential of Medium‐Resolution Imaging Spectrometer (MERIS) and Moderate‐Resolution Imaging Spectroradiometer (MODIS) data for monitoring total suspended matter in small and intermediate sized lakes and reservoirsWater Resources Research, 2010
- Detecting the spatial and temporal variability of chlorophyll-a concentration and total suspended solids in Apalachicola Bay, Florida using MODIS imageryInternational Journal of Remote Sensing, 2010
- On downward shortwave and longwave radiations over high altitude regions: Observation and modeling in the Tibetan PlateauAgricultural and Forest Meteorology, 2010
- Spectral absorption properties of dissolved and particulate matter in Lake ErieRemote Sensing of Environment, 2008
- A Landsat Surface Reflectance Dataset for North America, 1990–2000IEEE Geoscience and Remote Sensing Letters, 2006
- Estimating suspended sediment concentrations from ocean colour measurements in moderately turbid waters; the impact of variable particle scattering propertiesRemote Sensing of Environment, 2005
- An evaluation of mobile mud dynamics in the Mississippi River deltaic regionMarine Geology, 2004
- Spectral signature of highly turbid watersRemote Sensing of Environment, 2002
- Ocean color chlorophyll algorithms for SeaWiFSJournal of Geophysical Research: Oceans, 1998