A semi-analytical model for estimating total suspended matter in highly turbid waters
Autor: | Yunlin Zhang, Yuan Li, Max J. Moreno-Madriñán, Yibo Zhang, Kun Shi, Na Li |
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Rok vydání: | 2019 |
Předmět: |
010504 meteorology & atmospheric sciences
Mean squared error business.industry 0211 other engineering and technologies Atmospheric correction Soil science 02 engineering and technology 01 natural sciences Atomic and Molecular Physics and Optics Geostationary Ocean Color Imager Colored dissolved organic matter Optics Ocean color Approximation error Attenuation coefficient Environmental science Absorption (electromagnetic radiation) business 021101 geological & geomatics engineering 0105 earth and related environmental sciences |
Zdroj: | Optics express. 26(26) |
ISSN: | 1094-4087 |
Popis: | Total suspended matter (TSM) is related to water quality. High TSM concentrations limit underwater light availability, thus affecting the primary productivity of aquatic ecosystems. Accurate estimation of TSM concentrations in various waters with remote sensing technology is particularly challenging, as the concentrations and optical properties vary greatly among different waters. In this research, a semi-analytical model was established for Hangzhou Bay and Lake Taihu for estimating TSM concentration. The model construction proceeded in two steps. 1) Two indices of the model were calculated by deriving absorption and backscattering coefficients of suspended matter (ap(λ) and bbp(λ)) from the reflectance signal using a semi-analytical method. 2) The two indices were then weighted to derive TSM. The performance of the proposed model was tested using in situ reflectance and Geostationary Ocean Color Imager (GOCI) data. The derived TSM based on in situ reflectance and GOCI images both corresponded well with the in situ TSM with low mean relative error (32%, 41%), root mean square error (20.1 mg/L, 43.1 mg/L), and normalized root mean square error (33%, 55%). The model was further used for the slightly turbid Xin’anjiang Reservoir to demonstrate its applicability to derive ap(λ) and bbp(λ) in other water types. The results indicated that the form Rrs −1(λ1) − Rrs −1(λ2) could minimize the effect of CDOM absorption in deriving ap(λ) from the total absorption. The model exploited the different relationships between TSM concentration and multiband reflectance, thus improving the performance and application range in deriving TSM. |
Databáze: | OpenAIRE |
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