A regional remote sensing algorithm for total suspended matter in the East China Sea

被引:92
作者
Mao, Zhihua [1 ,2 ]
Chen, Jianyu [1 ]
Pan, Delu [1 ]
Tao, Bangyi [1 ]
Zhu, Qiankun [1 ]
机构
[1] State Ocean Adm, Inst Oceanog 2, State Key Lab Satellite Ocean Environm Dynam, Hangzhou 310012, Zhejiang, Peoples R China
[2] Zhejiang Univ, Hangzhou 310028, Peoples R China
基金
美国国家科学基金会;
关键词
Total suspended matters; Regional algorithm; Satellite remote sensing; The East China Sea; SOUTHERN NORTH-SEA; COASTAL WATERS; PARTICULATE MATTER; OCEAN COLOR; ATMOSPHERIC CORRECTION; 3-COMPONENT MODEL; SEAWIFS IMAGERY; LANDSAT IMAGERY; TURBID COASTAL; PHYTOPLANKTON;
D O I
10.1016/j.rse.2012.06.014
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The East China Sea (ECS) is well known for its high concentration of total suspended matter (TSM). Some regions of the ECS have concentrations higher than 5000 g m(-3). exceeding the valid ranges of many TSM remote sensing algorithms. To overcome the limitation of the existing algorithms, a new TSM model, the "complex proxy TSM model" (CPTSM), is developed in this study. The model is established on the basis of a complex proxy of remote sensing reflectance. The proxy is designed to convert the non-linear relationship between reflectance and TSM to a quasi-linear function over the entire range of TSM concentrations. This proxy is deduced from four indices defined by combinations of the reflectance at different bands. The four indices take advantage of the different relationships between the band combinations of the reflectance and total TSM concentrations. The band selections and model parameters are based on correlation coefficients and regression analysis between the indices and TSM. The results show that the correlation coefficient of 0.912 between the proxy and TSM is higher than that between any individual index and TSM. To validate the CPTSM model, TSM, turbidity, and reflectance data were collected in the ECS during 4 cruises in 2006 and 2007. The actual TSM concentration was measured by weighing the samples collected on filter papers. Turbidity was measured by a Seapoint Turbidity Meter. The turbidity data with values higher than 750 FTU were re-calibrated using an empirical equation. All turbidity values were converted to TSM concentrations using a linear equation. The in situ reflectance was measured using the above-water method at 459 stations and the in-water method at 146 stations. A total of 87 pairs of reflectance measured by both methods were used for inter-comparison with a relative difference of 4.5%. The reflectance values were used to retrieve TSM concentrations using the CPTSM model. A comparison with in situ measurements gave a mean relative error of 23%. Applying the CPTSM model to the Sea-viewing Wide Field-of-view Sensor (SeaWiFS) data and analyzing the errors from a match-up dataset of SeaWiFS and in situ data, we found that the average relative error was 24.5%. We propose to use the CPTSM model to map TSM concentrations from satellite data in the ECS. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:819 / 831
页数:13
相关论文
共 34 条
[1]  
Ahn Y.H., 2001, Korean Journal of Remote Sensing, V17, P285
[2]   DETECTING WATER-QUALITY PARAMETERS IN THE NORFOLK BROADS, UK, USING LANDSAT IMAGERY [J].
BABAN, SMJ .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1993, 14 (07) :1247-1267
[3]   THE USE OF LANDSAT IMAGERY TO MAP FLUVIAL SEDIMENT DISCHARGE INTO COASTAL WATERS [J].
BABAN, SMJ .
MARINE GEOLOGY, 1995, 123 (3-4) :263-270
[4]   Light scattering properties of marine particles in coastal and open ocean waters as related to the particle mass concentration [J].
Babin, M ;
Morel, A ;
Fournier-Sicre, V ;
Fell, F ;
Stramski, D .
LIMNOLOGY AND OCEANOGRAPHY, 2003, 48 (02) :843-859
[5]   Comparison of inherent optical properties as a surrogate for particulate matter concentration in coastal waters [J].
Boss, Emmanuel ;
Taylor, Lisa ;
Gilbert, Sherryl ;
Gundersen, Kjell ;
Hawley, Nathan ;
Janzen, Carol ;
Johengen, Tom ;
Purcell, Heidi ;
Robertson, Charles ;
Schar, Daniel W. H. ;
Smith, G. Jason ;
Tamburri, Mario N. .
LIMNOLOGY AND OCEANOGRAPHY-METHODS, 2009, 7 :803-810
[6]   Comparison of remote sensing data, model results and in situ data for total suspended matter (TSM) in the southern Frisian lakes [J].
Dekker, AG ;
Vos, RJ ;
Peters, SWM .
SCIENCE OF THE TOTAL ENVIRONMENT, 2001, 268 (1-3) :197-214
[8]   Monitoring the maximum turbidity zone and detecting fine-scale turbidity features in the Gironde estuary using high spatial resolution satellite sensor (SPOT HRV, Landsat ETM+) data [J].
Doxaran, D. ;
Castaing, P. ;
Lavender, S. J. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2006, 27 (11) :2303-2321
[9]   Dynamics of the turbidity maximum zone in a macrotidal estuary (the Gironde, France): Observations from field and MODIS satellite data [J].
Doxaran, David ;
Froidefond, Jean-Marie ;
Castaing, Patrice ;
Babin, Marcel .
ESTUARINE COASTAL AND SHELF SCIENCE, 2009, 81 (03) :321-332
[10]   Remotely sensed seasonality in the spatial distribution of sea-surface suspended particulate matter in the southern North Sea [J].
Eleveld, Marieke A. ;
Pasterkamp, Reinold ;
van der Woerd, Hendrik J. ;
Pietrzak, Julie D. .
ESTUARINE COASTAL AND SHELF SCIENCE, 2008, 80 (01) :103-113