Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
Marine and Freshwater Research Marine and Freshwater Research Society
Advances in the aquatic sciences
RESEARCH ARTICLE

Spatiotemporal variations of total suspended matter (TSM) in the Pearl River estuary using MERIS full-resolution (FR) level-2 TSM product

Feng Gao A B , Yunpeng Wang A D , Xinyi Hu A B , Chao Xu A B and Ned Horning C
+ Author Affiliations
- Author Affiliations

A State Key Laboratory of Organic Geochemistry, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou, 510640, PR China.

B University of Chinese Academy of Sciences, Beijing, 100049, PR China.

C American Museum of Natural History Center for Biodiversity and Conservation, Central Park West at 79th Street, New York, NY 10024, USA.

D Corresponding author. Email: wangyp@gig.ac.cn

Marine and Freshwater Research 70(8) 1065-1077 https://doi.org/10.1071/MF18111
Submitted: 21 March 2018  Accepted: 12 December 2018   Published: 18 February 2019

Abstract

In this study, we first use self-organising map (SOM) and medium-resolution imaging spectrometer (MERIS) full-resolution (FR) level-2 total suspended matter (TSM) product to identify spatial-distribution patterns of TSM concentration in the Pearl River estuary. Second, the spatial and temporal variation of TSM concentration in the Pearl River estuary was investigated using 9-year (2003–2011) MERIS FR level-2 TSM products. The spatial-distribution patterns of TSM concentration identified by SOM in the Pearl River estuary showed that there are high values in west and north and low values in east and south. On the basis of the analysis of the sample points randomly extracted from the Pearl River estuary, the results showed that the spatial variation of TSM in eight gates varied greatly, and the Lingdingyang Bay from Humen to offshore waters (i.e. Xitan, Zhongtan and Dongtan) presents a decreasing trend. Moreover, extreme climate events (e.g. EI Niño and La Niña) may have a great effect on spatial and temporal variation of TSM concentration in the Pearl River estuary. These results could provide a new insight for a better understanding of the dynamics of TSM concentration in the Pearl River estuary and the effect of soil- and water-conservation measures in the upstream of Pearl River.

Additional keywords: EI Niño and La Niña, precipitation, SOM, spatial and temporal variation.


References

Alikas, K., and Reinart, A. (2008). Validation of the MERIS products on large European lakes: Peipsi, Vänern and Vättern. Hydrobiologia 599, 161–168.
Validation of the MERIS products on large European lakes: Peipsi, Vänern and Vättern.Crossref | GoogleScholarGoogle Scholar |

Chen, S.-L., Zhang, G.-A., Yang, S.-L., and Shi, J. Z. (2006). Temporal variations of fine suspended sediment concentration in the Changjiang River estuary and adjacent coastal waters, China. Journal of Hydrology 331, 137–145.
Temporal variations of fine suspended sediment concentration in the Changjiang River estuary and adjacent coastal waters, China.Crossref | GoogleScholarGoogle Scholar |

Chen, S., Han, L., Chen, X., Li, D., Sun, L., and Li, Y. (2015). Estimating wide range total suspended solids concentrations from MODIS 250-m imageries: an improved method. ISPRS Journal of Photogrammetry and Remote Sensing 99, 58–69.
Estimating wide range total suspended solids concentrations from MODIS 250-m imageries: an improved method.Crossref | GoogleScholarGoogle Scholar |

Chen, F., Wu, G., Wang, J., He, J., and Wang, Y. (2016). A MODIS-based retrieval model of suspended particulate matter concentration for the two largest freshwater lakes in China. Sustainability 8, 832–846.
A MODIS-based retrieval model of suspended particulate matter concentration for the two largest freshwater lakes in China.Crossref | GoogleScholarGoogle Scholar |

Cheng, C., Wei, Y., Xu, J., and Yuan, Z. (2013). Remote sensing estimation of chlorophyll-a and suspended sediment concentration in turbid water based on spectral separation. Optik 124, 6815–6819.
Remote sensing estimation of chlorophyll-a and suspended sediment concentration in turbid water based on spectral separation.Crossref | GoogleScholarGoogle Scholar |

Dai, S. B., Yang, S. L., and Cai, A. M. (2008). Impacts of dams on the sediment flux of the Pearl River, southern China. Catena 76, 36–43.
Impacts of dams on the sediment flux of the Pearl River, southern China.Crossref | GoogleScholarGoogle Scholar |

Deng, Y., Zhang, Y., Li, D., Shi, K., and Zhang, Y. (2017). Temporal and spatial dynamics of phytoplankton primary production in Lake Taihu derived from MODIS Data. Remote Sensing 9, 195.
Temporal and spatial dynamics of phytoplankton primary production in Lake Taihu derived from MODIS Data.Crossref | GoogleScholarGoogle Scholar |

Doerffer, R., and Schiller, H. (2007). The MERIS Case 2 water algorithm. International Journal of Remote Sensing 28, 517–535.
The MERIS Case 2 water algorithm.Crossref | GoogleScholarGoogle Scholar |

Downing-Kunz, M. A., and Schoellhamer, D. H. (2013). Seasonal variations in suspended-sediment dynamics in the tidal reach of an estuarine tributary. Marine Geology 345, 314–326.
Seasonal variations in suspended-sediment dynamics in the tidal reach of an estuarine tributary.Crossref | GoogleScholarGoogle Scholar |

Duan, W., Takara, K., He, B., Luo, P., Nover, D., and Yamashiki, Y. (2013). Spatial and temporal trends in estimates of nutrient and suspended sediment loads in the Ishikari River, Japan, 1985 to 2010. The Science of the Total Environment 461–462, 499–508.
Spatial and temporal trends in estimates of nutrient and suspended sediment loads in the Ishikari River, Japan, 1985 to 2010.Crossref | GoogleScholarGoogle Scholar | 23751333PubMed |

Fu, D., Luan, H., Liu, D., Zhang, Y., and Ding, Y. (2016). Analysis of suspended sediment concentration remote sensing models in winter and spring in the Pearl River estuary. Marine Environmental Science 35, 600–604.

González Vilas, L., Spyrakos, E., and Torres Palenzuela, J. M. (2011). Neural network estimation of chlorophyll a from MERIS full resolution data for the coastal waters of Galician rias (NW Spain). Remote Sensing of Environment 115, 524–535.
Neural network estimation of chlorophyll a from MERIS full resolution data for the coastal waters of Galician rias (NW Spain).Crossref | GoogleScholarGoogle Scholar |

Jia, X., Zhang, P., Chen, L., Gao, H., Zhu, Y., Li, W., and Han, R. (2008). Causality analysis of autumn rainfall anomalies in China in 2007. Meteorological Monographs 34, 86–94.

Kratzer, S., Brockmann, C., and Moore, G. (2008). Using MERIS full resolution data to monitor coastal waters – a case study from Himmerfjärden, a fjord-like bay in the northwestern Baltic Sea. Remote Sensing of Environment 112, 2284–2300.
Using MERIS full resolution data to monitor coastal waters – a case study from Himmerfjärden, a fjord-like bay in the northwestern Baltic Sea.Crossref | GoogleScholarGoogle Scholar |

Latrubesse, E. M., Arima, E. Y., Dunne, T., Park, E., Baker, V. R., d’Horta, F. M., Wight, C., Wittmann, F., Zuanon, J., Baker, P. A., Ribas, C. C., Norgaard, R. B., Filizola, N., Ansar, A., Flyvbjerg, B., and Stevaux, J. C. (2017). Damming the rivers of the Amazon basin. Nature 546, 363–369.
Damming the rivers of the Amazon basin.Crossref | GoogleScholarGoogle Scholar | 28617466PubMed |

Le, C., Lehrter, J. C., Schaeffer, B. A., Hu, C., Murrell, M. C., Hagy, J. D., Greene, R. M., and Beck, M. (2016). Bio-optical water quality dynamics observed from MERIS in Pensacola Bay, Florida. Estuarine, Coastal and Shelf Science 173, 26–38.
Bio-optical water quality dynamics observed from MERIS in Pensacola Bay, Florida.Crossref | GoogleScholarGoogle Scholar |

Li, P., Yang, S. L., Milliman, J. D., Xu, K. H., Qin, W. H., Wu, C. S., Chen, Y. P., and Shi, B. W. (2012). Spatial, temporal, and human-induced variations in suspended sediment concentration in the surface waters of the Yangtze estuary and adjacent coastal areas. Estuaries and Coasts 35, 1316–1327.
Spatial, temporal, and human-induced variations in suspended sediment concentration in the surface waters of the Yangtze estuary and adjacent coastal areas.Crossref | GoogleScholarGoogle Scholar |

Liang, Q., Zhang, Y., Ma, R., Loiselle, S., Li, J., and Hu, M. (2017). A MODIS-based novel method to distinguish surface cyanobacterial scums and aquatic macrophytes in Lake Taihu. Remote Sensing 9, 133.
A MODIS-based novel method to distinguish surface cyanobacterial scums and aquatic macrophytes in Lake Taihu.Crossref | GoogleScholarGoogle Scholar |

Liu, F., Chen, C., Tang, S., and Liu, D. (2009). A piecewise algorithm for retrieval of suspended sediment concentration based on in situ spectral data by MERIS in Zhujiang River estuary. Journal of Tropical Oceanography 28, 9–14.

Liu, H., He, Q., Wang, Z., Weltje, G. J., and Zhang, J. (2010). Dynamics and spatial variability of near-bottom sediment exchange in the Yangtze estuary, China. Estuarine, Coastal and Shelf Science 86, 322–330.
Dynamics and spatial variability of near-bottom sediment exchange in the Yangtze estuary, China.Crossref | GoogleScholarGoogle Scholar |

Lu, Z., and Gan, J. (2015). Controls of seasonal variability of phytoplankton blooms in the Pearl River estuary. Deep-sea Research – II. Topical Studies in Oceanography 117, 86–96.
Controls of seasonal variability of phytoplankton blooms in the Pearl River estuary.Crossref | GoogleScholarGoogle Scholar |

Luo, X.-L., Zeng, E. Y., Ji, R.-Y., and Wang, C.-P. (2007). Effects of in-channel sand excavation on the hydrology of the Pearl River delta, China. Journal of Hydrology 343, 230–239.
Effects of in-channel sand excavation on the hydrology of the Pearl River delta, China.Crossref | GoogleScholarGoogle Scholar |

Mao, Z., Chen, J., Pan, D., Tao, B., and Zhu, Q. (2012). A regional remote sensing algorithm for total suspended matter in the East China Sea. Remote Sensing of Environment 124, 819–831.
A regional remote sensing algorithm for total suspended matter in the East China Sea.Crossref | GoogleScholarGoogle Scholar |

Miller, R. L., and McKee, B. A. (2004). Using MODIS Terra 250 m imagery to map concentrations of total suspended matter in coastal waters. Remote Sensing of Environment 93, 259–266.
Using MODIS Terra 250 m imagery to map concentrations of total suspended matter in coastal waters.Crossref | GoogleScholarGoogle Scholar |

Onderka, M., and Pekarova, P. (2008). Retrieval of suspended particulate matter concentrations in the Danube River from Landsat ETM data. The Science of the Total Environment 397, 238–243.
Retrieval of suspended particulate matter concentrations in the Danube River from Landsat ETM data.Crossref | GoogleScholarGoogle Scholar | 18433839PubMed |

Ouyang, T., Zhu, Z., and Kuang, Y. (2006). Assessing impact of urbanization on river water quality in the Pearl River delta economic zone, China. Environmental Monitoring and Assessment 120, 313–325.
Assessing impact of urbanization on river water quality in the Pearl River delta economic zone, China.Crossref | GoogleScholarGoogle Scholar | 16738781PubMed |

Restrepo, J. D., Park, E., Aquino, S., and Latrubesse, E. M. (2016). Coral reefs chronically exposed to river sediment plumes in the southwestern Caribbean: Rosario Islands, Colombia. The Science of the Total Environment 553, 316–329.
Coral reefs chronically exposed to river sediment plumes in the southwestern Caribbean: Rosario Islands, Colombia.Crossref | GoogleScholarGoogle Scholar | 26933966PubMed |

Richardson, A. J., Risien, C., and Shillington, F. A. (2003). Using self-organizing maps to identify patterns in satellite imagery. Progress in Oceanography 59, 223–239.
Using self-organizing maps to identify patterns in satellite imagery.Crossref | GoogleScholarGoogle Scholar |

Robert, E., Grippa, M., Kergoat, L., Pinet, S., Gal, L., Cochonneau, G., and Martinez, J.-M. (2016). Monitoring water turbidity and surface suspended sediment concentration of the Bagre Reservoir (Burkina Faso) using MODIS and field reflectance data. International Journal of Applied Earth Observation and Geoinformation 52, 243–251.
Monitoring water turbidity and surface suspended sediment concentration of the Bagre Reservoir (Burkina Faso) using MODIS and field reflectance data.Crossref | GoogleScholarGoogle Scholar |

Rodríguez-Blanco, M. L., Taboada-Castro, M. M., and Taboada-Castro, M. T. (2010). Factors controlling hydro-sedimentary response during runoff events in a rural catchment in the humid Spanish zone. Catena 82, 206–217.
Factors controlling hydro-sedimentary response during runoff events in a rural catchment in the humid Spanish zone.Crossref | GoogleScholarGoogle Scholar |

Schroeder, T., Schaale, M., and Fischer, J. (2007). Retrieval of atmospheric and oceanic properties from MERIS measurements: a new Case‐2 water processor for BEAM. International Journal of Remote Sensing 28, 5627–5632.
Retrieval of atmospheric and oceanic properties from MERIS measurements: a new Case‐2 water processor for BEAM.Crossref | GoogleScholarGoogle Scholar |

Shen, F., Verhoef, W., Zhou, Y., Salama, M. S., and Liu, X. (2010). Satellite estimates of wide-range suspended sediment concentrations in Changjiang (Yangtze) estuary using MERIS data. Estuaries and Coasts 33, 1420–1429.
Satellite estimates of wide-range suspended sediment concentrations in Changjiang (Yangtze) estuary using MERIS data.Crossref | GoogleScholarGoogle Scholar |

Sørensen, K., Aas, E., and Høkedal, J. (2007). Validation of MERIS water products and bio‐optical relationships in the Skagerrak. International Journal of Remote Sensing 28, 555–568.
Validation of MERIS water products and bio‐optical relationships in the Skagerrak.Crossref | GoogleScholarGoogle Scholar |

Suif, Z., Fleifle, A., Yoshimura, C., and Saavedra, O. (2016). Spatio-temporal patterns of soil erosion and suspended sediment dynamics in the Mekong River basin. The Science of the Total Environment 568, 933–945.
Spatio-temporal patterns of soil erosion and suspended sediment dynamics in the Mekong River basin.Crossref | GoogleScholarGoogle Scholar | 27338846PubMed |

Sun, L., Yan, M., Cai, Q., and Fang, H. (2016). Suspended sediment dynamics at different time scales in the Loushui River, south-central China. Catena 136, 152–161.
Suspended sediment dynamics at different time scales in the Loushui River, south-central China.Crossref | GoogleScholarGoogle Scholar |

Varol, M., Gökot, B., Bekleyen, A., and Şen, B. (2012). Spatial and temporal variations in surface water quality of the dam reservoirs in the Tigris River basin, Turkey. Catena 92, 11–21.
Spatial and temporal variations in surface water quality of the dam reservoirs in the Tigris River basin, Turkey.Crossref | GoogleScholarGoogle Scholar |

Wang, C., Li, W., Chen, S., Li, D., Wang, D., and Liu, J. (2018). The spatial and temporal variation of total suspended solid concentration in Pearl River estuary during 1987–2015 based on remote sensing. The Science of the Total Environment 618, 1125–1138.
The spatial and temporal variation of total suspended solid concentration in Pearl River estuary during 1987–2015 based on remote sensing.Crossref | GoogleScholarGoogle Scholar | 29102182PubMed |

Wu, C. S., Yang, S. L., and Lei, Y.-p. (2012). Quantifying the anthropogenic and climatic impacts on water discharge and sediment load in the Pearl River (Zhujiang), China (1954–2009). Journal of Hydrology 452–453, 190–204.
Quantifying the anthropogenic and climatic impacts on water discharge and sediment load in the Pearl River (Zhujiang), China (1954–2009).Crossref | GoogleScholarGoogle Scholar |

Wu, C. S., Yang, S., Huang, S., and Wang, S. (2014). Multi-scale variability of water discharge and sediment load in the Pearl River during 1954–2011. Acta Geographica Sinica 69, 422–432.

Wu, C. S., Yang, S., Huang, S., and Mu, J. (2016). Delta changes in the Pearl River estuary and its response to human activities (1954–2008). Quaternary International 392, 147–154.
Delta changes in the Pearl River estuary and its response to human activities (1954–2008).Crossref | GoogleScholarGoogle Scholar |

Xi, H., and Zhang, Y. (2011). Total suspended matter observation in the Pearl River estuary from in situ and MERIS data. Environmental Monitoring and Assessment 177, 563–574.
Total suspended matter observation in the Pearl River estuary from in situ and MERIS data.Crossref | GoogleScholarGoogle Scholar | 20809388PubMed |

Xing, Q., Lou, M., Chen, C., and Shi, P. (2013). Using in situ and satellite hyperspectral data to estimate the surface suspended sediments concentrations in the Pearl River estuary. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 6, 731–738.
Using in situ and satellite hyperspectral data to estimate the surface suspended sediments concentrations in the Pearl River estuary.Crossref | GoogleScholarGoogle Scholar |

Yu, Z., Chen, X., Zhou, B., Tian, L., Yuan, X., and Feng, L. (2012). Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery. Chinese Journal of Oceanology and Limnology 30, 295–304.
Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery.Crossref | GoogleScholarGoogle Scholar |

Zhai, W., Dai, M., Cai, W.-J., Wang, Y., and Wang, Z. (2005). High partial pressure of CO2 and its maintaining mechanism in a subtropical estuary: the Pearl River estuary, China. Marine Chemistry 93, 21–32.
High partial pressure of CO2 and its maintaining mechanism in a subtropical estuary: the Pearl River estuary, China.Crossref | GoogleScholarGoogle Scholar |

Zhang, W., Xu, Z., Dong, X., and Lin, N. (2010). Analysis on characteristics of temporal and spatial variation of suspended sediment in the Lingding Bay. Journal of Sedimentary Research 4, 22–28.

Zhu, F., Ou, S., Zhang, S., and Luo, K. (2015). MODIS images-based retrieval and analysis of spatial-temporal change of superficial suspended sediment concentration in the Pearl River estuary. Journal of Sedimentary Research 2, 67–73.