Estimation of suspended particulate matter concentration based on Landsat 8 data in the Yellow River Estuary

ZHOU Yuan, HAO Yan-ling, LIU Dong-wei, CUI Ting-wei, YU Rui-hong, ZHANG Zhi-lei

Journal of Marine Sciences ›› 2018, Vol. 36 ›› Issue (1) : 35-45.

PDF(4225 KB)
PDF(4225 KB)
Journal of Marine Sciences ›› 2018, Vol. 36 ›› Issue (1) : 35-45. DOI: 10.3969/j.issn.1001-909X.2018.01.004

Estimation of suspended particulate matter concentration based on Landsat 8 data in the Yellow River Estuary

  • ZHOU Yuan1, HAO Yan-ling*1, LIU Dong-wei1, CUI Ting-wei2, YU Rui-hong1, ZHANG Zhi-lei3
Author information +
History +

Abstract

Suspended particulate matter (SPM) plays an important role in determining the light field under water, which then affects the primary production and waters ecological environment. Therefore, SPM concentration is one of the important parameters for water quality and hydrographic environment monitoring.Based on a total of 89 in-situ SPM concentration and spectral data collected from June to July and from November to December 2011, the spectral characteristics of suspended matter in the Yellow River Estuary and its adjacent waters were analyzed. And an empirical inversion algorithms for SPM concentration with different combinations of bands or band ratios was established. The result showed that the algorithm with combining the Rrs655/Rrs560 and Rrs865 was the best, the APD of algorithm was 25.65%, and the correlation was 0.95. Using the Rrs retrieved from Landsat 8 OLI data and the SPM algorithm, 7 maps of the SPM concentration in the Yellow River Estuary and its adjacent waters from 2014 to 2016 were obtained. The result indicated that the SPM concentration reduced gradually from the coastal to offshore waters, and the value of SPM concentration had significant changes during different periods.

Key words

Yellow River Estuary / Landsat 8 OLI / suspended particulate matter / remote sensing inversion

Cite this article

Download Citations
ZHOU Yuan, HAO Yan-ling, LIU Dong-wei, CUI Ting-wei, YU Rui-hong, ZHANG Zhi-lei. Estimation of suspended particulate matter concentration based on Landsat 8 data in the Yellow River Estuary[J]. Journal of Marine Sciences. 2018, 36(1): 35-45 https://doi.org/10.3969/j.issn.1001-909X.2018.01.004

References

[1] DOXARAN D, FROIDEFOND J M, LAVENDER S, et al. Spectral signature of highly turbid waters: Application with SPOT data to quantify suspended particulate matter concentrations [J]. Remote Sensing of Environment, 2002, 81(1): 149-161.
[2] LIU Qian, DAVID G R. Estimation on suspended sedimentation concentration of Poyang Lake using MODIS and hyperspectral data[J].Remote Sensing Technology and Application, 2008, 23(1): 7-11.
刘茜, DAVID G R. 基于高光谱数据和MODIS影像的鄱阳湖悬浮泥沙浓度估算[J]. 遥感技术与应用, 2008, 23(1): 7-11.
[3] GUANG Jie, WEI Yu-chun, HUANG Jia-zhu, et al. Seasonal suspended sediment estimating models in Lake Taihu using remote sensing data[J]. Journal of Lake Sciences, 2007, 19(3): 241-249.
光洁, 韦玉春, 黄家柱, 等. 分季节的太湖悬浮物遥感估测研究模型[J]. 湖泊科学, 2007, 19(3): 241-249.
[4] CHENG Tian-wen, ZHAO Chu-nian. The flow of the main rivers in China, the amount of sediment transport and the influence on the coast[J].Acta Oceanologica Sinica, 1985, 7(4): 460-471.
程天文, 赵楚年. 我国主要河流入海径流量、输沙量及对沿岸的影响[J]. 海洋学报, 1985, 7(4): 460-471.
[5] CHEN Xiao-ling, YUAN Zhong-zhi, LI Yu-xiang. Spatial and temporal dynamics of suspended sediment concentration in the Pearl River Estuary based on remote sensing[J]. Geomatics and Information Science of Wuhan University, 2005, 30(8): 677-681.
陈晓玲, 袁中智, 李毓湘. 基于遥感反演结果的悬浮泥沙时空动态规律研究——以珠江河口及邻近海域为例[J]. 武汉大学学报:信息科学版, 2005, 30(8): 677-681.
[6] JIANG Jie. Study on the method of retrieving suspended sediment concentration by remote sensing[J].Marine Geology Letters, 2006, 22(9): 32-34.
姜杰. 利用遥感反演悬浮泥沙浓度的方法研究[J]. 海洋地质动态, 2006, 22(9): 32-34.
[7] REN Jing-ping, ZHAO Jin-ping. Progress and prospect of ocean color remote sensing in case 2 waters[J]. Advances in Earth Science, 2002, 17(3): 363-371.
任敬萍, 赵进平. 二类水体水色遥感的主要进展与发展前景[J]. 地球科学进展, 2002, 17(3): 363-371.
[8] CHEN Yan, KONG Jin-ling, SUN Xiao-ming, et al. Retrieval of sea surface suspended sediment concentration in Bohai gulf offshore area based on semi-analyses model[J]. Geography and Geo-information Science, 2014, 30(3): 33-36.
陈燕, 孔金玲, 孙晓明, 等. 基于半分析模型的渤海湾近岸海域悬浮泥沙浓度遥感反演[J]. 地理与地理信息科学, 2014, 30(3): 33-36.
[9] YAN Guan-fa, DU Bai-li, ZHANG Dong-you, et al. Comparison of prediction accuracies of contents of suspended solids by remote sensing inversion and Kriging spatial interpolation at Harbin section of Songhua River[J]. Wetland Science, 2015, 13(2): 184-189.
烟贯发, 杜百利, 张冬有, 等. 松花江哈尔滨段悬浮物含量遥感反演与克里格插值预测精度对比[J]. 湿地科学, 2015, 13(2): 184-189.
[10] JIANG Jie. Study on remote sensing inversion model of suspended sediment concentration[D].Nanjing: Nanjing Normal University, 2004.
姜杰. 悬浮泥沙浓度遥感反演模式研究[D].南京:南京师范大学, 2004.
[11] DING Xiao-ying, XU Xiang-xiang. A remote sensing analysis of characteristics of suspended sediments movement in Hanjiang Estuary[J]. Remote Sensing for Land and Resources, 2007(3): 71-73.
丁晓英, 许祥向. 应用遥感技术分析韩江河口悬沙的动态特征[J]. 国土资源遥感, 2007(3): 71-73.
[12] ZHANG Yun, ZHANG Ying, WANG Jing-jing. Analysis on the sensing model of suspended sediment concentrations[J]. Marine Sciences, 2008, 32(5): 32-35.
张芸, 张鹰, 王晶晶. 悬浮泥沙浓度遥感反演模型研究[J]. 海洋科学, 2008, 32(5): 32-35.
[13] FU Dong-yang, LUAN Hong, LIU Da-zhao, et al. Analysis of suspended sediment concentration remote sensing models in winter and spring in the Pearl River estuary[J]. Marine Environmental Science, 2016, 35(4): 600-604.
付东洋, 栾虹, 刘大召, 等.珠江口冬春季悬浮泥沙浓度遥感反演模式分析[J]. 海洋环境科学, 2016, 35(4): 600-604.
[14] JIANG Jun-jie, GUO Bi-yun. A study on the inversion of suspended sediment concentration in the coastal waters of Zhoushan[J]. China Water Transport,2016, 16(11): 171-174.
蒋俊杰, 郭碧云. 舟山近海海域悬浮泥沙浓度反演研究[J]. 中国水运, 2016, 16(11): 171-174.
[15] KONG Jin-ling, YANG Jing, SUN Xiao-ming, et al. Atmospheric correction and suspended sediment concentration retrievalbased on multi-spectral remote sensing images: A case study of Caofeidian offshore area[J]. Remote Sensing for Land and Resources, 2016, 28(3): 130-137.
孔金玲, 杨晶, 孙晓明, 等. 多光谱遥感影像大气校正与悬沙浓度反演——以曹妃甸近岸海域为例[J]. 国土资源遥感, 2016, 28(3): 130-137.
[16] QIN Ping, SHEN Yue, MOU Bing, et al. Retrieval models of total suspended matter and chlorophyll a concentration in Yellow Sea based on HJ-1 CCD data and evolutionary modeling method[J]. Acta Oceanologica Sinica, 2014, 36(11): 142-149.
秦平, 沈钺, 牟冰, 等. 基于进化建模方法的HJ-1 CCD黄海悬浮物和叶绿素a浓度遥感反演模型研究[J]. 海洋学报, 2014, 36(11): 142-149.
[17] WANG Fan, ZHOU Bin, XU Jian-ming. Remote sensing inversion mode of suspended particles concentration in Hangzhou Bay based on in situ measurement spectrum[J]. Environmental Science, 2008, 29(11): 3 022-3 026.
王繁, 周斌, 徐建明. 基于实测光谱的杭州湾悬浮物浓度遥感反演模式[J]. 环境科学, 2008, 29(11): 3 022-3 026.
[18] XIE Ming-mei, SUN De-yong, QIU Zhong-feng. Water quality retrievals from MERIS satellite data in Yangtze Estuary[J]. Guangxi Sciences, 2016, 23(6): 520-527.
谢明媚, 孙德勇, 丘仲锋. 长江口水质 MERIS 卫星数据遥感反演研究[J]. 广西科学, 2016, 23(6): 520-527.
[19] CUI Ting-wei, ZHANG Jie, MA Yi, et al. The study on the distribution of suspended particulate matterin the Bohai Sea by remote sensing[J]. Acta Oceanologica Sinica, 2009, 31(5): 10-18.
崔廷伟, 张杰, 马毅, 等. 渤海悬浮物分布的遥感研究[J]. 海洋学报, 2009, 31(5): 10-18.
[20] HAO Yan-ling. Detection of hourly variability of bio-optical properties in the Yellow River Estuary by geostationary satellite ocean color images[D]. Qingdao: Ocean University of China, 2012.
郝艳玲. 黄河口水体生物光学性质逐时变化的静止海洋水色卫星遥感探测研究[D]. 青岛:中国海洋大学, 2012.
[21] LIU Xiao, HUANG Hai-jun, LIU Yan-xia, et al. Estimation of Suspended sediment concentration in the sea water near the Yellow River Delta[J]. Yellow River, 2013,35(2): 10-12.
刘晓, 黄海军, 刘艳霞, 等. 黄河三角洲附近海域悬浮泥沙浓度估算[J]. 人民黄河, 2013, 35(2): 10-12.
[22] MA Rong-hua, DAI Jin-fang. Quantitative estimation of chlorophyll-a and total suspended matter concentration with Landsat ETM based on field spectral features of Lake Taihu[J]. Journal of Lake Sciences, 2005, 17(2): 97-103.
马荣华, 戴锦芳. 结合Landsat ETM与实测光谱估测太湖叶绿素及悬浮物含量[J]. 湖泊科学, 2005, 17(2): 97-103.
[23] WU Ming-quan, HAN Song, ZHAO Yong-qing, et al. Quantitative estimation of chlorophyll-a and total suspended matter concentration with Landsat TM[J]. Remote Sensing Information, 2012, 27(4): 91-95.
邬明权, 韩松, 赵永清, 等. 应用Landsat TM影像估算渤海叶绿素a和总悬浮物浓度[J]. 遥感信息, 2012, 27(4): 91-95.
[24] QIU Z, XIAO C, PERRIE W,et al. Using Landsat 8 data to estimate suspended particulate matter in the Yellow River estuary[J]. Journal of Geophysical Research: Oceans, 2017, 122(1): 276-290.
[25] MUELLERJ L, BIDIGARE R R, TREES C, et al. Biogeochemical and bio-optical measurements and data analysis protocols [R]//MUELLER J L, FARGION G S, MCCLAIN C R. Ocean optics protocols for satellite ocean color sensor validation.Washington, DC: National Aeronautical and Space Administration, 2003.
[26] ZHOU Hong-li, ZHU Jian-hua, HAN Bing, et al. Research on the key technique of the analysis of suspended matter by weighting method[J]. Ocean Technology, 2004, 23(3): 15-20.
周虹丽, 朱建华, 韩冰, 等. 重量法测量悬浮物浓度关键技术研究[J]. 海洋技术, 2004, 23(3): 15-20.
[27] Qi Xue-yong, TIAN Qing-jiu. The advances in the study of atmospheric correction for optical remote sensing[J]. Remote Sensing for Land and Resources, 2005, 17(4): 1-6.
亓雪勇, 田庆久. 光学遥感大气校正研究进展[J]. 国土资源遥感, 2005, 17(4): 1-6.
[28] ZHAO Li-na, WANG Yan-nan, JIN Qi, et al. Method for estimating the concentration of total suspended matter in lakes based on GOCI images using a classification system[J].Acta Ecologica Sinica, 2015, 35(16): 5 528-5 536.
赵丽娜, 王艳楠, 金琦, 等. 基于GOCI影像的湖泊悬浮物浓度分类反演[J]. 生态学报, 2015, 35(16): 5 528-5 536.
[29] ZHANG Jun-ru. Research of suspended sediment concentration and size distribution impact on the water spectrum at the maximum turbid zone of Yangtze River Estuary[D]. Shanghai: East China Normal University,2010.
张俊儒. 长江口最大浑浊带表层悬浮物浓度及粒径对水体光谱特性影响的研究[D]. 上海:华东师范大学, 2010.
[30] CHENG Qian, LIU Bo, LI Ting, et al. Research on remote sensing retrieval of suspended sediment concentration in Hangzhou Bay by GF-1 satellite[J]. Marine Environmental Science, 2015, 34(4): 558-563,577.
程乾, 刘波, 李婷, 等. 基于高分1号杭州湾河口悬浮泥沙浓度遥感反演模型构建及应用[J]. 海洋环境科学, 2015, 34(4): 558-563,577.
[31] QIN Yun-shan, LI Fan. Study on the suspend matter of the sea water of the Bohai Gulf[J]. Acta Oceanologica Sinica, 1982, 4(3): 191-200.
秦蕴珊, 李凡. 渤海海水中悬浮体的研究[J]. 海洋学报, 1982, 4(3): 191-200.
[32] JIANG Wen-sheng, SU Jian, YANG Hua, et al. The relationship between SPM concentration and hydrodynamic condition in the Bohai Sea[J].Acta Oceanologica Sinica, 2002,24(s1): 212-217.
江文胜, 苏健, 杨华, 等. 渤海悬浮物浓度分布和水动力特征的关系[J]. 海洋学报, 2002, 24(s1): 212-217.
[33] BI N, YANG Z S, WANG H J, et al. Sediment dispersion pattern off the present Huanghe (Yellow River) subdelta and its dynamic mechanism during normal river discharge period[J]. Estuarine, Coastal and Shelf Science, 2010, 86(3): 352-362.
[34] QIAO S, SHI X F, ZHU A M, et al. Distribution and transport of suspended sediments off the Yellow River (Huanghe) mouth and the nearby Bohai Sea[J]. Estuarine, Coastal and Shelf Science, 2010, 86(3): 337-344.
[35] WANG Q, GUO X, TAKEOKA H.Seasonal variations of the Yellow River plume in the Bohai Sea: A model study[J]. Journal of Geophysical Research Oceans, 2008, 113(C8).
PDF(4225 KB)

Accesses

Citation

Detail

Sections
Recommended

/