Remote Sensing to Estimate Sea-Surface Density of Yellow and Bohai Seas off the East Coast of China

Xiaoping Su; Deyong Sun; Shengqiang Wang; Zhongfeng Qiu; Yu Huan

doi:10.3788/LOP56.110101

[1] Chen J X, Song H B, Bai Y et al. Inverting seawater density by seismic oceanography. C]∥Proceedings of the 28th Annual Meeting of Chinese Geophysical Society. Beijing: Chinese Geophysical Society, 321-322(2012).

Chen J X, Song H B, Bai Y et al. Inverting seawater density by seismic oceanography. C]∥Proceedings of the 28th Annual Meeting of Chinese Geophysical Society. Beijing: Chinese Geophysical Society, 321-322(2012).

[2] Shi L, Wang J, Mei Y. Propagation characteristics of internal waves in the strait of Gibraltar based on MODIS remote sensing images[J]. Laser & Optoelectronics Progress, 55, 012802(2018).

Shi L, Wang J, Mei Y. Propagation characteristics of internal waves in the strait of Gibraltar based on MODIS remote sensing images[J]. Laser & Optoelectronics Progress, 55, 012802(2018).

[3] Wang D Z. Discussion on the overload supervision of cargo regulations[J]. China Water Transport, 8, 19-21(2008).

Wang D Z. Discussion on the overload supervision of cargo regulations[J]. China Water Transport, 8, 19-21(2008).

[4] Liu K Z, Zhu M. Analysis on drawback of seawater desalination[J]. Yangtze River, 40, 63-64, 66(2009).

Liu K Z, Zhu M. Analysis on drawback of seawater desalination[J]. Yangtze River, 40, 63-64, 66(2009).

[5] Hao Y Z, He B. The influence simulation study of the sea density variation upon submarine hovering on the vertical plant[J]. Ship & Ocean Engineering, 37, 117-119(2008).

Hao Y Z, He B. The influence simulation study of the sea density variation upon submarine hovering on the vertical plant[J]. Ship & Ocean Engineering, 37, 117-119(2008).

[6] He S Y, Jin L A, Zhang Z Y et al. Research on artificial pycnocline technology of seawater density[J]. China Measurement & Test, 43, 139-142(2017).

He S Y, Jin L A, Zhang Z Y et al. Research on artificial pycnocline technology of seawater density[J]. China Measurement & Test, 43, 139-142(2017).

[7] Li X C, Lin R Y, Xu W D et al[J]. Experimental study on hydrothermal properties of the Yellow Sea Chemical Engineering & Equipment, 2017, 97-100.

Li X C, Lin R Y, Xu W D et al[J]. Experimental study on hydrothermal properties of the Yellow Sea Chemical Engineering & Equipment, 2017, 97-100.

[8] Feng S Z[M]. An introduction to marine science, 446-500(1999).

Feng S Z[M]. An introduction to marine science, 446-500(1999).

[9] Li S Y, Xu P, Wang M. The influence of density of seawater on the discharge and adherence of monospores of porphyra yezoensis ueda[J]. Marine Sciences, 10, 38-40(1986).

Li S Y, Xu P, Wang M. The influence of density of seawater on the discharge and adherence of monospores of porphyra yezoensis ueda[J]. Marine Sciences, 10, 38-40(1986).

[10] Zhou Z N. Ananalysis of the influence of sea water density of the Yangtze River mouth on the ship safety and economic benefit[J]. Navigation of China, 21, 86-89(1998).

Zhou Z N. Ananalysis of the influence of sea water density of the Yangtze River mouth on the ship safety and economic benefit[J]. Navigation of China, 21, 86-89(1998).

[11] Ye H P, Li T J. Study on water mass spectral property with supervised classification method[J]. Ocean Technology, 28, 96-100(2009).

Ye H P, Li T J. Study on water mass spectral property with supervised classification method[J]. Ocean Technology, 28, 96-100(2009).

[12] Chen G H, Hu B L, Zhang L J et al. Density of Changjiang River estuary seawater[J]. Oceanologia et Limnologia Sinica, 23, 573-580(1992).

Chen G H, Hu B L, Zhang L J et al. Density of Changjiang River estuary seawater[J]. Oceanologia et Limnologia Sinica, 23, 573-580(1992).

[13] Du J, Zhao Y S, Lü Y F et al. Preliminary discussion on calculation of seawater density with multi-angle polarized information[J]. Journal of Infrared and Millimeter Waves, 26, 307-311(2007).

Du J, Zhao Y S, Lü Y F et al. Preliminary discussion on calculation of seawater density with multi-angle polarized information[J]. Journal of Infrared and Millimeter Waves, 26, 307-311(2007).

[14] Lü M[J]. The space-time characteristics of sea level anomaly and sea water density in the Nordic Sea Transactions of Oceanology and Limnology, 2015, 17-26.

Lü M[J]. The space-time characteristics of sea level anomaly and sea water density in the Nordic Sea Transactions of Oceanology and Limnology, 2015, 17-26.

[15] Burrage D, Wesson J, Miller J. Deriving sea surface salinity and density variations from satellite and aircraft microwave radiometer measurements: application to coastal plumes using STARRS[J]. IEEE Transactions on Geoscience and Remote Sensing, 46, 765-785(2008). http://ieeexplore.ieee.org/document/4456809/

Burrage D, Wesson J, Miller J. Deriving sea surface salinity and density variations from satellite and aircraft microwave radiometer measurements: application to coastal plumes using STARRS[J]. IEEE Transactions on Geoscience and Remote Sensing, 46, 765-785(2008). http://ieeexplore.ieee.org/document/4456809/

[16] Jia H L, Su W, Huang H M et al. Dynamic change characteristics and its dominant influencing factors of secchi disk depth in coastal and inland waters[J]. Acta Optica Sinica, 38, 0301001(2018).

Jia H L, Su W, Huang H M et al. Dynamic change characteristics and its dominant influencing factors of secchi disk depth in coastal and inland waters[J]. Acta Optica Sinica, 38, 0301001(2018).

[17] Li G N, Wang L, Wang X et al. Geostationary ocean color imager and application progress[J]. Marine Environmental Science, 33, 966-971(2014).

Li G N, Wang L, Wang X et al. Geostationary ocean color imager and application progress[J]. Marine Environmental Science, 33, 966-971(2014).

[18] Sun D Y, Chen S G, Qiu Z F et al. Second-order variability of inherent optical properties of particles in Bohai Sea and Yellow Sea: driving factor analysis and modeling[J]. Limnology and Oceanography, 62, 1266-1287(2017). http://onlinelibrary.wiley.com/doi/10.1002/lno.10503/pdf

Sun D Y, Chen S G, Qiu Z F et al. Second-order variability of inherent optical properties of particles in Bohai Sea and Yellow Sea: driving factor analysis and modeling[J]. Limnology and Oceanography, 62, 1266-1287(2017). http://onlinelibrary.wiley.com/doi/10.1002/lno.10503/pdf

[19] Chen G H, Ji H, Xie S N et al. A study on the density of seawater in Zhujiang estuary[J]. Journal of Ocean University of Qingdao, 29, 1-7(1999).

Chen G H, Ji H, Xie S N et al. A study on the density of seawater in Zhujiang estuary[J]. Journal of Ocean University of Qingdao, 29, 1-7(1999).

[20] Chen G H, Ji R, Xie S N et al. Density of seawater in the Huanghe River estuary and Bohai Bay[J]. Oceanologia et Limnologia Sinica, 24, 183-190(1993).

Chen G H, Ji R, Xie S N et al. Density of seawater in the Huanghe River estuary and Bohai Bay[J]. Oceanologia et Limnologia Sinica, 24, 183-190(1993).

[21] Chen Y H, Qiu Z F, Sun D Y et al. Remote sensing of suspended particle size in Yellow Sea and Bohai Sea[J]. Acta Optica Sinica, 35, 0901008(2015).

Chen Y H, Qiu Z F, Sun D Y et al. Remote sensing of suspended particle size in Yellow Sea and Bohai Sea[J]. Acta Optica Sinica, 35, 0901008(2015).

[22] Yu W. Study of the distribution and its variation patterns of surface suspended sediment concentration in the Bohai Sea[D]. Qingdao: Graduate University of Chinese Academy of Sciences, 10-11(2011).

Yu W. Study of the distribution and its variation patterns of surface suspended sediment concentration in the Bohai Sea[D]. Qingdao: Graduate University of Chinese Academy of Sciences, 10-11(2011).

[23] Ichikawa H, Chaen M. Seasonal variation of heat and freshwater transports by the Kuroshio in the East China Sea[J]. Journal of Marine Systems, 24, 119-129(2000). http://www.sciencedirect.com/science/article/pii/S0924796399000822

Ichikawa H, Chaen M. Seasonal variation of heat and freshwater transports by the Kuroshio in the East China Sea[J]. Journal of Marine Systems, 24, 119-129(2000). http://www.sciencedirect.com/science/article/pii/S0924796399000822

[24] Chen Z Y, Li J F, Shen H T et al. Yangtze River of China: historical analysis of discharge variability and sediment flux[J]. Geomorphology, 41, 77-91(2001). http://www.sciencedirect.com/science/article/pii/S0169555X01001064

Chen Z Y, Li J F, Shen H T et al. Yangtze River of China: historical analysis of discharge variability and sediment flux[J]. Geomorphology, 41, 77-91(2001). http://www.sciencedirect.com/science/article/pii/S0169555X01001064

[25] Lee H J, Jung K T, So J K et al. A three-dimensional mixed finite-difference Galerkin function model for the oceanic circulation in the Yellow Sea and the East China Sea in the presence of M2 tide[J]. Continental Shelf Research, 22, 67-91(2002). http://www.sciencedirect.com/science/article/pii/S0278434301000681

Lee H J, Jung K T, So J K et al. A three-dimensional mixed finite-difference Galerkin function model for the oceanic circulation in the Yellow Sea and the East China Sea in the presence of M2 tide[J]. Continental Shelf Research, 22, 67-91(2002). http://www.sciencedirect.com/science/article/pii/S0278434301000681

[26] Jackett D R. McDougall T J. Minimal adjustment of hydrographic profiles to achieve static stability[J]. Journal of Atmospheric and Oceanic Technology, 12, 381-389(1995).

Jackett D R. McDougall T J. Minimal adjustment of hydrographic profiles to achieve static stability[J]. Journal of Atmospheric and Oceanic Technology, 12, 381-389(1995).

[27] Guo X Y, Zhu X H, Wu Q S et al. The Kuroshio nutrient stream and its temporal variation in the East China Sea[J]. Journal of Geophysical Research: Oceans, 117, C01026(2012). http://onlinelibrary.wiley.com/doi/10.1029/2011JC007292/abstract

Guo X Y, Zhu X H, Wu Q S et al. The Kuroshio nutrient stream and its temporal variation in the East China Sea[J]. Journal of Geophysical Research: Oceans, 117, C01026(2012). http://onlinelibrary.wiley.com/doi/10.1029/2011JC007292/abstract

[28] Moon J E, Park Y J, Ryu J H et al. Initial validation of GOCI water products against in situ data collected around Korean peninsula for 2010-2011[J]. Ocean Science Journal, 47, 261-277(2012). http://link.springer.com/article/10.1007/s12601-012-0027-1

Moon J E, Park Y J, Ryu J H et al. Initial validation of GOCI water products against in situ data collected around Korean peninsula for 2010-2011[J]. Ocean Science Journal, 47, 261-277(2012). http://link.springer.com/article/10.1007/s12601-012-0027-1

[29] Li H, He X Q, Ding J et al. Validation of the remote sensing products retrieved by geostationary ocean color imager in Liaodong Bay in spring[J]. Acta Optica Sinica, 36, 0401002(2016).

Li H, He X Q, Ding J et al. Validation of the remote sensing products retrieved by geostationary ocean color imager in Liaodong Bay in spring[J]. Acta Optica Sinica, 36, 0401002(2016).

[30] Zhu J H, Li J, Han B et al. Validation for the remote sensing reflectance of geostationary ocean color imager in Bohai Sea[J]. Acta Optica Sinica, 34, 27-32(2014).

Zhu J H, Li J, Han B et al. Validation for the remote sensing reflectance of geostationary ocean color imager in Bohai Sea[J]. Acta Optica Sinica, 34, 27-32(2014).

[31] Cui T W, Zhang J, Ma Y et al. The study on the distribution of suspended particulate matter in the Bohai Sea by remote sensing[J]. Acta Oceanologica Sinica, 31, 10-18(2009).

Cui T W, Zhang J, Ma Y et al. The study on the distribution of suspended particulate matter in the Bohai Sea by remote sensing[J]. Acta Oceanologica Sinica, 31, 10-18(2009).

[32] Li J, Zhu J H, Gao F et al. Cross-check analysis on MODIS and GOCI satellite remote sensing reflectances in turbid sea areas[J]. Journal of Ocean Technology, 34, 15-20(2015).

Li J, Zhu J H, Gao F et al. Cross-check analysis on MODIS and GOCI satellite remote sensing reflectances in turbid sea areas[J]. Journal of Ocean Technology, 34, 15-20(2015).

[33] Qing S, Zhang J, Cui T W et al. Retrieval of sea surface salinity with MERIS and MODIS data in the Bohai Sea[J]. Remote Sensing of Environment, 136, 117-125(2013). http://www.sciencedirect.com/science/article/pii/S0034425713001454

Qing S, Zhang J, Cui T W et al. Retrieval of sea surface salinity with MERIS and MODIS data in the Bohai Sea[J]. Remote Sensing of Environment, 136, 117-125(2013). http://www.sciencedirect.com/science/article/pii/S0034425713001454

[34] Wang F G, Xu Y J. Development and application of a remote sensing-based salinity prediction model for a large estuarine lake in the US Gulf of Mexico coast[J]. Journal of Hydrology, 360, 184-194(2008). http://www.sciencedirect.com/science/article/pii/S0022169408003776

Wang F G, Xu Y J. Development and application of a remote sensing-based salinity prediction model for a large estuarine lake in the US Gulf of Mexico coast[J]. Journal of Hydrology, 360, 184-194(2008). http://www.sciencedirect.com/science/article/pii/S0022169408003776

[35] Yu X, Xiao B, Liu X Y et al. Retrieval of remotely sensed sea surface salinity using MODIS data in the Chinese Bohai Sea[J]. International Journal of Remote Sensing, 38, 7357-7373(2017). http://www.tandfonline.com/doi/ref/10.1080/01431161.2017.1375570

Yu X, Xiao B, Liu X Y et al. Retrieval of remotely sensed sea surface salinity using MODIS data in the Chinese Bohai Sea[J]. International Journal of Remote Sensing, 38, 7357-7373(2017). http://www.tandfonline.com/doi/ref/10.1080/01431161.2017.1375570

[36] Austin R W, Halikas G. The index of refraction of seawater[R]. San Diego: Scripps Institution of Oceanography(1976).

Austin R W, Halikas G. The index of refraction of seawater[R]. San Diego: Scripps Institution of Oceanography(1976).

[37] Twardowski M S, Boss E. MacDonald J B, et al. A model for estimating bulk refractive index from the optical backscattering ratio and the implications for understanding particle composition in case I and case II waters[J]. Journal of Geophysical Research: Oceans, 106, 14129-14142(2001).

Twardowski M S, Boss E. MacDonald J B, et al. A model for estimating bulk refractive index from the optical backscattering ratio and the implications for understanding particle composition in case I and case II waters[J]. Journal of Geophysical Research: Oceans, 106, 14129-14142(2001).

[38] Li X Z, Miao X C, Qi X et al. Laser atmosphere-seawater channel transmission characteristics under complicated sea conditions[J]. Acta Optica Sinica, 38, 0301002(2018).

Li X Z, Miao X C, Qi X et al. Laser atmosphere-seawater channel transmission characteristics under complicated sea conditions[J]. Acta Optica Sinica, 38, 0301002(2018).

[39] Zhu H R, Zhu H, Cai P et al. Optical concealment depth estimation algorithm based on satellite remote sensing data[J]. Laser & Optoelectronics Progress, 55, 080104(2018).

Zhu H R, Zhu H, Cai P et al. Optical concealment depth estimation algorithm based on satellite remote sensing data[J]. Laser & Optoelectronics Progress, 55, 080104(2018).