Volume 7 Issue 1
Jan.  2014
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Dong-xing FAN, Yu-ling HUANG, Lin-xu SONG, De-fu LIU, Ge ZHANG, Biao ZHANG. 2014: Prediction of chlorophyll-a concentration by HJ-1 satellite imagery for Xiangxi Bay in Three Gorges Reservoir. Water Science and Engineering, 7(1): 70-80. doi: 10.3882/j.issn.1674-2370.2014.01.008
Citation: Dong-xing FAN, Yu-ling HUANG, Lin-xu SONG, De-fu LIU, Ge ZHANG, Biao ZHANG. 2014: Prediction of chlorophyll-a concentration by HJ-1 satellite imagery for Xiangxi Bay in Three Gorges Reservoir. Water Science and Engineering, 7(1): 70-80. doi: 10.3882/j.issn.1674-2370.2014.01.008

Prediction of chlorophyll-a concentration by HJ-1 satellite imagery for Xiangxi Bay in Three Gorges Reservoir

doi: 10.3882/j.issn.1674-2370.2014.01.008
Funds:  This work was supported by the National Natural Science Foundation of China (Grants No. 51009080 and 51179095) and the Research Innovation Fund for Postgraduates in China Three Gorges University (Grant No. 2012CX012).
  • Received Date: 2012-08-14
  • Rev Recd Date: 2013-02-28
  • Since the impoundment of the Three Gorges Reservoir in 2003, algal blooms have frequently been observed in it. The chlorophyll a concentration is an important parameter for evaluating algal blooms. In this study, the chlorophyll a concentration in Xiangxi Bay, in the Three Gorges Reservoir, was predicted using HJ-1 satellite imagery. Several models were established based on a correlation analysis between in situ measurements of the chlorophyll a concentration and the values obtained from satellite images of the study area from January 2010 to December 2011. Chlorophyll a concentrations in Xiangxi Bay were predicted based on the established models. The results show that the maximum correlation is between the reflectance of the band combination of B4/(B2+B3) and in situ measurements of chlorophyll a concentration. The root mean square errors of the predicted values using the linear and quadratic models are 18.49 mg/m3 and 18.52 mg/m3, respectively, and the average relative errors are 37.79% and 36.79%, respectively. The results provide a reference for water bloom prediction in typical tributaries of the Three Gorges Reservoir and contribute to large-scale remote sensing monitoring and water quality management.

     

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  • Chen, W., Sakai, T., Moriya, K., Koyama, L., and Cao, C. X. 2013. Estimation of vegetation coverage in semi-arid sandy land based on multivariate statistical modeling using remote sensing data. Environmental Modeling and Assessment, 18(5), 547-558. [doi: 10.1007/s10666-013-9359-1]
    Dall’Olmo, G., and Gitelson, A. A. 2005. Effect of bio-optical parameter variability on the remote estimation of chlorophyll-a concentration in turbid productive waters: Experimental results. Applied Optics, 44(3), 412-422. [doi: 10.1364/AO.44.000412]
    Duan, H. T., Zhang, Y. Z., Zhang, B., Song, K. S., and Wang, Z. M. 2007. Assessment of chlorophyll-a concentration and trophic state for Lake Chagan using Landsat TM and field spectral data. Environmental Monitoring and Assessment, 129(1-3), 295-308. [doi: 10.1007/s10661-006-9362-y]
    Gitelson, A., Garbuzov, G., Szilagyi, F., Mittenzwey, K. H., Karnieli, A., and Kaiser, A. 1993. Quantitative remote sensing methods for real-time monitoring of inland waters quality. International Journal of Remote Sensing, 14(7), 1269-1295. [doi: 10.1080/01431169308953956]
    Gohin, F., Saulquin, B., Oger-Jeanneret, H., Lozac’H, L., Lampert, L., Lefebvre, A., Riou, P., and Bruchon, F. 2008. Towards a better assessment of the ecological status of coastal waters using satellite-derived chlorophyll-a concentrations. Remote Sensing of Environment, 112(8), 3329-3340. [doi:10.1016/j.rse. 2008.02.014]
    Gurlin, D., Gitelson, A. A., and Moses, W. J. 2011. Remote estimation of chl-a concentration in turbid productive waters: Return to a simple two-band NIR-red model? Remote Sensing of Environment, 115(12), 3479-3490. [doi: 10.1016/j.rse.2011.08.011]
    Huang, T. L., and Li, J. J. 2007. Water lifting and aeration technology for improving raw water quality in Fenhe River Reservoir. Water Technology, 1(4), 13-16. (in Chinese) [doi:10.3969/j.issn.1673-9353. 2007.04.004]
    Huang, Y. L., Chen, M. X., and Guo, J. 2009. Simulation and forecast of blue-green algae (cyanobacteria) bloom formation and disappearance under different water temperatures. Journal of China Three Gorges University (Natural Sciences), 31(1), 84-88. (in Chinese) [doi: 10.3969/j.issn.1672-948X.2009.01.023]
    Huang, Y. L., Huang, G. H., Liu, D. F., Zhu, H., and Sun, W. 2012. Simulation-based inexact chance- constrained nonlinear programming for eutrophication management in the Xiangxi Bay of Three Gorges Reservoir. Journal of Environmental Management, 108, 54-65. [doi:10.1016/j.jenvman. 2012.04.037]
    Huang, Y. P. 2001. Contamination and Control of Aquatic Environment in Lake Taihu. Beijing: Science Press. (in Chinese)
    Ji, X. P., Liu, D. F., Huang, Y. L., Ji, D. B., and Yi, Z. Q. 2010. Dynamic characteristics of nutrients in Xiangxi Bay and converse impact from mainstream in drainage period of the Three Gorges Reservoir. Chinese Journal of Environmental Engineering, 14(2), 2687-2693. (in Chinese)
    Jones, G. J., and Poplawski, W. 1998. Understanding and management of cyanobacterial blooms in sub-tropical reservoirs of Queensland, Australia. Water Science and Technology, 37(2), 161-168. [doi: 10.1016/S0273-1223(98)00020-1]
    Kuang, D., Han, X. Z., Liu, X., Zhan, Y. T., Niu, Z., and Wang, L. J. 2010. Quantitative estimation of Taihu chlorophyll-a concentration using HJ-1A and 1B CCD imagery. China Environmental Science, 30(9), 1268-1273. (in Chinese)
    Li, S. J., Wu, Q., and Wang, X. J., Piao, X. Y., and Dai, Y. N. 2002. Correlations between reflectance spectra and contents of chlorophyll-a in Chaohu Lake. Journal of Lake Sciences, 14(3), 228-234. (in Chinese) [doi: 10.3321/j.issn:1003-5427.2002.03.006]
    Liu, L., Liu, D. F., Johnson, D. M., Yi, Z. Q., and Huang, Y. L. 2012. Effects of vertical mixing on phytoplankton blooms in Xiangxi Bay of Three Gorges Reservoir: Implications for management. Water Research, 46(7), 2121-2130. [doi: 10.1016/j.watres.2012.01.029]
    Ministry of Environmental Protection of China (MEPC). 2011. Bulletin on the Ecological and Environmental Monitoring Results of the Three Gorges Project (1997-2010). Beijing: Ministry of Environmental Protection of China.
    Ormeci, C., Sertel, E., and Sarikaya, O. 2009. Determination of chlorophyll-a amount in Golden Horn, Istanbul, Turkey using IKONOS and in situ data. Environmental Monitoring Assessment, 155(1-4), 83-90. [doi: 10.1007/s10661-008-0419-y]
    Reynolds, C. S. 1984. The Ecology of Fresh Water Phytoplankton. London: Cambridge University Press.
    Schultz, G. A., and Engman, E. T. 2000. Remote Sensing in Hydrology and Water Management.        Berlin: Springer.
    Sertel, E., Kutoglu, S. H., and Kaya, S. 2007. Geometric correction accuracy of different satellite sensor images: Application of figure condition. International Journal of Remote Sensing, 28(20), 4685-4692. [doi: 10.1080/01431160701592452]
    Sun, D. Y., Li, Y. M., and Wang, Q. 2009. A unified model for remotely estimating chlorophyll a in Lake Taihu, China, based on SVM and in situ hyperspectral data. IEEE Transactions on Geoscience and Remote Sensing, 47(8), 2957-2965. [doi: 10.1109/TGRS.2009.2014688]
    Wang, L. L., Yu, Z. Z., Dai, H. C., and Cai, Q. H. 2009. Eutrophication model for river-type reservoir tributaries and its applications. Water Science and Engineering, 2(1), 16-24. [doi:10.3882/j.issn. 1674-2370. 2009.01.002]
    Wang, Q., Wu. C. Q., Li, Q., and Li, J. S. 2010. Chinese HJ-1A/B satellites and data characteristics. Science China Earth Sciences, 53(s1), 51-57. [doi: 10.1007/s11430-010-4139-0]
    Yang, H., Xie, P., Ni, L., and Flower, R. J. 2012a. Pollution in the Yangtze. Science, 337(6093), 410. [doi:10. 1126/science.337.6093.410-a]
    Yang, H., Flower, R. J., and Thompson, J. R. 2013. Sustaining China’s water resources. Science, 339(6116), 141. [doi: 10.1126/science.339.6116.141-b].
    Yang, Y., Li, Y. M., Wang, Q., Wang, Y. F., Jin, X., Yin, B., and Zhang, H. 2010a. Retrieval of chlorophyll-a concentration by three-band model in Lake Chaohu. Journal of Lake Sciences, 22(4), 495-503.       (in Chinese)
    Yang, Z. J., Liu, D. F., Ji, D. B., and Xiao, S. B. 2010b. Influence of the impounding process of the Three Gorges Reservoir up to water level 172.5 m on water eutrophication in the Xiangxi Bay. Science china Technological Sciences, 53(4), 1114-1125. [doi: 10.1007/s11431-009-0387-7]
    Yang, Z. J., Liu, D. F., Ma, J., Chen, Y. Y., Fang, X. F., and Ji, D. B. 2012b. Effects of special vertical layered water temperatures on algal bloom in Xiangxi Bay of Three Gorges Reservoir. Engineering Journal of Wuhan University, 45(1), 1-9. (in Chinese)
    Ye, L., Han, X. Q., Xu, Y. Y., and Cai, Q. H. 2007. Spatial analysis for spring bloom and nutrient limitation in Xiangxi Bay of Three Gorges Reservoir. Environmental Monitoring and Assessment, 127(1-3), 135-145. [doi: 10.1007/s10661-006-9267-9]
    Zhao, B. Y., He, B., Zhu, Y. Y., and Yuan, G. L. 2001. Study on the remote sensing model for chlorophyll-a in Dianchi Lake. Yunan Environment Sciences, 20(3), 1-3. (in Chinese) [doi:10.3969/j.issn.1673-9655. 2001.03.001]
    Zheng, B. H., Zhang, Y., Fu, G., and Liu, H. L. 2006. On the assessment standards for nutrition status in the Three Gorge Reservoir. Acta Scientiae Circumstantiae, 26(6), 1022-1030. (in Chinese) [doi:10.3321/ j.issn:0253-2468.2006.06.025]
    Zhou, Z., He, L., and Liu, L. M. 2011. Feasibility study for retrieval of chlorophyll-a concentration in Donghu Lake using HJ-1 A/B CCD data. Bulletin of Surveying and Mapping, (3), 11-14. (in Chinese)
    Zimba, P. V., and Gitelson, A. 2006. Remote estimation of chlorophyll concentration in hyper-eutrophic aquatic systems: Model tuning and accuracy optimization. Aquaculture, 256(1-4), 272-286. [doi:10. 1016/j.aquaculture.2006.02.038]
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