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Critical Review

Water quality monitoring and evaluation using remote sensing techniques in China: a systematic review

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Pages 47-56 | Received 23 Aug 2018, Accepted 10 Jan 2019, Published online: 28 Mar 2019

References

  • An, R., Y. Liu, C. Qu, Q. B. Ja, X. Liang, X. Xu, Z. Wang, and D. Jiang. 2013. “Estimation of chlorophyll-a Concentration of Case Ⅱ Waters from Hyperspectral Remote Sensing Data in NDCI Method.” Journal of Lake Sciences 25 (3): 437–444. doi:10.18307/2013.0319.
  • Cai, L., P. Liu, and C. Zhi. 2008. “Discussion on Remote Sensing Based on Water Quality Monitoring Methods.” Geomatics & Spatial Information Technology 31 (4): 68–73. doi:10.3969/j.issn.1672-5867.2008.04.021.
  • Carpenter, D. J., and S. M. Carpenter. 1983. “Modeling Inland Water Quality Using Landsat Data.” Remote Sensing of Environment 13 (4): 345–352. doi:10.1016/0034-4257(83)90035-4.
  • Chen, Y., G. Zheng, X. Wang, and X. Chen. 2013. “Retrieval of Chlorophyll-a Concentration with Multi-Sensor Data by GSM01 Merging Algorithm.” Journal of Geo-Information Science 15 (6): 911–917. doi:10.3724/SP.J.1047.2013.00911.
  • Cheng, Q., B. Liu, T. Li, and L. Zhu. 2015. “Research on Remote Sensing Retrieval of Suspended Sediment Concentration in Hangzhou Bay by GF-1 Satellite.” Marine Environmental Science 34 (4): 558–563+577. doi:10.13634/j.cnki.mes.2015.04.015.
  • Dall’Olmo, G., D. C. Rundquist, and A. A. Gitelson. 2003. “Towards a Unified Approach for Remote Estimation of Chlorophyll-a in Both Terrestrial Vegetation and Turbid Productive Waters.” Geophysical Research Letters 30 (18): 159–171. doi:10.1029/2003gl018065.
  • Du, C., Y. Li, Q. Wang, L. Zhu, and H. Lü. 2016. “Inversion Model and Daily Variation of Total Phosphorus Concentrations in Taihu Lake Based on GOCI Data.” Environmental Science 37 (3): 862–872. doi:10.13227/j.hjkx.2016.03.010.
  • Fei, Z. 1983. “Estimation of Chlorophyll a and Suspended Sediment Content in Estuarine Coastal Waters Using Water Color Remote Sensing Data.” Acta Oceanologica Sinica 5 (5): 596–603.
  • Feng, L., C. Hu, X. Han, X. Chen, and L. Qi. 2014. “Long-Term Distribution Patterns of Chlorophyll-a Concentration in China’s Full-Resolution Observations with a Practical Approach.” Remote Sensing 7 (1): 275–299. doi:10.3390/rs70100275.
  • Gholizadeh, M. H., A. M. Melesse, and L. Reddi. 2016. “A Comprehensive Review on Water Quality Parameters Estimation Using Remote Sensing Techniques.” Sensors 16 (8): 1–43. doi:10.3390/s16081298.
  • Giardino, C., M. Bresciani, P. Villa, and A. Martinelli. 2010. “Application of Remote Sensing in Water Resource Management: The Case Study of Lake Trasimeno, Italy.” Water Resources Management 24 (14): 3885–3899. doi:10.1007/s11269-010-9639-3.
  • Gitelson, A. A., G. Yuri, and M. N. Merzlyak. 2003. “Relationships between Leaf Chlorophyll Content and Spectral Reflectance and Algorithms for Non-Destructive Chlorophyll Assessment in Higher Plant Leaves.” Journal of Plant Physiology 160 (3): 271–282. doi:10.1078/0176-1617-00887.
  • Gordon, H. R., O. B. Brown, and M. M. Jacobs. 1975. “Computed Relationships between Inherent and Apparent Optical-Properties of a Flat Homogeneous Ocean.” Applied Optics 14 (2): 417–427. doi:10.1364/ao.14.000417.
  • Han, Z. 2004. “Remote Sensing Information Extraction and Quantitative Inversion Research of Silt Tidal Fiat and Suspended Sediment of Case Ⅱ Waters in Coast Zone.” Doctor Thesis, East China Normal University.
  • He, B., W. Zhang, X. Qiao, and Z. Su. 2015. “A Study on Remote Sensing Retrieval of Suspended Sediment Concentrationin Middle Yangtze River Based on A FOA-SVM Method.” Resources and Environment in the Yangtze Basin 24 (4): 647–652. doi:10.11870/cjlyzyyhj201504016.
  • Hyndman, D. W., T. Xu, J. M. Deines, G. Cao, R. Nagelkirk, A. Viña, W. McConnell, et al. 2017. “Quantifying Changes in Water Use and Groundwater Availability in a Megacity Using Novel Integrated Systems Modeling.” Geophysical Research Letters 44 (16): 8359–8368. doi:10.1002/2017GL074429.
  • Kang, W. 2011. “The Impact Study of Mariculture on Marine Ecology Environment in Changli, Hebei Province.” Master Thesis, Hebei Normal University.
  • Lei, P. 2012. “The Establishment and Application of Semi-Analysis Model on Suspended Sediment Remote Sensing Inversion in Caofeidian Offshore Water.” Master Thesis, Chang’an University.
  • Li, W. 2009. “Method of Water Quality Remote Sensing and Its Application.” Energy and Environment 5 (5): 62–64. doi:10.3969/j.issn.1672-9064.2009.05.027.
  • Li, X., G. Ji, and J. Yang. 1993. “Water Quality Mapping from Landsat Thematic Mapper Data.” Remote Sensing of Environment 8 (1): 36–44+81. doi:10.11834/jrs.1993004.
  • Liu, J., V. Hull, W. Yang, A. Viña, X. Chen, Z. Ouyang, and H. Zhang, editors. 2016. Pandas and People: Coupling Human and Natural Systems for Sustainability. Oxford, UK: Oxford University Press.
  • Liu, J., and W. Yang. 2012. “Water Sustainability for China and Beyond.” Science 337 (6095): 649–650. doi:10.1126/science.1219471.
  • Liu, T., D. Kuang, and O. Yin. 2004. “Study on Hyperspectral Quantitative Model of Concentrations for Chlorophyll a of Alga and Suspended Particles in Tailake.” Journal Infrared Millimeter and Waves 23 (1): 11–15. doi:10.3321/j.issn:1001-9014.2004.01.003.
  • Lu, S. 2016. “Research Progress on the Retrieval of Suspended Sediment from Ⅱ Water.” Modern Computer 32 (32): 34–39. doi:10.3969/j.issn.1007-1423.2016.32.008.
  • Ma, H., J. Xu, and P. Wang. 2014. “Water Resource Utilization and China’s Urbanization.” Resources Science 36 (2): 334–341.
  • Ministry of Ecology and Environment of the People’s Republic of China. 2018.” A Picture of Speed Reading 2017 China’s Ecological Environment Bulletin”. Accessed 5 May 2018. http://www.zhb.gov.cn/hjzl/tj/201805/t20180531_442197.shtml
  • Pan, D., and R. Ma. 2008. “Several Key Problems of Lake Water Quality Remote Sensing.” Hupo Kexue 20 (2): 139–144. doi:10.18307/2008.0201.
  • Pang, B. 2010. “Inversion of Water Quality Parameters and Evaluation of Eutrophication in Inland Lakes.” Master Thesis, University of Electronic Science and Technology of China.
  • Qi, L., C. Hu, H. Duan, B. Barnes, and R. Ma. 2014. “An EOF-based Algorithm to Estimate Chlorophyll-a Concentrations in Taihu Lake from MODIS Land-Band Measurements: Implications for near Real-Time Applications and Forecasting Models.” Remote Sensing 6 (11): 10694–10715. doi:10.3390/rs61110694.
  • Qin, B., P. Xu, Q. Wu, L. Luo, and Y. Zhang. 2007. “Environmental Issues of Lake Taihu, China.” Hydrobiologia 581 (1): 3–14. doi:10.1007/s10750-006-0521-5.
  • She, F., X. Li, Q. Cai, and Y. Chen. 1996. “Quantitative Analysis on Chlorophyll -a Concentration in Taihu Lake Using Thematic Mapper Data.” Journal of Lake Science 8 (3): 201–207. doi:10.18307/1996.0302.
  • Shu, X., Q. Yin, and D. Kuang. 2000. “Relationship between Algal Chlorophyll Concentration and Spectral Reflectance of Inland Water.” Journal of Remote Sensing 4 (1): 41–45. doi:10.11834/jrs.20000108.
  • Sun, Q., M. Li, and J. Lu. 2009. “The Estimation of Biochemical Oxygen Demand after Five Days Based on TM Image Data.” Remote Sensing for Land & Resources 80 (2): 82–86. doi:10.6046/gtzyyg.2009.02.17.
  • Tian, Y., Z. Guo, Y. Qiao, X. Lei, and F. Xie. 2015. “Remote Sensing of Water Quality Monitoring in Guanting Reservoir.” Acta Ecologica Sinica 35 (7): 2217–2226. doi:10.5846/stxb201306071407.
  • Wang, H., D. Zhao, L. Wang, and F. Huang. 2012. “Advance in Remote Sensing of Water Quality.” Marine Environmental Science 31 (2): 285–288. doi:10.3969/j.issn.1007-6336.2012.02.030.
  • Wang, Q., Y. Yang, and C. Wu. 2009. “Study of Retrieving Models for Chlorophyll-A Concentration Based on HJ-1A HIS Image.” Spacecraft Engineering 18 (6): 133–137. doi:10.3969/j.issn.1673-8748.2009.06.022.
  • Wang, X., Z. Wang, W. Yang, X. Xi, L. Shi, W. Dong, Q. Zhang, and Y. Zhou. 2014. “Shortage of Water Resources in China and Countermeasures.” Environmental Engineering 32 (7): 1–5. doi:10.13205/j.hjgc.201407001.
  • Wang, Y., R. Ma, and Z. Deng. 2007. “Regionalized RS Estimation of Chlorophyll-a Concentration in Taihu Lake.” Journal of Hohai University(Natural Sciences) 35 (1): 86–91. doi:10.3321/j.issn:1000-1980.2007.01.021.
  • Williamson, A. N., and W. E. Grabau. 1974. “Sediment Concentration Mapping in Tidal Estuaries.” Nasa Special Publication 351: 1347–1386.
  • Wu, G. 2015. “Retrieval of Suspended Sediment Concentration in the Yangtze Estuary and Its Spatiotemporal Dynamics Analysis Based on GOCI Image Data.” Master Thesis, Chang’an University. doi:10.1128/AEM.03322-14.
  • Wu, M., and X. Wang. 2005. “Application of Satellite MODIS in Monitoring the Water Quality of Lake Chaohu.” Journal of Lake Science 17 (2): 110–113. doi:10.3321/j.issn:1003-5427.2005.02.003.
  • Xu, H. 2006. “Water Colour Variation Analysis of the Coastal Waters Surrounding Xiamen Island of SE China by Multispectral and Multitemporal Remote Sensing Measurements.” Acta Scientiae Circumstantiae 26 (7): 1209–1218. doi:10.3321/j.issn:0253-2468.2006.07.027.
  • Xu, Y., Y. Shi, and Y. Li. 2014. “Eutrophication Evaluation Model of Lake Taihu Using Hyperspectral Data of HJ-1 Satellite.” Resources and Environment in the Yangtze Basin 23 (8): 1111–1118. doi:10.11870/cjlyzyyhj201408010.
  • Xue, Y., Y. Zhou, W. Zhang, L. Zhou, and F. Liu. 2014. “Eutrophication Assessment of Dongting Lake in Summer Based on HJ-1 CCD Data.” Acta Scientiae Circumstantiae 34 (10): 2534–2539. doi:10.13671/j.hjkxxb.2014.0703.
  • Yan, M. 2016. “The Study of Water Quality Inversion Model in Qinghe Reservior Based on Landsat-8 Image Satellite Data.” Master Thesis, Shenyang Agricultural University.
  • Zhang, J., R. He, J. Qi, C. Liu, G. Wang, and J. Jin. 2013. “A New Perspective on Water Issues in North China.” Advances in Water Science 24 (3): 303–310. doi:10.14042/j.cnki.32.1309.2013.03.001.
  • Zhang, X. 2014. “Trend of and the Governance System for Water Pollution in China.” China Soft Science, no. 10: 11–24. doi:10.3969/j.issn.1002-9753.2014.10.002.
  • Zhou, D., and D. Wang. 2015. “Quantitative Estimation of Chlorophyll-a and Suspended Solids in Taihu Based on Landsat TM.” Environmental Science & Technology 38 (6P): 362–367. doi:10.3969/j.issn.1003-6504.2015.6P.075.
  • Zhou, G., Q. Liu, R. Ma, and G. Tian. 2008. “Inversion of Chlorophyll-A Concentration in Turbid Water of Lake Taihu Based on Optimized Multi-Spectral Combination.” Journal of Lake Sciences 20 (2): 153–159. doi:10.18307/2008.0203.
  • Zhou, L., R. Ma, H. Duan, G. Jiang, and L. Shang. 2011. “Remote Sensing Retrieval for Chlorophyll-a Concentration in Turbid Case Ⅱ Waters(Ⅰ): The Optimal Model.” Journal of Infrared and Millimeter Waves 30 (6): 531–536.
  • Zhou, Y., W. Zhou, S. Wang, and B. Zhang. 2004. “Applications of Remote Sensing Techniques to Inland Water Quality Monitoring.” Advances In Water Science 15 (3): 312–317. doi:10.14042/j.cnki.32.1309.2004.03.009.
  • Zhu, Y., L. Zhu, J. Li, Y. Chen, Y. Zhang, H. Hou, X. Ju, and Y. Zhang. 2016. “The Study of Inversion of Chlorophyll a in Taihu Based on GF-1 WFV Image and BP Neural Network.” Acta Scientiae Circumstantiae 37 (1): 1–12. doi:10.13671/j.hjkxxb.2016.0275.