Estimating wide range Total Suspended Solids concentrations from MODIS 250-m imageries: An improved method

ISPRS Journal of Photogrammetry and Remote Sensing

Volumn 99, Issue , 2015, Pages 58-69

  Chen, Shuisen ^a   Han, Liusheng ^b   Chen, Xiuzhi ^c   Li, Dan ^a   Sun, Lin ^d   Li, Yong ^a  

^a GUANGZHOU INSTITUTE OF GEOGRAPHY   (China)

^b SHANDONG UNIVERSITY OF TECHNOLOGY   (China)

^c SOUTH CHINA INSTITUTE OF BOTANY   (China)

^d SHANDONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Model; MODIS 250m; Remote sensing; Total suspended solids (TSS); Wide range

Indexed keywords

CALIBRATION; IMAGE RECONSTRUCTION; IMAGE RETRIEVAL; MAPPING; MODELS; REMOTE SENSING; SATELLITE IMAGERY; WATER QUALITY;

COASTAL WATER BODIES; IMAGING FREQUENCIES; LEAST-SQUARES TECHNIQUES; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER; MODIS-250M; TEMPORAL VARIABILITY; TOTAL SUSPENDED SOLIDS; WIDE RANGE;

RADIOMETERS;

EID: 84918827055     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2014.10.006     Document Type: Article

References (70)

1. Binding C.E., Browers D.G., Mitchelson-Jacob E.G. Estimating suspended sediment concentrations from ocean colour measurements in moderately turbid waters; the impact of variable particle scattering properties. Remote Sens. Environ. 2005, 94:373-383.
2. Binding C.E., Jerome J.H., Bukata R.P., Booty W.G. Suspended particulate matter in Lake Erie derived from MODIS aquatic colour imagery. Int. J. Remote Sens. 2010, 31(19):5239-5255.
3. Binding C.E., Greenberg T.A., Bukata R.P. An analysis of MODIS-derived algal and mineral turbidity in Lake Erie. J. Great Lakes Res. 2012, 38(1):107-116.
4. Caroline P., Guillem C., Francis G., David D., Jean-Marie F., Yolanda S. Estimating turbidity and total suspended matter in the Adour River plume (South Bay of Biscay) using MODIS 250-m imagery. Cont. Shelf Res. 2010, 30:379-392.
5. Chen J., D'Sa E., Cui T.W., Zhang X.H. A semi-analytical total suspended sediment retrieval model in turbid coastal waters: a case study in Changjiang River Estuary. Opt. Express 2013, 21(11):13018-13031.
6. Chen L., Xu D., Li T.J. Characteristics of suspended matter concentration and turbidity in the northern South China Sea. J. Trop. Oceanogr. 2012, 31(2):80-86.
7. Chen S.L., Zhang G.A., Yang S.L., Shi J.Z. Temporal variations of fine suspended sediment concentration in the Changjiang River Estuary and adjacent coastal waters. China J. Hydrol. 2006, 331(1-2):137-145.
8. Chen Z., Hu C., Muller-Karger F. Monitoring turbidity in Tampa Bay using MODIS/Aqua 250-m imagery. Remote Sens. Environ. 2007, 109(2):207-220.
9. Chen S.S., FANG L.G., ZHANG L.X., Huang W.R. Remote sensing of turbidity in seawater intrusion reaches of Pearl River estuary - A case study in Modaomen waterway, China. Estuar. Coast. Shelf Sci. 2009, 82(1):119-127.
10. Chen S.S., Huang W.R., Wang H.Q., Li D. Remote sensing assessment of sediment re-suspension during Hurricane Frances in Apalachicola Bay, USA. Remote Sensing Environ. 2009, 113(12):2670-2681.
11. Chen S.S., Huang W.R., Chen W.Q., Chen X.Z. An enhanced MODIS remote sensing model for detecting rainfall effects on sediment plume in the coastal waters of Apalachicola Bay. Mar. Environ. Res. 2011, 72(5):265-272.
12. Chen S.S., Huang W.R., Chen W.Q., Wang H.Q. Remote sensing analysis of rainstorm effects on sediment concentrations in Apalachicola Bay, USA. Ecol. Infor. 2011, 6(2):147-155.
13. Chen J., Cui T.W., Qiu Z.F., Lin C.S. A three-band semi-analytical model for deriving total suspended sediment concentration from HJ-1A/CCD data in turbid coastal waters. ISPRS J. Photogramm. Remote Sensing 2014, 93:1-13.
14. Cloern J.E. Turbidity as a control on phytoplankton biomass and productivity in estuaries. Cont. Shelf Res. 1987, 7(11):1367-1381.
15. Cole B.E., Cloern J.E. An empirical model for estimating phytoplankton productivity in estuaries. Mar. Ecol. Prog. Ser. 1987, 36:299-305.
16. Dennison W.C., Orth R.J., Moore K.A., Stevenson J.C., Carter V., Kollar S. Assessing water quality with submersed aquatic vegetation. Bioscience 1993, 43:86-94.
17. Dodge R.E., Aller R., Thompson J. Coral growth related to resuspension of bottom sediments. Nature 1974, 247:574-577.
18. Doxaran D., Froidefond J.M., Castaing P., Babin M. Dynamics of the turbidity maximum zone in a macrotidal estuary (the Gironde, France): observations from field and MODIS satellite data. Estuar. Coast. Shelf Sci. 2009, 81(3):321-332.
19. Feng L., Hu C.M., Chen X.L., Tian L.Q., Chen L.Q. Human induced turbidity changes in Poyang Lake between 2000 and 2010: observations from MODIS. J. Geophys. Res. 2012, 117(C7):C07006.
20. Feng L., Hu C.M., Chen X.L., Song Q.J. Influence of the Three Gorges Dam on total suspended matters in the Yangtze Estuary and its adjacent coastal waters: Observations from MODIS. Remote Sens. Environ. 2014, 140:779-788.
21. Fettweis M., Nechad B., Eynde D.V. An estimation of the suspended particulate matter (SPM) transport in the southern North Sea using SeaWiFS images, in situ measurements and numerical model results. Cont. Shelf Res. 2007, 27:1568-1583.
22. Hale G.M., Querry M.R. Optical-constants of water in 200-Nm to 200-Mum wavelength region. Appl. Opt. 1973, 12:555-563.
23. Han L.S., Chen S.S., Chen X.Z., Li D., Sun L., Lu C.Q. Estimation of water clarity in offshore marine areas based on modified semi-analysis spectra model. Spectrosc. Spect. Anal. 2014, 34(2):477-483.
24. He X.Q., Bai Y., Pan D.L., Huang N.L., Dong X., Chen J.S., Chen T.A.C., Cui Q.F. Using geostationary satellite ocean color data to map the diurnal dynamics of suspended particulate matter in coastal waters. Remote Sen. Environ. 2013, 133:225-239.
25. Hsu S.C., Lin F.J. Elemental characteristics of surface suspended particulates off the Changjiang estuary during the 1998 flood. J. Mar. Syst. 2010, 81(4):323-334.
26. Hu C., Chen Z., Clayton T.D., Swarzenski P., Brock J.C., Muller-Karger F.E. Assessment of estuarine water-quality indictors using MODIS medium-resolution bands: initial results from Tampa Bay, FL. Remote Sensing Environ. 2004, 93:423-441.
27. Jiang H., Liu Y. Monitoring of TSS concentration in Poyang Lake based on MODIS data (in Chinese). Yangtze River 2011, 42(17):87-90.
28. Jiang X.W., Tang J.W., Zhang M.W., Ma R.H., Ding J. Application of MODIS data in monitoring suspended sediment of Taihu Lake, China. Chin. J. Oceanol. Limnol. 2009, 27(3):614-620.
29. Kutser T., Metsamaa L., Vahtmae E., Aps R. Operative monitoring of the extent of dredging plumes in coastal ecosystems using MODIS satellite imagery. J. Coast. Res. 2007, 50:180-184. (special issue).
30. Lee Z.P., Carder K.L., Arnone R.A. Deriving inherent optical properties from water color: a multiband quasi-analytical algorithm for optically deep waters. Appl. Opt. 2002, 41(27):5755-5772.
31. Li Z.H., Ke X.X., Wang Q., Gao J.H. Characteristics of water and sediment transport in the Qiongzhou Strait. Geogr. Res. 2003, 22(2):151-159.
32. Liu Y., Islam A., Gao J. Quantification of shallow water quality parameters by means of remote sensing. Prog. Phys. Geog. 2003, 27(1):24-43.
33. Liu Q., Rossiter D.G. Estimation on suspended sedimentation concentration of Poyang Lake using MODIS and hyperspectral data. Remote Sensing Technol. Appl. 2008, 23(1):7-11.
34. Liu C.D., He B.Y., Li M.T., Ren X.Y. Quantitative modeling of suspended sediment in middle Changjiang River from MODIS. Chinese Geogr. Sci. 2006, 16(1):79-82.
35. Ma R.H., Duan H.T., Tang J.W., Chen Z. Remote Sensing of Lake Water Environment 2010, Science Press, Beijing (in Chinese).
36. May C.L., Koseff J.R., Lucas L.V., Cloern J.E., Schoellhamer D.H. Effects of spatial and temporal variability of turbidity on phytoplankton blooms. Mar. Ecol. Prog. Ser. 2003, 254:111-128.
37. McLaughlin C.J., Smith C.A., Buddemeier R.W., Bartley J.D., Maxwell B.A. Rivers, runoff and reefs. Global Planet. Change 2003, 39(1-2):191-199.
38. Mertes L., Smith M., Adams J. Estimating suspended sediment concentrations in surface waters of the Amazon River wetlands from Landsat images. Remote Sens. Environ. 1993, 43:281-301.
39. Miller, R.L., 1980. Phytoplankton production within the grass beds off Goose Point, Lake Pontchartrain, LA. MS thesis, Louisiana State University, 138p.
40. Miller R.L., Cruise J.F. Effects of suspended sediments on coral growth: evidence from remote sensing and hydrologic modeling. Remote Sens. Environ. 1995, 53:177-187.
41. Miller R.L., McKee B.A. Using MODIS Terra 250m imagery to map concentrations of total suspended matter in coastal waters. Remote Sens. Environ. 2004, 93:259-266.
42. Mobley C.D. Estimation of the remote sensing reflectance from above-surface measurements. Appl. Opt. 1999, 38:7442-7455.
43. Muerller, J.L., Fargion, G.S., 2002. Ocean optics protocols for Satellite Ocean color sensor validation. Revision 3, Part II, pp. 171-179.
44. Myint S.W., Walker N.D. Quantification of surface suspended sediments along a river dominated coast with NOAA and SeaWiFS measurements: Louisiana, USA. Int. J. Remote Sensing 2002, 23(16):3229-3249.
45. Ondrusek M., Stengel E., Kinkade C.S., Vogel R.L., Keegstra P., Hunter C., Kim C. The development of a new optical total suspended matter algorithm for the Chesapeake Bay. Remote Sens. Environ. 2012, 119:243-254.
46. Oyama Y., Matsushita B., Fukushima T., Matsushige K., Imai A. Application of spectral decomposition algorithm for mapping water quality in a turbid lake (Lake Kasumigaura, Japan) from Landsat TM data. ISPRS J. Photogramm. Remote Sensing 2009, 64(1):73-85.
47. Petus C., Chust G., Gohin F., Doxaran D., Froidefond J.M., Sagarminaga Y. Estimating turbidity and total suspended matter in the Adour River plume (South Bay of Biscay) using MODIS 250-m imagery. Cont. Shelf Res. 2010, 30:379-392.
48. Pope R.M., Fry E.S. Absorption spectrum (380-700nm) of pure water. II. Integrating cavity measurement. Appl. Opt. 1997, 36:8710-8723.
49. Ritchie J.C., Schiebe F.R., McHenry J.R. Remote sensing of suspended sediments in surface water. Photogramm. Eng. Rem. S. 1976, 42(2):1539-1545.
50. Ritchie, J. C., Zimba, P. V., 2005. 62: estimation of suspended sediment and algae in water bodies. In: M. G. Anderson (Ed.), Encyclopedia of Hydrological Sciences.
51. Shen H.T., Li J., Zhu H.F., Han M.B., Zhou F.G. Transport of the suspended sediment in the Changjiang Estuary. Int. J. Sedim. Res. 1993, 7:45-63.
52. Shen F., Suhyb Salama M.H.D., Zhou Y.X., Li J.F., Su Z., Kuang D.B. Remote-sensing reflectance characteristics of highly turbid estuarine waters - a comparative experiment of the Yangtze River and the Yellow River. Int. J. Remote Sens. 2010, 31(10):2639-2654.
53. Shi J.Z. Tidal resuspension and transport processes of fine sediment within the river plume in the partiallymixed Changjiang River Estuary, China: a personal perspective. Geomorphology 2010, 121(3-4):133-151.
54. Sipelgas L., Raudsepp U., Kouts T. Operational monitoring of suspended matter distribution using MODIS images and numerical modelling. Adv. Space Res. 2006, 38(10):2182-2188.
55. Sipelgas L., Ossipova V., Raudsepp U., Lindfors A. A bio-optical model for the calculation of suspended matter concentration from MODIS data in the Pakri Bay, the Gulf of Finland. Boreal Environ. Res. 2009, 14(3):415-426.
56. Smith R.C., Baker A. Optical properties of the clearest natural waters (200-800nm). Appl. Opt. 1981, 20:177-184.
57. Tarrant P.E., Amacher J.A., Neuer S. Assessing the potential of Medium-Resolution Imaging Spectrometer (MERIS) and Moderate-Resolution Imaging Spectroradiometer (MODIS) data for monitoring total suspended matter in small and intermediate sized lakes and reservoirs. Water Resour. Res. 2010, 46(9):W09532.
58. Tassan S. Local algorithms using SeaWiFS data for the retrieval of phytoplankton, pigments, suspended sediment, and yellow substance in coastal waters. Appl. Opt. 1994, 33(12):2369-2378.
59. Torres J.L., Morelock J. Effect of terrigenous sediment influx on coral cover and linear extension rates of three Caribbean massive coral species. Carib. J. Sci. 2002, 38(3-4):222-229.
60. Villar R.E., Martinez J.M., Le Texier M., Guyot J.L., Fraizy P., Meneses P.R., et al. A study of sediment transport in the Madeira River, Brazil, using MODIS remote-sensing images. J. S. Am. Earth Sci. 2013, 44:45-54.
61. Wang L.R., Zhao H.T., Song C.J., Yuan J.Y., Yu H.B. Coastal geomorphic evolution at the Denglou Cape Leizhou Peninsula of China. Acta Oceanologica Sinica 2002, 24(6):135-144.
62. Wang H.Q., Hladik C.M., Huang W.R., Milla K., Edmiston L., Harwell M.A., Schalles J.F. Detecting the spatial and temporal variability of chlorophyll-a concentration and total suspended solids in Apalachicola Bay, Florida using MODIS imagery. Int. J. Remote Sens. 2010, 31(2):439-453.
63. Wang J., Lu X., Liew S.C., Zhou Y. Remote sensing of suspended sediment concentrations of large rivers using multi-temporal MODIS images: an example in the Middle and Lower Yangtze River. China. International Journal of Remote Sensing. 2010, 31(4):1103-1111.
64. Wu G.F., Cui L. Time-series MODIS images- based retrieval and change analysis of suspended sediment concentration during flood period in Poyang Lake (in Chinese). J. Lake Sci. 2008, 28(12):6113-6120.
65. Wu G.F., Cui L.J., Duan H.T., Fei T., Liu Y.L. An approach for developing Landsat-5 TM-based retrieval models of suspended particulate matter concentration with the assistance of MODIS. ISPRS J. Photogramm. Remote Sensing 2013, 85:84-92.
66. Wu G.F., Cui L.J., He J.J., Duan H.T., Teng F., Liu Y.L. Comparison of MODIS-based models for retrieving suspended particulate matter concentrations in Poyang Lake, China. Int. J. Appl. Earth Obs. Geoinf. 2013, 24:63-72.
67. Zhang B., Li J., Shen Q., Chen D. A bio-optical model based method of estimating total suspended matter of Lake Taihu from near-infrared remote sensing reflectance. Environ. Monit. Assess. 2008, 145(1-3):339-347.
68. Zhang M.W., Tang J.W., Dong J., Song Q.T., Ding J. Retrieval of total suspended matter concentration in the Yellow and East China Seas from MODIS imagery. Remote Sens. Environ. 2010, 114:392-403.
69. Zhang Y., Lin S., Liu J., Qian X., Ge Y. Time-series MODIS image-based retrieval and distribution analysis of total suspended matter concentrations in Lake Taihu (China). Int. J. Environ. Res. Public Health 2010, 7(9):3545-3560.
70. Zhao H.H., Chen Q., Walker N.D., Zheng Q.A., Macintyre H.L. A study of sediment transport in a shallow estuary using MODIS imagery and particle tracking simulation. Int. J. Remote Sens. 2011, 32(21):6653-6671.