chlorophyll-a absorption feature at 676 nm, R(676). The peak is
shifting towards longer wavelengths with increasing
concentration of phytoplankton in the water. We have
continuous spectra with 2 nm interval. Therefore, the peak value
was taken from the spectral range 690 nm to 716 nm instead of
a fixed wavelength like you have to do in the case of satellite
data. The correlation was very good as seen in Figure 3. The
Lake Harku samples with chlorophyll-a concentration above
200 mg/m? make the correlation better than it would have been
for the lakes with smaller concentrations. The only point
currently significantly off from the regression line (see Figure 3)
is Lake Támnaren where the strong winds and shallow water
depth caused high amount of suspended sediments in the water
(TSS=64.95). Most of the suspended matter (63%) were organic
particles absorbing light as the total absorption measured in
Tamnaren was significantly higher than in most other lakes.
This may have affected also red part of spectrum used in the
chlorophyll-a retrieval algorithm.
250
mn 200 NS T ut
t i.
—
oo
E 150
S
S 100
e
=
e *
50 al 2
= y=111.09x + 17.384
& s
°* R? = 0.925 |
0 0.5 T 1.5 2 2.5
Maxíred)-R(676)
Figure 3. Correlation between the height of the reflectance peak
near 700 nm and concentration of chlorophyll-a.
Several band-ratio type algorithms were tested for total, organic
and inorganic suspended matter retrieval (Kallio et al. 2001,
Doxaran et al. 2005). However, no sufficiently good algorithms
were found up to now for these lakes.
4. REFERENCES
Backer, L.C., and McGillicuddy, D.J. 2006 Harmful algal
blooms. At the interface between coastal oceanography and
human health. Oceanography, 19, pp. 94-106.
Battin, T.J., Luyssaert, S., Kaplan L.A., Aufdenkampe, A.K.,
Richter, A., and Tranvik, L.J. 2009. The boundless carbon
cycle. Nature Geoscience, 2, pp. 598-600.
Brando, V., Anstee, J., Wettle, M., Dekker, A., Phinn, S.,
Roelfsema, C., 2009. A physics based retrieval and quality
assessment of bathymetry from suboptimal hyperspectral data.
Remote Sensing of Environment, 113, pp. 755-70.
Cole J.J., Y. T. Prairie, N. F. Caraco, W. H. McDowell, L. J.
Tranvik, R. G. Striegl, C. M. Duarte, P. Kortelainen, J. A.
Downing, J. J. Middelburg, 2007. Plumbing the global carbon
cycle: integrating inland waters into the terrestrial carbon
budget. Ecosystems, 10, pp. 171—184.
Davies-Colley, R. J., and Vant, W. N. 1987. Absorption of light
by yellow substance in freshwater lakes. Limnology and
Oceanography, 32, pp. 416—425.
Doxaran, D, Cerukuru, R.C.N., and Lavender S.J., 2005. Use
of reflectance band ratios to estimate suspended and dissolved
matter concentrations in estuarine waters. /nternational Journal
of Remote Sensing, 26(8), pp. 1763-17609.
Edler, L., Fernó, S., Lind, M.G., Lundberg, R., and Nilsson,
P.O. 1985. Mortality of dogs associated with a bloom of the
cyanobacterium Nodularia spumigena in the Baltic Sea.
Ophelia, 24, pp. 103-109.
ESS method, 340.2. 1993. Total suspended solids, Mass
balance, Volatile suspended solids. Environmental Sciences
Section, 3, pp. 189—192.
Glibert, P.M., Seitzinger, S., Heil, C.A., Burkholder, J.M.,
Parrow, M.W., Codispoti L.A., and Kelly, V., 2005. The role of
eutrophication in the global proliferation of harmful algal
blooms. New perspectives and new approaches. Oceanography,
18, pp. 198-209.
Gower, J., King, S., Borstad, G. and Brown, L., 2005.
Detection of intense plankton blooms using the 709nm band of
the MERIS imaging spectrometer. International Journal of
Remote Sensing, 26(9), pp. 2005-2012
Ferrari, G. M., and Tassan, S., 1999. A method using chemica
oxidation to remove light absorption by phytoplankton
pigments. Journal o. Phycology, 35, pp. 1090—1098
Gitelson, A., 1992. The peak near 700 nm on radiance spectra
of algae and water — relationships of its magnitude and position
with chlorophyll concentration, International Journal of
Remote Sensing, 13(17) pp. 3367-3373.
Hallegraeff, G.M., 2003. Harmful algal blooms A global
review. In: Hallegraeff G.M., Anderson D.M., Cembella A.D.
(Eds.) Manual on harmful marine microalgae, pp. 1-22,
UNESCO.
Horner, R.A., Garrison, D.L., and Plumley, F.G., 1997. Harmful
algal blooms and red tide problems on the US west coast.
Limnology and Oceanography, 42, pp. 1076-1088.
ISO 10260. 1992(E) Water quality — Measurements of
biochemical parameters — Spectrophotometric determination of
chlorophyll-a concentration. (Geneva, Switzerland: ISO): 1—6
Kutser, T., 1997. Estimation of water quality in turbid inland
and coastal waters by passive optical remote sensing. Ph.D.
Disertation, Tartu University Press
Kallio, K., T. Kutser, T. Hannonen, S. Koponen, J. Pulliainen,
J. Vepsäläinen, T. Pyhälahti, 2001. Retrieval of water quality
from airborne imaging spectrometry of various lake types in
different seasons, The Science of the Total Environment, 268,
pp. 59-77.
Kutser, T., A. Herlevi, K. Kallio, H. Arst, 2001. A hyperspectral
model for interpretation of passive optical remote sensing data
from turbid lakes, The Science of the Total Environment 268,
pp. 47-58.
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