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Avard, M.M., Schiebe, F.R., and Everitt, J.H., 2000. Quantification of Chlorophyll in

Reservoirs of the Little Washita Watershed Using Airborne Video. Photogrammetric

Engineering and Remote Sensing, 66(2): 213-218.

Beeton, A.M. and Edmonson, W.T., 1972. The Eutrophication Problem. Journal of the

Fisheries Research Board of Canada, 29: 673-682.

Brezonik, P.L. and Shannon, E.E., 1971. Trophic State of Lakes in North Central Florida.

Water Resources Research Center Publication 13, 102pp.

Campbell, J.B., 1996. Introduction to Remote Sensing. Taylor and Francis Ltd., London,

622 pp.

Carlson, R.E., 1977. A Trophic State Index for Lakes. Limnology and Oceanography,

22(2): 361-369.

Carlson,R.E.,1983.Discussion:“Using DifferencesAmong Carlson’sTrophicState

Index Values in Regional Water Quality Assessments”by Richard A.Osgood.Water

Resources Bulletin, 19(2): 307-308.

Carlson,R.E.and Simpson,J.,1996.A Coordinator’sGuideto VolunteerLake

Monitoring Methods. North American Lake Management Society, 96 pp.

Chavez, P.S., 1975. Atmospheric, Solar, and M.T.F. Corrections for ERTS Digital

Imagery. Proceedings, American Society of Photogrammetry, pp. 69-69a.

Ekstrand, S., 1992. Landsat TM Based Quantification of Chlorophyll-a During Algae

Blooms in Coastal Waters. International Journal of Remote Sensing, 13(10):

1913-1926.

EPAOW (EnvironmentalProtection Agency’sOfficeofWater),2000.TrophicStates,

Internet Web Site:http://www.epa.gov/305b/trophic.html.

FCPM (Florida Center for Public Management), Florida State University, 2000. Strategic

Assessment of Florida's Environment (SAFE), Internet Web Site:

http://mailer.fsu.edu/~cpm/safe/environ/swq4.html.

Gakstatter, J.H., Allum, M.O. and Omernik, J.M., 1975. Lake Eutrophication: Results

From the National Eutrophication Survey. Corvallis Environmental Research Lab.,

USEPA, Corvallis, Oregon, 32pp.

Han, L., 1997. Spectral Reflectance With Varying Suspended Sediment Concentrations in

Clear and Algae-Laden Waters. Photogrammetric Engineering and Remote Sensing,

63(6): 701-705.

Han, L. and Rundquist, D.C., 1997. Comparison of NIR/Red Ratio and First Derivative

of Reflectance in Estimating Algal-Chlorophyll Concentration: A Case Study in a

Turbid Reservoir. Remote Sensing of Environment, 62: 253-261.

KDHE (Kansas Department of Health and Environment), Division of Environment, 2001.

TMDL Data for the Lower Big Blue Subbasin, Internet Web Site:

http://www.kdhe.state.ks.us/tmdl/bblue.htm.

Kimmel, B.L. and Groeger, A.W., 1984. Factors Controlling Primary Production in Lakes

and Reservoirs, A Perspective. In Proc. North American Lake Management Society,

EPA 440/5/84-001, Washington, D.C., 277-281.

Lavery, P., Pattiaratchi, C., Wyllie, A., and Hick P., 1993. Water Quality Monitoring in

Estuarine Waters Using the Landsat Thematic Mapper. Remote Sensing of

Environment, 46:265-280.

Lillesand, T.M., Johnson, W.L., Deuell, R.L., Lindstorm, O.M., and Meisner, D.E., 1983.

Use of Landsat Data to Predict the Trophic State of Minnesota Lakes.

Photogrammetric Engineering and Remote Sensing, 49(2):219-229.

Novotny, V. and Olem H., 1994. Water Quality. Van Nostrand Reinhold, New York,

1,054pp.

OECD (Organization for Economic Co-Operation and Development), 1982.

Eutrophication of Waters: Monitoring, Assessment and Control. OECD, Paris, 154pp.

OPP (Office of Planning and Prevention), Division of Environment, Kansas, 2000. Total

Maximum Daily Loads (TMDL), Internet Web Site:

http://www.kdhe.state.ks.us/tmdl/ualake.htm.

Osgood,R.A.,1982.Using DifferencesAmong Carlson’sTrophicStateIndex Values in

Regional Water Quality Assessment. Water Resources Bulletin, 18(1):67-74.

Tassan, S., 1993. An Improved In-Water Algorithm for the Determination of Chlorophyll

and Suspended Sediment Concentration from Thematic Mapper Data in Coastal

Waters. International Journal of Remote Sensing, 14(6):1221-1229.

Thiemann, S. and Kaufmann, H., 2000. Determination of Chlorophyll Content and

Trophic State of Lakes Using Field Spectrometer and IRS-1C Satellite Data in the

Mecklenburg Lake District, Germany. Remote Sensing of Environment, 73: 227-235.

Zakova, Z., Berankova, D., Kockova, E., and Kriz P., 1993. Influence of Diffuse

Pollution on the Eutrophication and Water Quality of Reservoirs in the Morava River

Basin. Water Science and Technology, 28(3-5), 79-90.

Table 1. Statistical properties of water quality data (Jan. 1991Jan. 1997) of the Te-Chi Reservoir.

Parameter minimum maximum mean standard

deviation

SDD (m) 0.3 7.2 2.82 1.50

Chla (g/)) 1.14 1560 67.68 172.71

TP (g/)) 3 444 35.35 51.01

Table 2. Characteristics of the Landsat TM data.

Band Spectral Wavelength(micrometers) Spatial Resolution (meters)

TM1 0.45-0.52 (blue) 30

TM2 0.52-0.60 (green) 30

TM3 0.63-0.69 (red) 30

TM4 0.76-0.90 (near infrared) 30

TM5 1.55-1.75 (mid infrared) 30

TM6 10.40-12.50 (far infrared) 120

TM7 2.08-2.35 (mid infrared) 30

Table 3. Carlson trophic state index and associated parameters for the Te-Chi Reservoirand Carlson’sstudy.

TSI SDD (m) Chla*(g/) TP*(g/) Chla**(g/) TP**(g/)

0 64 0.001 0.01 0.04 0.75

10 32 0.008 0.05 0.12 1.5

20 16 0.064 0.24 0.34 3

30 8 0.53 1.26 0.94 6

40 4 4.47 6.49 2.6 12

50 2 37 33 6.4 24

60 1 313 172 20 48

70 0.5 2,613 886 56 96

80 0.25 21,851 4,560 154 192

90 0.125 182,705 23,475 427 384

100 0.0625 1,527,652 120,853 1,183 768

*Parameter values (calculated using Eqs. (8b) and (8c)) for Te-Chi Reservoir.

**Parametervalues(calculated using Eqs.(4)and (5))forMinnesota’slakes (Carlson, 1977).

Table 4. Modified Carlson trophic state index and associated parameters for Te-Chi Reservoir.

TSI SDD (m) Chla(g/) TP (g/)

0 42 0.003 0.03

10 27 0.012 0.07

20 18 0.045 0.20

30 11 0.170 0.54

40 7.39 0.645 1.52

50 4.79 2.44 4.25

60 3.10 9.23 12

70 2.01 35 33

80 1.30 132 92

90 0.84 500 258

100 0.55 1,893 721

Table 5. Minimum brightness values for the TM images used in this study.

Minimum Brightness Values

Image Date TM1 TM2 TM3 TM4

31/08/1993 54 16 13 4

05/10/1994 51 14 10 4

09/01/1995 42 12 10 2

22/07/1996 48 13 11 2

Table 6. Measurements of concentration of total suspended solid (unit: NTU).

Location Image Date

S6 S18 S28 S39 R4

31/08/1993 5 8 23 NA* 74

05/10/1994 5 11 13 30 37

09/01/1995 0 1 5 4 8

22/07/1996 4 9 4 31 66

*Data not available.

Table 7. Trophic state classes for the Te-Chi reservoir

Trophic State Classes TSI*Range Chla Range (g/)

Oligotrophic TSI < 53 Chla < 3.7

Mesotrophic 53TSI < 61 3.7Chla < 10.8 Meso-eutrophic 61TSI < 66 10.8Chla < 21.1

Eutrophic 66TSI < 78 21.1Chla < 105 Polyeutrophic 78TSI < 94 105Chla < 885

Hypereutrophic 94TSI 885Chla

*TSI values are calculated using Model B.

Figure 1. Map of the study area and water sampling locations.

S6 S18

S28 S39

R4

dam

0 1 2 km

Figure 2. Regression relationship of SDD versus Chla for the Te-Chi Reservoir.

Chla

ln (g /)

-1.6 -0.8 0.0 0.8 1.6 2.4

-1 0 1 2 3 4 5 6 7 8

lnSDD(m)

Chla SDD 1.8751 0.3264 ln

ln  

Figure 3. Regression relationship of Chla (g/) versus TP (g/) for the Te-Chi Reservoir.

TP ln

0 1 2 3 4 5 6 7 8

0.5 1.5 2.5 3.5 4.5 5.5 6.5

TP Chla 0 . 9816 1 . 2961 ln

ln   

lnChla

Figure 4. Comparison of regression models of lnSDD vs lnChla for The Te-Chi Reservoirand Carlson’sstudy.

64 4.16

(0, 2.04)

(0,1.8751) Carlson’sstudy Te-Chi Reservoir

0.0625 -2.77 lnChla

-7.0 -3.116 0 7.077 14.239

0.001 0.04 1 1183 1527652

lnSDD

SDD(m)

Chla(g/)

Figure 5. Comparison of water quality measurements and their TM-derived estimates. (Units areg/for Chla and TP and m for SDD.)

0

0 250 500 750 1000 1250

Measurements

Figure 6. Examples of TM-derived TSI images.

64

Figure 7. Comparison of the three pixel-average-TSI indices.

0

Figure 8. Comparison of trophic state classes derived from Chla measurements and from TM data.

TSIderivedfromLandsatTMdata

TSI derived from measurements of chlorophyll concentration

50 55 60 65 70 75 80 85 90 95 100 105 110

50 55 60 65 70 75 80 85 90 95 100 105 110

Meso-eutrophic

Eutrophic

Polyeutrophic

Hypereutrophic

Mesotrophic

Figure 9. Ttrophic state classes from upstream to outlet of the reservoir.

S28 R4 S6

S39 Dam

S18

(a)10/01/1995

(b)22/07/1996

Mesotrohpic Meso-eutrophic

Eutrophic Polyeutrophic Hypereutrophic

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