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Dr. Robert K. Vincent
              Dept. of Geology
Bowling Green State University
            rvincen@bgsu.edu
Besides the lone thermal infrared band, LANDSAT TM has
6 reflected sunlight spectral bands in the 0.4-2.5 µm
wavelength region with 30-m spatial resolution (each pixel
covers about 1/5th of an acre), yielding these advantages
over human observations from boats or docks:
◦ TM data can make observations as dense as 5 observations (or
  measurements if a tested algorithm exists) per acre over an entire
  body of water for most lakes (3 frames required for all of Lake
  Erie).
◦ TM data can observe what humans cannot see, because 3 of its 6
  spectral bands are outside the visible light wavelength range.
◦ TM looks ±3° from straight down (nadir), reducing surface (specular or glint)
  reflection in calm water.
◦ TM data can be downloaded to the company’s computer within 24 hours of
  overpass (every 16 days for one LANDSAT and every 8 days for 2 LANDSATs), and
  the entire lake can be processed in a few hours.
Blue Water Satellite, Inc. has licensed 7 (one more being added)
algorithms for which BGSU has applied for patents thus far.
LBPC (Low Bloom Phycocyanin Content)
◦ Maps low blooms of cyanobacteria in water in the 2-17
  µm/L (ppb) range, with rms error = 3.1 ppb
◦ Can map cyanobacteria blooms before they can be identified by a
  human observer in a boat on the water (helps early mitigation)
HBPC (High Bloom Phycocyanin Content
◦ Maps high blooms of cyanobacteria in water in the 2-64
  •m/L (ppb) range, with SE= 7.2 ppb
MC (Microcystin Content)
◦ Maps toxin Microcystin in high blooms of cyanobacteria in
  water in 2-63 •m/L (ppb) range, and it has been correct on
  45 of 47 water samples from 2 dates of collection, as to
  whether MC was above or below the World Health
  Organization sporting lake advisory limit of 20 •m/L (ppb)
Microcystin Toxin Measured in Water Samples Vs.
                                    HBPC3RAT Algorithm (LANDSAT TM) Estimate of PC
                                                    on 25 Sept 2008
                              70

                                                                               y = 0.514x - 17.133
                              60
                                                                                  R² = 0.8606
Microcystin Content ((•g/L)




                              50


                              40


                              30

                                                                                        Microcystin
                              20
                                                                                        Linear (Microcystin)

                              10


                               0
                                    0    20   40   60   80   100   120   140    160

                              -10


                              -20

                                    HBPC Algorithm Results for PC Content (•g/L)
Red      90-150 µg/L
Orange 80- 89 •g/L
Yellow 60- 79 •g/L
Blue-Gr. 45- 59 •g/L
Blue     1 - 44 •g/L (in water)
D. Blue 0 (neg. numbers on land)
LRTP (Low-Range Total Phosphate in Water)
◦ Maps the amount of total phosphate in water in
  range 9-100 µg/L (ppb); accuracy ±5 ppb from 9-33 ppb
HRTP (High-Range Total Phosphate in Water)
◦ Maps the amount of total phosphate in water in the range
  100-700 •g/L (ppb); rms error = 69 ppb
TPL (Total Phosphate on Land)
◦ Maps the amount of total phosphorous on/in bare
  soil in range 550-2500 mg/kg (ppm) with SE=531
  ppm
Fig. 5. Image showing the total P concentration (mg/kg) in surface soil samples of F34 (left side of the image) and
F11 (right side of the image) fields displayed as red (high P content) to Turquoise (low P content) obtained by
applying the P spectral ratio model to the LANDSAT 5 frame of May 20, 2005 which was used for developing the
model. Field near Oregon, OH; field on left had Class B sewage sludge injected hours earlier.
Tested algorithms pertaining to
cyanobacterial blooms currently exist that
employ LANDSAT TM data for mapping:
◦   Pigment content in surface waters (phycocyanin)
◦   Toxin content in surface waters (Microcystin)
◦   Nutrient content in surface waters (T. Phosphate)
◦   Nutrient content on bare soil (T. Phosphate)
◦   Others (Total Sulfate content in surface waters;
    Copper and Sulfur contents in bare soils)
It is time to use satellite monitoring for
cyanobacterial blooms in lakes and streams.

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Satellite Multispectral Compositional Mapping of Lake Blooms

  • 1. Dr. Robert K. Vincent Dept. of Geology Bowling Green State University rvincen@bgsu.edu
  • 2. Besides the lone thermal infrared band, LANDSAT TM has 6 reflected sunlight spectral bands in the 0.4-2.5 µm wavelength region with 30-m spatial resolution (each pixel covers about 1/5th of an acre), yielding these advantages over human observations from boats or docks: ◦ TM data can make observations as dense as 5 observations (or measurements if a tested algorithm exists) per acre over an entire body of water for most lakes (3 frames required for all of Lake Erie). ◦ TM data can observe what humans cannot see, because 3 of its 6 spectral bands are outside the visible light wavelength range. ◦ TM looks ±3° from straight down (nadir), reducing surface (specular or glint) reflection in calm water. ◦ TM data can be downloaded to the company’s computer within 24 hours of overpass (every 16 days for one LANDSAT and every 8 days for 2 LANDSATs), and the entire lake can be processed in a few hours. Blue Water Satellite, Inc. has licensed 7 (one more being added) algorithms for which BGSU has applied for patents thus far.
  • 3. LBPC (Low Bloom Phycocyanin Content) ◦ Maps low blooms of cyanobacteria in water in the 2-17 µm/L (ppb) range, with rms error = 3.1 ppb ◦ Can map cyanobacteria blooms before they can be identified by a human observer in a boat on the water (helps early mitigation) HBPC (High Bloom Phycocyanin Content ◦ Maps high blooms of cyanobacteria in water in the 2-64 •m/L (ppb) range, with SE= 7.2 ppb MC (Microcystin Content) ◦ Maps toxin Microcystin in high blooms of cyanobacteria in water in 2-63 •m/L (ppb) range, and it has been correct on 45 of 47 water samples from 2 dates of collection, as to whether MC was above or below the World Health Organization sporting lake advisory limit of 20 •m/L (ppb)
  • 4. Microcystin Toxin Measured in Water Samples Vs. HBPC3RAT Algorithm (LANDSAT TM) Estimate of PC on 25 Sept 2008 70 y = 0.514x - 17.133 60 R² = 0.8606 Microcystin Content ((•g/L) 50 40 30 Microcystin 20 Linear (Microcystin) 10 0 0 20 40 60 80 100 120 140 160 -10 -20 HBPC Algorithm Results for PC Content (•g/L)
  • 5.
  • 6. Red 90-150 µg/L Orange 80- 89 •g/L Yellow 60- 79 •g/L Blue-Gr. 45- 59 •g/L Blue 1 - 44 •g/L (in water) D. Blue 0 (neg. numbers on land)
  • 7.
  • 8.
  • 9. LRTP (Low-Range Total Phosphate in Water) ◦ Maps the amount of total phosphate in water in range 9-100 µg/L (ppb); accuracy ±5 ppb from 9-33 ppb HRTP (High-Range Total Phosphate in Water) ◦ Maps the amount of total phosphate in water in the range 100-700 •g/L (ppb); rms error = 69 ppb TPL (Total Phosphate on Land) ◦ Maps the amount of total phosphorous on/in bare soil in range 550-2500 mg/kg (ppm) with SE=531 ppm
  • 10.
  • 11. Fig. 5. Image showing the total P concentration (mg/kg) in surface soil samples of F34 (left side of the image) and F11 (right side of the image) fields displayed as red (high P content) to Turquoise (low P content) obtained by applying the P spectral ratio model to the LANDSAT 5 frame of May 20, 2005 which was used for developing the model. Field near Oregon, OH; field on left had Class B sewage sludge injected hours earlier.
  • 12. Tested algorithms pertaining to cyanobacterial blooms currently exist that employ LANDSAT TM data for mapping: ◦ Pigment content in surface waters (phycocyanin) ◦ Toxin content in surface waters (Microcystin) ◦ Nutrient content in surface waters (T. Phosphate) ◦ Nutrient content on bare soil (T. Phosphate) ◦ Others (Total Sulfate content in surface waters; Copper and Sulfur contents in bare soils) It is time to use satellite monitoring for cyanobacterial blooms in lakes and streams.