remote sensing of macrocystis with spot imagery surface canopy of giant kelp exhibits high near...

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Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to differentiate kelp 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 400 450 500 550 600 650 700 750 800 850 900 950 1000 W avelength (nm ) R eflectance (rel) M ature K elp R Im m ature K elp R S enescentK elp R S eaw ater SPO T band 3 (NIR) SPO T band 2 (red) SPO T band 1 (green)

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Page 1: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Remote Sensing of Macrocystis with SPOT Imagery

• Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance

• SPOT imagery well suited to differentiate kelp

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

400 450 500 550 600 650 700 750 800 850 900 950 1000

Wavelength (nm)

Ref

lect

ance

(re

l)

Mature Kelp R

Immature Kelp R

Senescent Kelp R

Seawater

SP

OT

ba

nd

3 (N

IR)

SP

OT

ba

nd

2 (r

ed)

SP

OT

ba

nd

1 (g

ree

n)

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

400 450 500 550 600 650 700 750 800 850 900 950 1000

Wavelength (nm)

Ref

lect

ance

(re

l)

Mature Kelp R

Immature Kelp R

Senescent Kelp R

Seawater

SP

OT

ba

nd

3 (N

IR)

SP

OT

ba

nd

2 (r

ed)

SP

OT

ba

nd

1 (g

ree

n)

Page 2: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Kelp Canopy Delineation• Utilizes the high NIR reflectance of kelp canopy

– 2 calculations performed on the atmospherically corrected image: principal components (PC) rotation and NDVI (Normalized Difference Vegetation Index)

– PC band 2 expresses variations in NIR reflectance– Kelp covered pixels show high PC band 2 and NDVI values

Page 3: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Canopy Delineation Process

SPOT 3,2,1 image SPOT 3,2,1 stretched image

3(NIR)/1(green) band ratio

Kelp delineation

NDVI image

PC band 2 image

Page 4: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Canopy Cover Validation • Normalized SPOT cover measurements compared

with normalized high resolution 2004 CDFG aerial kelp survey

y = 0.96x + 0r2: 0.92p: < 1*10-12

Page 5: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

SBC-LTER SCUBA Measurements of Frond Density and Biomass

• Monthly SCUBA measurements of frond density and biomass made at Arroyo Quemado (AQUE), Arroyo Burro (ABUR), and Mohawk (MOHK) kelp beds.

Page 6: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

SBC-LTER SCUBA Measurements of Frond Density and Biomass

Page 7: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Satellite Biomass Estimation• Normalized Difference Vegetation Index (NDVI)

(NIR-RED)(NIR+RED)

• Calculated for areas of kelp cover

NDVITransform

LTER transectat Mohawk

Page 8: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

NDVI Comparison with LTER SCUBA Measurements

r2 = 0.48p < 1*10-5

y = 14.17x + 0.74

r2 = 0.71p < 1*10-10

y = 14.33x - 0.13

Page 9: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Regional Kelp Biomass Maps

• Created from biomass-NDVI regression• Calculated by pixel, kelp patch, or administrative

bed

Beds 21-30 (11/01/2006) : ~8,600 metric tons wet weight

Page 10: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Arroyo Quemado Time Series 200602/09/2006 04/13/2006 06/04/2006

08/15/2006 11/01/2006 12/23/2006

1475000 kg 1345000 kg 1688000 kg

883000 kg 827000 kg 1013000 kg

Page 11: Remote Sensing of Macrocystis with SPOT Imagery Surface canopy of giant kelp exhibits high near infrared (NIR) reflectance SPOT imagery well suited to

Arroyo Burro & Mohawk Time Series 2006

02/09/2006 04/13/2006 06/04/2006

08/15/2006 11/01/2006 12/23/2006

0 kg 6281 kg 11200 kg

104600 kg 229000 kg 63300 kg