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RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental...

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SPECTRAL SIGNATURES dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR
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Page 1: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

SPECTRAL SIGNATURES

dr.ir. Jan Clevers

Centre for Geo-InformationDept. Environmental Sciences

Wageningen UR

Page 2: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Subjects Spectral Signatures

• Spectral signature (reflection)

• Temporal signature

• Vegetation indices

Page 3: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Reflective Optical Window

200µµµµm0.3 0.6 1.0 5.0 10 50 10m100 1mm 1cm 1m

200µµµµm0.3 0.6 1.0 5.0 10 50 10m100 1mm 1cm 1m

multispectral scanners

optical

lidar

photography

human eye

mic

row

aves

microwave radiometry

blocking effect of atmosphere

radar

atm

osp

her

ictr

ansm

itta

nce

UV

blue

gree

nre

d

NIR

MIR

MIR

TIR TIR

thermal scanners

VIS

Wavelength

reflective

Wageningen UR 2010

Page 4: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

100

10-1

10-2

10-3

10-4

0.2 0.5 2 101.0 5 20

radiation (Wcm-2 µm-1)

wavelength (µm)

REFLECTION EMISSION

emitted

thermal radiation

reflected

solar radiation

Source of EM radiation

Wageningen UR 2010

curves for an “average”object on earth

Page 5: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Reflection is the process of sending back EM radiation byan object

Reflectance factor [0,1]-coefficient [0,1]-percentage [0%,100%]

1) ρ(λ) = Lr(λ) / Li(λ)= reflected divided by incoming

radiation per wavelength λor wavelength interval ∆λ

Wageningen UR 2010

Reflection

Page 6: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Hand-held radiometer

Page 7: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

2) ρobj(λ) = Lobj(λ) / Lref(λ) * ρref(λ)

Reflectance factor: the radiance of an object in a certain direction under certainconditions of irradiation, relative to the radiance of an (idealwhite) diffuse surface in the same direction and the sameirradiation conditions.

3) Atmospheric correctionmodel

Reflection

Wageningen UR 2010

Page 8: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Reference targets

Page 9: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

λwavelength (µm)

red middle-

infrared

near-

infraredblue

gree

n

dry soil

water

wet soil

vegetation

reflectance (%)

SPOT HRG Panchromatic

Pan: IKONOS, Quickbird, GeoEye, WorldView

Meteosat

NOAA AVHRR

Landsat TM

40

20

00.8

60

0.4 1.2 1.6 2.0 2.4

Wageningen UR 2010

SPOT HRG multispectral

Multispectral: IKONOS, Quickbird, GeoEye, WorldView

Spectral band positionsTIRS

TIRS

TIRS

Page 10: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Spectral Signatures: Soil

Wageningen UR 2010

0.8%

4.7%

8.3%

12.9%16.9%20.2%

Newtona silt loam

0

20

40

60

1.51.0 2.0 2.50.5

Wavelength (µm)

Example influence of soil moisture content:R

efle

ctan

ce (

%)

Page 11: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

absorptance

(water)abso

rpta

nce

(chl

orop

hyll)

transmittance

reflectance

VIS NIR MIR

100

0

20

40

60

80

2.82.42.01.61.20.80.4

Wavelength (µm)

%

Spectral Signatures: Leaf

Page 12: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Individual leaf

VIS → chlorophyll (absorptance)

NIR → cell walls - air transitions (reflectance)

MIR → water (absorptance)

Wageningen UR 2010

Spectral information of a leaf

Page 13: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Spectral Signatures: Leaf

citrustomatosorghumcotton

Wavelength (µm)

0.5 1.0 1.5 2.0 2.5

20

40

60

0

Plant type

Wageningen UR 2010

Ref

lect

ance

(%

)

Page 14: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Ref

lect

ance

(%

)

(1)

(2)

100

0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1

20

40

60

80

0

Wavelength (µm)

Disease infection

Page 15: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Spectral Signatures: Vegetation

Wageningen UR 2010

1.0

VIS veg. ≈ 1/2 VIS leaf

NIR veg. > NIR leaf

dry soil

wet soil

0.4 0.5 0.6 0.7 0.8 0.9

50

40

30

20

10

0

Reflectance (%)

Wavelength (µm)

barley

Page 16: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

60

50

40

30

20

10

0 50 100 150days after sowing

NIR

redgreen

Reflectance (%)

bare soil

Temporal signatures: Barley Crop

Page 17: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Field trial with barley

Page 18: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Single-engine aircraft for 70-mm photography

Page 19: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Mounts and cameras for 70-mm photography

Page 20: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Microlight aircraft for 70-mm photography

Page 21: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Camera mounts for the microlight

Page 22: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Spectral bands for multispectral photography

1.0

50

40

30

20

10

0

Reflectance (%)

Wavelength (µm)

0.4 0.5 0.6 0.7 0.8 0.9

Page 23: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Green recording, 27 May

Page 24: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Red recording, 27 May

Page 25: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

NIR recording, 27 May

Page 26: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

True colour recording, 29 July

Page 27: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

False colour recording, 29 July

Wageningen UR 2010

Page 28: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

Reference targets

Page 29: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Vegetation Indices:

simple band combinations in order to- strenghten the spectral contribution of vegetation- eliminate the disturbing influence of the

atmosphere, soil, etc.

Example:

• simple ratio: NIR/Red

• “Normalized difference vegetation index”:NDVI = (NIR-Red) / (NIR+Red)

Wageningen UR 2010

Page 30: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Wageningen UR 2010

NOAA-NDVI image of Africa

March June

Page 31: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

Barley crop: Red, NIR

Wageningen UR 2010

Barley crop:

WDVI

50 150100

Ref

lect

ance

(%

)

50

40

30

20

10

0

wet

wet

dry

days after sowing50 150100

days after sowing

WD

VI (

%) 50

0

10

40

30

20 wet

wet

dry

dry

dry

Temporal signatures

Page 32: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

LAI = -1/α • ln(1 - WDVI / WDVIω)

LAI

WDVI

6040200

2

4

6

8

Wageningen UR 2010

Relationship WDVI - LAI

Page 33: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

NDVI = (NIR - Red) / (NIR + Red)

Wageningen UR 2010

LAI

10

8

6

4

2

86420

NDVI

Relationship NDVI - LAI

Page 34: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

LAI

25 50 75 100 125

8

6

4

2

0

Wageningen UR 2010

NIR / Red

Relationship NIR/Red - LAI

Page 35: RS Ch2 Spectral signatures · dr.ir. Jan Clevers Centre for Geo-Information Dept. Environmental Sciences Wageningen UR Wageningen UR 2010 Subjects Spectral Signatures • Spectral

LAI R NIR NIR-R NIR/R NDVI

wet 0 10 10 0 1 0dry 0 20 20 0 1 0

2 2 40 38 20 0.9054 2 50 48 25 0.9238 2 60 58 30 0.935

colour 8 1 60 59 60 0.967

NDVI = (NIR - R) / (NIR + R)

Wageningen UR 2010

Example vegetation indices


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