15
#9 #118 #11 #13 #14 SOC Camera Images & Tree Samples camera image @ 09/05 11:01 am, composited by R-G-B Tag # Family 9 Vochysiaceae 11 Leguminosae- Caesalpinioi deae 13 Sapotaceae 14 Lecythidacea 118 Leguminosae Caesalpinio deae

#9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

Embed Size (px)

Citation preview

Page 1: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

#9#118

#11#13#14

SOC Camera Images & Tree Samples

SOC camera image @ 09/05 11:01 am, composited by R-G-BTag # Family

9 Vochysiaceae

11 Leguminosae-Caesalpinioideae

13 Sapotaceae

14 Lecythidaceae

118 Leguminosae-Caesalpinioideae

Page 2: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

TR9 TR11 TR13 TR14 TR118Legend Shade Region: 95% confidence interval

The reflectance signal in this panel was derived from SOC camera @ 09/05

11:01 am

The ASD spectral in this panel: (1) was collected within one week comparable with SOC image (09/05);

(2) represented the primary leaf age spectral signal

Spectral Comparisons between ASD & SOC camera

Leaf level spectral

Sunlit leaves

The central line is the mean value of 3*3 pixels

Sun branch

Page 3: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

TR9 TR11 TR13 TR14 TR118Legend Shade Region: 95% confidence interval

The reflectance signal in these two panels were derived from SOC camera @ 09/05 11:01 am

Spectral Comparisons of SOC camera images between leaf level and canopy level

Leaf level spectral

Sunlit leaves

The central line is the mean value of 3*3 pixels

Canopy level spectral

Both Sunlit leaves and shade leaves

The central line is the mean value of ~20*20 pixelsIncrease the uncertainty of the spectral

Page 4: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

Seasonal Change in NDVI (leaf level)

(1): the selection of the camera images—i) first camera angle, within the time window 10:00 am -12:00pm; ii) starting from 07/23/2012 until 10/07/2012, with 5-day interval

(2)The NDVI calculation—i) average signal for the sunlit leaves of each focal tree (3*3 pixels); ii) NDVI=(NIR-red)/(NIR+red),

where NIR used the MODIS band 2 (841-876nm), while red used the MODIS band 1

(620-620 nm)

Average NDVI of images each day NDVI of each image Outlier of NDVI

Page 5: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

Seasonal Change in NDVI (sub-canopy level)

(1): the selection of the camera images—i) first camera angle, within the time window 10:00 am -12:00pm; ii) starting from 07/23/2012 until 10/07/2012, with 5-day interval

(2)The NDVI calculation—i) average signal for the sunlit leaves of each focal tree (20*20

pixels); ii) NDVI=(NIR-red)/(NIR+red), where NIR used the MODIS band 2 (841-

876nm), while red used the MODIS band 1 (620-670 nm)

Average NDVI of images each day NDVI of each image Outlier of NDVI

Page 6: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

283.28266.04

263.80204.08

328.14

110.266

78.15 218.39

362.4

283.5

326.56

120.8 247.46

Seasonal Change in NDVI (leaf level) & leaf traits (1-m branch accumulated dry leaf mass)

NDVI Average NDVI of each image Outlier of NDVITiming of ground 1-m sun branch sample

The accumulated 1-m branch dry leaf mass

Page 7: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

111:12:277

100:101:206

Seasonal Change in NDVI (leaf level) & leaf demography traits (1-m branch accumulated dry leaf mass)

NDVI Average NDVI of each image Outlier of NDVITiming of ground 1-m sun branch sample

Leaf demography(the leaf number of each age class)

144:11:239

Y:M:O116:223:53 387:632:309

Y:M:O

304:832:4599:72

M:O

82

M

0:0:166

Y:M:O

117

314 2:236:9728:16:177

Page 8: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

6 Focal Trees & ASD Spectral Reflectance of leaf ages

Y1 Y2 Y3/Y M O

Page 9: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

0.65

0.7

0.75

0.8

0.85

0.9

1 2 3 4 5

Leaf Age Classes

ND

VI

TR#118

6 Focal Trees NDVI & Leaf Demography

0.7

0.75

0.8

0.85

1 2 3 4 5

Leaf Age Classes

ND

VI

TR#9

0.6

0.65

0.7

0.75

0.8

0.85

1 2 3 4 5

Leaf Age Classes

ND

VI

TR#11

0.87

0.88

0.89

0.9

1

Leaf Age Classes

ND

VI

TR#14

0.84

0.86

0.88

0.9

1 2

Leaf Age Classes

ND

VI

TR#500

0.78

0.8

0.82

0.84

0.86

0.88

0.9

1 2 3

Leaf Age Classes

ND

VI

TR#504

Y1 Y2 Y3 M O Y1 Y2 Y3 M O

Y1 Y2 Y3 M O M

O

Y M O

M

NDVI= Where red: modis band 1 (620nm-670nm); NIR: modis band 2 (841nm-876 nm); blue: modis band 3 (459 nm – 479 nm)

Page 10: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

0.5

0.52

0.54

0.56

0.58

0.6

0.62

1 2 3

Leaf Age Classes

EV

I

TR#504

0.6

0.65

0.7

0.75

1 2

Leaf Age Classes

EV

I

TR#500

0.45

0.5

0.55

0.6

0.65

0.7

1 2 3 4 5

Leaf Age Classes

EV

I

TR#118

0.35

0.4

0.45

0.5

0.55

1 2 3 4 5

Leaf Age Classes

EV

I

TR#11

0.4

0.45

0.5

0.55

0.6

1 2 3 4 5

Leaf Age Classes

EV

I

TR#9

6 Focal Trees EVI & Leaf Demography

Y1 Y2 Y3 M O

Y1 Y2 Y3 M O

Y1 Y2 Y3 M O M

O

Y M O

0.56

0.58

0.6

0.62

1

Leaf Age Classes

EV

I

TR#14

M

Where red: modis band 1 (620nm-670nm); NIR: modis band 2 (841nm-876 nm); blue: modis band 3 (459 nm – 479 nm)

Page 11: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

Part 2: RS Based Trait Estimation Approach 1: Vegetation Index

Figure 3 from Hilker et al. 2010. Remote Sensing of Environment

Two forest types in Canada

PRI (Photosynthetic Reflectance Index)

400 500 600 700 800 900 10000

10

20

30

40

50

60

Rel

fect

ance

%

Wavelength(nm)

PRI=

Light use efficiency generated by eddy

covariance measurement

Xanthophyll induced absorption feature at 531 nm, which is intimately linked to the biochemical mechanism down-regulating photosynthesis

Page 12: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

-0.06

-0.04

-0.02

0

0.02

0.04

1 2 3

Leaf Age ClassesP

RI

TR#504

-0.1

-0.08

-0.06

-0.04

-0.02

0

0.02

1 2

Leaf Age Classes

PR

I

TR#500

-0.04

-0.02

0

0.02

1 2 3 4 5

Leaf Age Classes

PR

I

TR#118

0

0.01

0.02

0.03

0.04

0.05

1

Leaf Age Classes

PR

I

TR#14

0

0.02

0.04

0.06

1 2 3 4 5

Leaf Age Classes

PR

I

TR#11

-0.15

-0.1

-0.05

0

0.05

1 2 3 4 5

Leaf Age Classes

PR

I

TR#9

6 Focal Trees PRI & Leaf Demography

Y1 Y2 Y3 M OY1 Y2 Y3 M O

Y1 Y2 Y3 M OM

OY M O

M

PRI (Photosynthetic Reflectance Index)PRI=

Page 13: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

Ecosystem Average Vegetation Index (6 Focal Trees)& Leaf Demography

0.6

0.65

0.7

0.75

0.8

0.85

0.9

1 2 3 4 5

Leaf Age Classes

ND

VI

0.35

0.4

0.45

0.5

0.55

0.6

0.65

0.7

0.75

1 2 3 4 5

Leaf Age Classes

EV

I

-0.14

-0.12

-0.1

-0.08

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

1 2 3 4 5

Leaf Age Classes

PR

I

Y1 Y2 Y3 M O Y1 Y2 Y3 M O Y1 Y2 Y3 M O

Page 14: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-

6 8 10 12 14 16 180.7

0.8

0.9

1

Time (Hour@09/20/2012)

ND

VI

Angle 1 & Angle 2

6 8 10 12 14 16 180.7

0.8

0.9

1

Time (Hour@09/20/2012)

ND

VI

Angle 2 & Angle 3

6 8 10 12 14 16 180.7

0.8

0.9

1

Time (Hour@09/20/2012)

ND

VI

Angle 3 & Angle 4

6 8 10 12 14 16 180.7

0.8

0.9

1

Time (Hour@09/20/2012)

ND

VI

Angle 4 & Angle 5

Angle 1(~75 o)

Angle 2(~60 o)

Angle 3(~45 o)

Angle 4(~30 o) Angle 5

(~15 o)

Angle 4(~30 o)

Angle 3(~45 o)

Angle 2(~60 o)

O Angle 1 Angle 2

O Angle 2 Angle 3

O Angle 3 Angle 4

O Angle 4 Angle 5

NDVI & Camera Angle Effect

Take Home message:(1) Camera angle doesn’t affect NDVI value if the camera

sensed the same object?(2) Camera angle does affect NDVI if the camera sensed

the different object, due to shade effect?(3) 10 am for MODIS pass-by minimized the shade effect?

Page 15: #9 #118 #11 #13 #14 SOC Camera Images & Tree Samples SOC camera image @ 09/05 11:01 am, composited by R-G-B Tag #Family 9 Vochysiaceae 11 Leguminosae-