how useful is forest canopy change e - gofc-gold land ......felicitas von poncet airbus defence...

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© 2014 Airbus Defence and Space All rights reserved. The reproduction, distribution and utilization of this document as well as the communication of its contents to others without express authorization is prohibited. Offenders will be held liable for the payment of damages. All rights reserved in the event of the grant of a patent, utility model or design. How useful is forest canopy change detection for forest degradation monitoring ? R+D Progress session 2 Felicitas von Poncet , Stefan Engelhardt The Hague, Netherlands, 31 October 2016 GFOI R&D and GOFC-GOLD Land Cover Science Meeting

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Page 1: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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How useful is forest canopy change

detection for forest degradation

monitoring ?

R+D Progress session 2

Felicitas von Poncet, Stefan Engelhardt

The Hague, Netherlands, 31 October 2016

GFOI R&D and GOFC-GOLD Land Cover Science Meeting

Page 2: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

014 A

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Outline

1. Needs & Requirements

2. Material & Method

– Input data

– Detection concept

– Workflow

3. Demonstrations – Example Ghana

4. Uncertainties

5. Summary

6. Conclusions

17 November 2016 2

Page 3: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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17 November 2016 3

Needs

• Forest degradation monitoring in the context of REDD+

MRV

• Early alert on any kind of forest disturbances (single tree

logging) visible at the forest canopy

• Forest Harvest and illegal logging control

• Check compliance of logging areas with forest concession

management plans and logging records

• …..

Page 4: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

014 A

irbus D

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pace –

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Requirements

• Sensitivity of detection method to allow early intervention and mitigation

• Potential to follow up gradual process of forest decline via frequent monitoring

• High degree of automation allowing fast delivery of alert information

• Reliability and robustness of approach

• Sensor continuity

• Affordabilty

• In the context of REDD+ MRV Quantitative information on carbon stock change

17 November 2016 4

Page 5: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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Inut data

TanDEM-X & TerraSAR-X

• StripMap mode single polarization

• VV polarization preferred

• 3m resolution, 30km swath width

• Utilization of at least one image before and

one after the tree removal

• Imagery acquired at identical geometry

• Maximum revisit interval: every 11 days

(TerraSAR-X)

17 November 2016 5

Future

TerraSAR-X

acquisition

Change Detection

TanDEM

coverage

T1

T0

Page 6: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Image Shadow Grey texture Layover

Detection concept

Backscattering of a tree canopy

Closed Canopy T1

• Radar signal of undisturbed forest remains stable over time

• Grey texture

• Shadow of taller trees

Page 7: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Shadow Grey texture Layover

Detection concept

Image

Backscattering of a tree canopy

Emergent Trees Cut at T2

• Grey texture of canopy

• Shadow of taller trees

backscatter increase due to now visible shorter trees

Page 8: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Shadow Grey texture Layover

Detection concept

Image

Backscattering of a tree canopy

Canopy Gap at T2

• New shadow in the gap backscatter decrease

on the far side of the trees

Page 9: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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Shadow Grey texture Layover

Detection concept

Image

Backscattering of a tree canopy

Regrowth on T2

• New scatterers in the gap backscatter increase

Page 10: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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Workflow

17 November 2016 10

Scene –wise (strip-wise)

radar geometry

Calculate change fraction in regular

grid

Forest cover map

Page 11: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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Change Fraction

17 November 2016 11

High Low

Detections (Bsd, Bsi Layer) Regular grid, Default MMU = 1ha Area fraction of detected changes

Page 12: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Demonstrations: Forest disturbance mapping

17 November 2016 12

Page 13: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Study site & data

Study area in the Eastern region of Ghana

Moist semi-deciduous forest

Commercially exploited forest reserves

Crops: oil palm, cocoa, and citrus

Sensor T0 T1 T2 T3 T4 T5

TerraSAR-X/

TanDEM-X

2010

April 17

2011

August 3

2012

May 04

2013

July 29

2015

December 15

2016

April 25

RapidEye 2010 February 6 2011, December 16

SPOT 6 2013, January 06 2016 April 21

Pleiades 2015, January 01

Sentinel-2 2015, December 24

Page 14: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016 15

Rapid Eye Dec 2011 NIR/ Red Edge /RED Sentinel-2 Dec 2015 NIR/ Red Edge /RED TerraSAR-X 04/2010 -04/2016

0 105Kilometers

Page 15: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016 16

April 2010 - August 2011

Rapid Eye Dec 2011 NIR/ Red Edge /RED

Field Foto August 2012

0 105Kilometers

Page 16: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016 17

August 2011- May 2012

Rapid Eye Dec 2011 NIR/ Red Edge /RED

Field Foto August 2012

Page 17: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016 18

May 2012 - July 2013 SPOT PAN Jan 2013

Field Fotos March 2013

Page 18: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016

Presentation Title runs here (go to Header & Footer to edit this text)

19

July 2013 - Dec. 2015

Pleiades 2015

SPOT PAN 2016

Page 19: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Dec. 2015 – April 2016

17 November 2016

Presentation Title runs here (go to Header & Footer to edit this text)

20

SPOT PAN 2016

Page 20: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

© 2

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Persistency of canopy changes

17 November 2016 21

Page 21: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016

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22

2010 - 2011 2010 - 2016

Page 22: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016

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23

SPOT PAN 2016

Pleiades 2015 2011 - 2012 2010 - 2016

Page 23: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016

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24

2012 - 2013 2010 - 2016

Pleiades 2015

Page 24: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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17 November 2016

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2013 - 2015 2010 - 2016

Page 25: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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2015 - 2016

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Page 26: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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2010 - 2016

17 November 2016 27

Sentinel-2 Dec. 2015

Page 27: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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2010 - 2016

17 November 2016 28

Sentinel-2 Dec. 2015

Page 28: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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2010 - 2016

17 November 2016 29

SPOT6 April 2016

Page 29: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Uncertainties

Field validation

17 November 2016

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Page 30: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Table 1. Accuracy analysis of reference mapping, REDD+ class level.

17 November 2016

31

Validation: 253 stratified random samples for classification and 333 samples for

change detection

Disturbance No-disturbance User’s accuracy (in %)

Disturbance 37 13 74 (±13)

No-disturbance 7 276 98 (±2)

Producer’s accuracy (in

%) 84 (±12) 96 (±3)

Overall acc. =

94 (±3) %

Table 2. Accuracy analysis of change detection / forest disturbances.

Non-Forest Degraded

Forest Intact Forest User’s accuracy (in %)

Non-Forest 114 18 0 86 (±6)

Degraded Forest 19 69 1 78 (±9)

Intact Forest 0 8 22 73 (±17)

Producer’s accuracy

(in %) 86 (±6) 73 (±9) 96 (±10)

Overall acc. =

82 (±5) %

Uncertainties for binary mapping of disturbance

Page 31: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Uncertainties for the quantitative estimation of logged trees

Validation results of PhD Thesis from Thomas Baldauf, 2013: “Monitoring reduced emissions from deforestation and

forest degradation (REDD+): capabilities of high resolution active remote sensing”, University of Hamburg.

SAR assessment based on TerraSAR-X

High Resolution SpotLight mode

Inventory design

• total tally of the inventory area

• allowed the geographic localization of each of 48.141 trees

• position of all 5663 felled trees in an area of about

1,6 ha

17 November 2016 32

Page 32: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Uncertainties

17 November 2016 33

Page 33: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Uncertainties ………Waiting for field samples………..

17 November 2016 34

Page 34: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Summary

TanDEM-X/ TerraSAR-X Amplitude change detection:

• Provides information on even subtle forest canopy disturbances

• Frequent & timely at high resolution

allows early intervention

Forest degradation:

Canopy change persistent for 6 years

a.selective logging canopy stays closed

b.selective logging and following encroachement of agricultural use canopy opens

• Regrowth can be monitored

Open issues:

Uncertainties related to the quantitative estimation of disturbance (relation to number/ volume or

biomass of felled trees)

17 November 2016 35

Page 35: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

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Conclusion

In the context of REDD+ information layers can serve as

• Activity data on degradation for carbon stock change assessment

• Local knowledge is needed to interpret time series

• Efficiency of inventory design combining forest canopy change information and field

measurements needs to be tested and benchmarked with alternative methods

17 November 2016

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36

Requirements check

Sensitivity

High degree of automation allowing fast delivery of alert information

Monitor gradual process of forest decline via frequent monitoring

Quantitative information on carbon stock change ?

Robustness of approach

Sensor continuity

Affordabilty ?

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Confidential

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Thank you for your attention

Contact Felicitas von Poncet

Airbus Defence & Space, Geo-Intelligence

Friedrichshafen, Germany

Phone: +49 7545 8 3389

Email: [email protected]

Acknowledgements

The project was co-financed by

On behalf of: Federal Ministry for Economic Cooperation and Development (BMZ)

TanDEM-X data provided by DLR.

Page 37: How useful is forest canopy change e - GOFC-GOLD Land ......Felicitas von Poncet Airbus Defence & Space, Geo-Intelligence Friedrichshafen, Germany Phone: +49 7545 8 3389 Email: felicitas.poncet@airbus.com

• Rate your method using the CARL assessment matrix • Level between 3 and 4 Pre-operational • Prototype method available and demonstrated in various

tropical forest environments • Peer review publications …started

CARL Framework Implementation

Demonstration in a larger-scale environment planned -> Data coverage accomplished

• applicability in different forest monitoring contexts?

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CARL Framework Implementation CARL Methods Availability of Data Application Scale

1 Pioneering and R&D development of new

methods

Data acquisition concept is developed Work mostly done in research environment

2 Method is demonstrated and validated and

scientifically published

Experimental data for small-scale R&D are

available

Work mostly done in research environment

3 Prototype is available and used by different

experts, sources of uncertainties are known and can be

quantified - ongoing

Experimental data for small-scale R&D are

available

Work mostly done in research environment

4 Prototype is available and used by different

experts, sources of uncertainties are known

and can be quantified- ongoing

Data is available for large area/national

demonstrations in different tropical country

conditions

Brazil & Peninsula of Malaysia, Gabun

Training materials/tutorials and guidance documents

developed and tested in countries

- ongoing

5 Method is available to be implemented by

countries. (

Meets TACCC criteria*.

Data are acquired in consistent and sustainable

manner for routine national monitoring

Active implementation and capacity in mandated

country monitoring organizations

6 Method is available to be implemented by

countries.

Meets TACCC criteria*.

Data are acquired in consistent and sustainable

manner for routine national monitoring

Data/method used in reporting by countries

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CARL framework • Rate your method using the CARL assessment matrix

• Indicate CARL level (e.g., Level 4 Pre-operational) • Indicate criteria met in Tables 1 and 2

• Briefly discuss the contribution of your work in the context of CARL

• Feedback on v1 of CARL framework • Assets • Limitations • Suggested modifications (will be developed further on Day 2)

CARL Framework Implementation