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La cartographie du covert forestier et de la deforestation en Afrique centrale Moderator: Matt Hansen Panel: Erik Lindquist, Mark Broich, Janet Nackoney, Yolande Munzimi and Landing Mane

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Page 1: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

La cartographie du covert forestier et de la deforestation en Afrique centrale

Moderator: Matt Hansen

Panel: Erik Lindquist, Mark Broich, Janet Nackoney, Yolande Munzimi and Landing Mane

Page 2: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Mapping Central Africa

• Initial results on establishing forest extent and change with Landsat and MODIS data – Erik Lindquist

• New methods exploiting newly opened Landsat archive –Mark Broich

• Applications using Landsat inputs to improve environmental monitoring – Bwangoy Bankanza, Janet Nackoney, Yolande Munzimi

• Transition of methods to OSFAC and plans for operational product generation – Landing Mane

Page 3: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Use MODIS forest cover maps to drive exhaustive change mapping with Landsat data

Erik Lindquist, SDSU/FAO

• Use MODIS tree cover maps to drive high-resolution mapping of forest change

• Automate method to allow for repeatable, comparable product generation through time

• Improve the internal consistency of region-wide high-resolution deforestation map products

• Retain global consistency while generating locally relevant products

Page 4: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

MODIS forest cover maps as inputs for automated mapping at finer scales in Central Africa

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MODIS forest cover

Page 6: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

2000 Global Land Survey

Page 7: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Bias-adjusted

Page 8: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Anisotropy-correction

Page 9: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Image composite(3-5 images per path/row)

Page 10: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Forest cover and change

Page 11: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Full-resolution

Gemena

Gbadolite

Bumba

red = forest cover loss

Page 12: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

MODIS VCF used to normalize input Landsatimagery via simple bias adjustment

Page 13: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

First-order anisotropy correctionMarch 5, 2000, 179/060 ETM+

MODIS forest

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Congo Basin-wide Forest Cover and Change 1990-2000

Page 15: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Annual Forest Clearing (%)

Country 1990-2000 2000-2005

Cameroon 0.079 0.045

RCA 0.275 0.444

Congo 0.061 0.042

RDC 0.183 0.170

Eq. Guinea 0.101 0.025

Gabon 0.069 0.062

Central Africa 1990-2000 2000-2005Humid-Tropics

0.14 0.12

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Landscape 1990-2000 2000-2005

Monte Alén-Monts de Cristal 0.049 0.030

Gamba-Mayumba-Conkouati 0.157 0.061

Lopé-Chaillu-Louesse 0.059 0.151

Dja-Odzala-Minkébé Tri-National 0.018 0.060

Sangha Tri-National 0.018 0.030

Léconi-Batéké-Léfini 0.152 0.030

Lac Télé-Lac Tumba 0.093 0.054

Salonga-Lukenie-Sankuru 0.037 0.039

Maringa-Lopori-Wamba 0.088 0.063

Maiko-Tayna-Kahuzi Biega 0.107 0.105

Ituri-Epulu-Aru 0.054 0.054

Virunga 0.652 0.237

Annual Forest Clearing (%)

Page 17: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Next stepsMark Broich, SDSU

• Landsat archive is now open and all imagery are available at no cost

• Previously, we used the data we could afford, not the data we needed

• With free data, an exhaustive mining of the archive is now possible

• Initial results will be modified as a new approach is implemented

Page 18: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat path / rows used for this trial

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Landsat composite for 2001 (5/4/7)

Path / Rows: 73

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New opportunities with the opening of the Landsat archive

Number of images per composite: (with < 50% ACCA cloud cover in any quarter)

2000-02 1,272

2003-05 1,258

2007-08 1,200

Total number over 73 path/rows (2000-08):

3,730

or 1.5 TB

Page 21: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Number of images in the USGS/EROS archive

# of images: 10 – 55 – 110

Page 22: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

# of images: 10 – 55 – 110

Number of images with < 50 ACCA cloud cover

Page 23: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

# of images: 1 – 20 – 40

Number of good observations per pixel for 2003-2005 composite

Gaps

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Number of good observations per pixel for an annual composite (2004)

Gaps

# of images: 1 – 20 – 40

Page 25: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Number of good observations per pixel for 2003-2005 composite

# of images: 1 – 20 – 40

Page 26: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2001 (5/4/7) – 1,272 images

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Landsat composite for 2004 (5/4/7) – 1,258 images

Page 28: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2007 (5/4/7) – 1,200 images

Page 29: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

1

2

3

4

Zoom-in examples

MODIS annual matrices

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1) Deforestation 2001-2007

Congo River, between Lisala and Bumba, DRC

Page 31: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2001 (5/4/7)

South of the Congo River near Yakata, DRC

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Landsat composite for 2004 (5/4/7)

South of the Congo River near Yakata, DRC

Page 33: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2007 (5/4/7)

South of the Congo River near Yakata, DRC

Page 34: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2001-2004

South of the Congo River near Yakata, DRC

Page 35: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2001-2004 & 2004-2007

South of the Congo River near Yakata, DRC

Page 36: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

1

2

3

4

Zoom-in example 2

MODIS annual matrices

Page 37: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

2) Landsat composite for 2001 (5/4/7)

Buta, DRC

Page 38: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2004 (5/4/7)

Buta, DRC

Page 39: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2007 (5/4/7)

Buta, DRC

Page 40: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2001-2004

Buta, DRC

Page 41: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2001-2004 & 2004-2007

Buta, DRC

Page 42: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

1

2

3

4

Zoom-in example 3

MODIS annual matrices

Page 43: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

3) Landsat composite for 2001 (5/4/7)

Beni, DRC

Page 44: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2004 (5/4/7)

Beni, DRC

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Landsat composite for 2007 (5/4/7)

Beni, DRC

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Deforestation 2001-2004

Beni, DRC

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Deforestation 2001-2004 & 2004-2007

Beni, DRC

Page 48: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

3) Landsat composite for 2001 (5/4/7)

Biakutu, DRC

Page 49: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2004 (5/4/7)

Biakutu, DRC

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Deforestation 2001-2004

Biakutu, DRC

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Deforestation 2001-2004 & 2004-2007

Biakutu, DRC

Page 52: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

1

2

3

4

Zoom-in example 4

MODIS annual matrices

Page 53: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

4) Deforestation 2001-2004 & 2004-2007

Franceville, Gabon

Page 54: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landscape name

Percent deforestation per year

2001-2007

inside outside

1) Sangha Tri-National 0.12 % 0.11 %

2) Maringa-Lopori-Wamba 0.13 % 0.23 %

3) Ituri-Epulu-Aru 0.16 % 0.25 %

Deforestation in three Landscapesand in their 100 km buffer

321

Page 55: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

But what about data gaps?

Gaps

Page 56: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Indonesia-time series analysis-

Page 57: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Landsat composite for 2000 (5/4/7)

Gaps

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Landsat composite for 2005 (5/4/7)

Gaps

Page 59: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2000-2005

Omission errors

Page 60: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Deforestation 2001-2004 time series analysis

Page 61: La cartographie du covert forestier et de la deforestation ... COMIFAC Brazzaville... · RCA 0.275 0.444 Congo 0.061 0.042 RDC 0.183 0.170 ... 2001019 2001121 2001223 2001325 2002062

Per –pixel time series analysis using all good observations

Fore

st

Year99 00 01 02 03 04 05 06

Interpretation: = forest = no-forest

Likely agro-forestry

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• Opportunity and need to develop new methods

• Composites have multipleuse and reduce data volume-interval is flexible

• Per-pixel time series analysis

• Deforestation will be quantified for entire study area at shortest possible interval

Summary: Landsat open archive

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Applications using regional Landsat forest cover

• Wetlands mapping –Bwangoy Bankanza

• Land use planning and change modeling –Janet Nackoney

• Characterizing Congo River Basin hydrology –Yolande Munzimi

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