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The variation of vegetation structure and greenness in Central Africa: Combining MODIS multi-temporal data with six million hectares of forest inventory

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Academic year: 2021

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(1)

The variation of vegetation

structure and

greenness in Central Africa:

Combining MODIS multi-temporal data with six

million hectares of forest inventory

Global Vegetation Monitoring and Modeling

(2)

CONTEXT

The CoForChange project is focused on predicting the effects of global change on forest biodiversity in the Congo Basin region

The objective of the study presented here is to characterize the spatial

patterns of tropical forests in the CoForChange area in relation with climatic variables (rainfall and light intensity)

Hypothesis

Temporal remote sensing acquisition permits to identify forest structure and functioning (evergreen/deciduous) as a response to climatic environment

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Geographic context

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Remote sensing material

Vegetation Indices 16-day L3 Global 500m (MOD13A1c5) to collect the Enhanced Vegetation Index (EVI) information

EVI =2,5.(NIR - R) / (NIR + 6.R-7,5.B+1)

• 16-day composite images

• Data from 2000 to 2009

• Each 16-day image is revisited 10 times

This process calculates the mean of the 10 years available (based on non-noisy pixels for each 16-day period)

(5)

2001

2002

2003

2004

2005

2009

2008

2006

2007

1st 16-day images of the data base

(6)

10-year average. Example for the 1st 16-day period (MOD13A1c5)

An isodata classification was used to separate pixels clusters

Remote sensing method

(7)

Field inventories

From 2 to 3 km From 2 to 69km 20 or 25m 200 or 250m

All trees with a diameter above 30cm are identified

Each plot is 0.5ha

(8)

Field inventories

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(10)

Validation using field inventories

Different lowercase letters (P<0.001) indicate significant differences in the pair wise Wilcoxon test.

Test for differences in plot basal area (up) and degree of deciduousness (down) among classes with pair wise Wilcoxon test and Bonferroni’s adjustment

(11)

Validation using existing maps

Letouzey 1985

Contingency matrix between MODIS classes and Cameroon vegetation map

(12)

Cloud

Interpretation of the phenology

Cloud

Wet Wet

Greenness is driven by rainfall and light seasonality

Dry Dry 0,2 0,3 0,4 0,5 0,6 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 EV I 0 50 100 150 200 250 Class 38 Rainfall Class 38 EVI 1530mm FEWSNET data 0,2 0,3 0,4 0,5 0,6 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 EV I 0 50 100 150 200 250 Class 48 Rainfall Class 48 EVI 1430mm FEWSNET data

(13)

Guyane

Comparison with Amazonia

3000 mm

Opposite functioning

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Conclusion

Most important findings:

- It seems that rainfall and light are the drivers of the spatial distribution of Central African forests (difference with Amazonia)

- The gradient is spatially organized and witness of contrasted forest types functioning (evergreen and deciduous composition)

Future outlook:

- Investigate these relationships for the whole Central African forests

Implication:

- The better understanding of environmental drivers of the spatial

distribution of Central African forest is of crucial importance to evaluate ecosystems resilience facing global changes and increasing

(15)

Thanks for your attention

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