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Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam 7-11/10/2011 1 Workshop on LCLUCC in SEA

Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Page 1: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

Nguyen Dinh DuongInstitute of Geography

Hanoi, Vietnam

7-11/10/2011 1Workshop on LCLUCC in SEA

Page 2: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

Introduction Methodology for Land Cover mapping using

multitemporal remote sensing dataset Mapping land cover in Indochina using MODIS

32 day composites Ground GPS photo database for validation Conclusions

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Page 3: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

There are several approaches in land cover mapping using multitemporal RS dataset: unsupervised and supervised classification

Image invariants such as spectral absorption, temporal variation characteristics of land cover can be exploited for robust classification.

This presentation will focus on application of GASC (Graphical analysis of spectral reflectance curve) for land cover classification in Vietnam using MODIS cloud free composites.

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Page 4: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

A method for land cover classification was developed based on graphical features of the spectral reflectance curve (SRC)◦ Modulation of the SRC◦ Total reflected radiance index TRRI

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Page 5: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

SRC Modulation coding using relative position of vertices

Each SRC modulation is coded by a number which is stable for each land cover type.

If number of spectral bands is n, the code for each SRC modulation contains n*(n-1)/2 digits and theoretically will be 3**(n*(n-1)/2) different modulations

If given 4 spectral bands then the modulation is defined as: P12P13P14P23P24P34 .The P =0 if bi<bj, = 1 if bi=bj and =2 if bi>bj

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Page 6: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Modulation 222222 Water

Modulation 000000 Bare land

Modulation 200000 Shrub

Modulation 200002 Open forest

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Page 15: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

The GASC has been implemented using FORTRAN 90 programming language.

The input data was MODIS 32 day composite downloaded from website GLCF.

From the 11 composites for Julian years a cloud free dataset was developed.

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Page 16: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Jan Feb Mar Apr

Page 17: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Page 18: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

The land cover classes follow IGBP system The standard 17 classes were modified and

reduced to 14 classes for tropical conditions Land cover categories were defined using

ground truth database containing more than 6000 GPS photos

Ground truth database was also used for validation. 100 points were randomly selected for accuracy analysis

Accuracy is estimated around 85 - 90 %

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Page 19: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Classification difficulties due to seasonal change

Deciduous vegetation

Crop phenology

Page 20: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Land cover of Vietnam from 2001 to 2003

Page 21: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

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Page 24: Nguyen Dinh Duong Institute of Geography Hanoi, Vietnamlcluc.umd.edu/sites/default/files/lcluc_documents/nguyen...Nguyen Dinh Duong Institute of Geography Hanoi, Vietnam Workshop on

MODIS 32 day composite is usable for land cover mapping in large area.

The GASC algorithm has been used for land cover mapping in Vietnam with IGBP classification system. It seems that the algorithm works well

The GPS photo database is helpful for validation and accuracy assessment.

Quite good agreement has been achieved when compare classification result and NSYB for year 2002.

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It was found out that the resolution 500 m is good for global mapping but for country wide application, the 250 m dataset would be better

The combination of spectral bands: green, red, NIR and SWIR is good enough for land cover mapping

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