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Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

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Page 1: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Regional Scale Forest Mappingwith Medium Resolution

Satellite Data

Dmitry E. AksenovElena S. Esipova

Natalia V. KuksinaMikhail L. Karpachevsky

Page 2: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky
Page 3: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Minimum set of information includes:

• Forest cover

• Dominant tree species

• Age of the upper canopy

• Productivity / growing stock estimation

Page 4: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Options for the forest cover and tree species:

• Modis data (like UMD TreeCover) +official forest survey data (lesoustroistvo)

• Landsat TM/ETM+ classification

• IRS-P6 AWiFS classification

Page 5: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Example of Landsat ETM+

Page 6: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

dark coniferous (spruce, fir)pinemixed deciduous – dark coniferous

deciduous (birch, aspen)cleacutsfire scars

...and its classification by tree species

Page 7: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

IRS-P6 AWiFS

Page 8: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Retrospective data allow age classification

~2000Landsat ETM+

GLCF

~1990Landsat TM

GLCF

~1980Landsat MSS

GLCF

2007Landsat TM

IRS-P6 AWiFSScanEx

<1980clearcuts in

Landsat MSS

ChangedetectionMSS-TM

Changedetection

TM-ETM+

Changedetection

ETM+-AWiFS

MSSclassification

Page 9: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat MSS (~1980)

Page 10: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat TM (~1990)

Page 11: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Change detection MSS-TM

Page 12: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat TM (~1990)

Page 13: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat ETM+ (~2000)Landsat ETM+ (~2000)

Page 14: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Change TM-ETM+Change TM-ETM+

Page 15: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Logging of 1980-2000Logging of 1980-2000

Page 16: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Productivity / growing stockis still a problem

• NDVI in combination with official data?

• Radar data for sparse forests?

• Landsat imagery classification in combination with ground data(kNN-method)?

Page 17: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky
Page 18: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Kirov Oblast Mapping (2004-2006)

~2000Landsat ETM+

GLCF

~1990Landsat TM

GLCF

~1980Landsat MSS

GLCF

2007Landsat TM

IRS-P6 AWiFSScanEx

<1980clearcuts in

Landsat MSS

ChangedetectionMSS-TM

Changedetection

TM-ETM+

Changedetection

ETM+-AWiFS

MSSclassification

+ Landsat ETM+ classificationfor tree species

Page 19: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

European Russia Mapping (2006-2007)

~2000Landsat ETM+

GLCF

~1990Landsat TM

GLCF

~1980Landsat MSS

GLCF

2006Modis

<1980clearcuts in

Landsat MSS

ChangedetectionMSS-TM

Changedetection

TM-ETM+

Changedetection

Modis 2001-2006

MSSclassification

+ UMD TreecoverForest of the USSR (1990)

Modis classification (Bartalev et al.)

Page 20: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

European Russia Mapping (plans for 2008)

~2000Landsat ETM+

GLCF

~1990Landsat TM

GLCF

~1980Landsat MSS

GLCF

2007Landsat TM

IRS-P6 AWiFSScanEx

<1980clearcuts in

Landsat MSS

ChangedetectionMSS-TM

Changedetection

TM-ETM+

Changedetection

ETM+-AWiFS

MSSclassification

+ IRS-P6 AWiFS classificationfor tree species

Page 21: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Logging sustainabilityPlanting

Natural reforestation

clearcutsselective loggingforest firespest outbreaks

Forest resources

Economically unavailableforests:- remote areas;- low-productive stands;- environmental limitations;- protected areas

Page 22: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

MSS-TM-ETM+ change detection

Northern Kirov Oblast

Page 23: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Lamdsat MSS, ~1980

Page 24: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat TM, ~1990

Page 25: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

Landsat ETM+, ~2000

Page 26: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

non-forest areas

clearcuts 1990 – 2000

ther forest

clearcuts 1980-1990

Page 27: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

non-forest areas

clearcuts 1980 – 2000 гг.

other forest

Page 28: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky

non-forest lands

clearcuts 1980 – 2000other forest

old coniferous

Page 29: Regional Scale Forest Mapping with Medium Resolution Satellite Data Dmitry E. Aksenov Elena S. Esipova Natalia V. Kuksina Mikhail L. Karpachevsky