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ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

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Page 1: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 1

ESA UNCLASSIFIED – For Official Use

Page 2: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 2

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverObjectives & Description

Following the GCOS Implementation Plan, the purpose of the Climate Change Initiative Land Cover project is to make the best use of available satellite sensor data in order to provide an accurate land cover classification that can serve the climate modeling community.

The involvement of the climate research community (Met Office, MPI-M and LSCE) as users is a cornerstone of this CCI Land Cover project and, in order to meet their requirement set in this project, the CCI Land Cover maps propose a legend based on the FAO/UNEP Land Cover Classification System (LCCS) with the view to be as much as possible compatible with the GLC2000, GlobCover 2005 and GlobCover 2009 products.

These maps were produced using a multi-year and multi-sensor strategy in order to make use of all suitable data and maximize product accuracy. The entire 2003-2012 MERIS Full and Reduced Resolution archive was used as input by UCL-Geomatics to generate a 10-year 2003-2012 global land cover map. This 10-year product has then served as baseline to derive the 2010, 2005 and 2000 maps using back-dating techniques with MERIS and SPOT-Vegetation time series specific to each epoch.

The validation of the CCI Land Cover products has been performed by regional experts coordinated by the European Commission Joint Research Centre (JRC).

Page 3: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 3

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverClassification methodology

Capitalize on and improve the GlobCover

classification chain

GlobCover principles:

• Regionally-tuned approach based on 22 equal-reasoning areas

• Unsupervised classification algorithm (supervised for specific minor classes)

• Typology defined using FAO LCCS to be in line with existing products and compatible with the Plant Functional Types (PFTs) as described by modellers

Improvements:

• Major use of supervised (machine learning) classification algorithm

• Ensure consistency between successive LC maps through the use of several years of multispectral composites

Page 4: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 4

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverClassification Chain

Classification chain organized into 5 steps

Page 5: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 5

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverA new generation of satellite-derived global LC products

Page 6: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 6

ESA UNCLASSIFIED – For Official Use

Satellite Instrument1980

…………

1990

…………

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

2013

2014

2015

2016

2017

ENVISAT MERIS

SENTINEL-3 OLCI

PROBA-V VEGETATION-3

SPOT-4 VEGETATION

SPOT-5 VEGETATION-2

NOAA AVHRR

MODIS* Terra

CCI-LC Maps - Phase I & II Input data

CCI-LC Regional Maps - HR Prototype Input data for Africa

ESA

Europe

2000

TPM

1980

1990

Satellite Instrument2010

2011

2012

2013

2014

2015

2016

2017

…………

SENTINEL-2 MSI

LANDSAT-8 OLI

ESA

TPM

CCI - Land CoverInput Data

2005

2010

ESA Satellites

European Satellites

TPM Satellites

Phase I - Input data

Phase II - Input data

Legend

2015

* MODIS time series could be used as gap fillers over the 2015’s.

Page 7: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 7

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverPhase II - Key Products

Improvement of algorithms developed in Phase I for: pre-processing LC condition products Global LC Maps Water Bodies classification (300 m and 150 m spatial resolution)

Improve the Phase 1 (2011-2014) achievements in terms of products, systems and validation

Development of new algorithms for a global LC map extending the products backwards to the 1980s from AVHRR and onwards till 2015 using Sentinel-3 and Proba-V synergy

Prototyping a regional high-resolution LC map from Sentinel-2 supplemented by Landsat 8 datasets

Providing dynamic information about Water Bodies and round-robin for the urban extraction from Sentinel-1 data

Extend the climate impact assessment of a better land surface description for climate modeling

Page 8: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 8

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Nu

mber

of

uniq

ue IP-

Addre

sses

Complete ESA GlobCover products download

Page 9: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 9

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Page 10: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 10

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

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ESA CCI-LC | Slide 11

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Page 12: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 12

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Page 13: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 13

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Page 14: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 14

ESA UNCLASSIFIED – For Official Use

ESA GlobCover ProjectResults and Achievements

Page 15: ESA CCI-LC | Slide 1 ESA UNCLASSIFIED – For Official Use

ESA CCI-LC | Slide 15

ESA UNCLASSIFIED – For Official Use

CCI - Land CoverDownload Statistics

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ESA CCI-LC | Slide 16

ESA UNCLASSIFIED – For Official Use

CCI - Land Cover2010 Epoch - Amazon

The improved algorithms and multi-year approach allow for a more stable signal and hence, best

discrimination of landscape features, deforestation patterns and wetlands

Google Earth GlobCover 2005 CCI-LC 2010

Google Earth GlobCover 2005 CCI-LC 2010

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ESA CCI-LC | Slide 17

ESA UNCLASSIFIED – For Official Use

CCI Land Cover Project Website http://www.esa-landcover-cci.org

CCI-LC Data Package http://maps.elie.ucl.ac.be/CCI/viewer

CCI - Land CoverFreely & easily visualize and download CCI-LC data package