Pan-European land monitoring: results and Title...
Transcript of Pan-European land monitoring: results and Title...
Title
First name SURNAMEPosition
Place, date
Name of the entity
Pan-European land monitoring:
results and challenges
Hans DUFOURMONTProject manager Copernicus land monitoring services
Copenhagen, 19 October 2015
European Environment Agency
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
THE GIO LAND DELEGATION AGREEMENT EU-EEA
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GIO delegated tasks to the EEA 2011-14
A. Copernicus land monitoring service: Pan-European Continental Component
HR + VHR image mosaics
bio-geophysical parameters
Production of 5 thematic high resolution layers (imperviousness, forests, grasslands, wetlands, small water bodies)
Corine Land Cover (CLC) + Land Cover Change (CLCC)
Support to EAGLE
Independent statistical validation
B. Copernicus land monitoring service: Local Component
Riparian Zones mapping
Natura 2000 sites: evolution of LC/LU + Threats
Urban Atlas 2012
C. Dissemination + archiving + cataloguing
Development and management of the portal: land.copernicus.eu
Archiving of land monitoring products
D. Reference Data Access
Improve access to national/regional in situ data (CORDA) and maintain pan-European Reference data (EU-DEM, EU-hydro, contribute to LUCAS)
Upgrade, validation and dissemination of EU-hydro & EU-DEM
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
New DA signed 4 December 2014
4
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Copernicus full operations delegated tasks to the EEA 2014-2020
A. Copernicus land monitoring service: Pan-European Continental Component
HR + VHR image mosaics + bio-geophysical parameters
Production of 5 thematic high resolution layers (imperviousness, forests, grasslands, wet lands, small water bodies)
Production of HRL Green Linear features
Set up of a European snow & ice cover monitoring service
Providing land cover and land cover change information at Pan-European scale
B. Copernicus land monitoring service: Local Component
Riparian Zones mapping
Natura 2000 sites: evolution of LC/LU + Threats
Coastal zone monitoring
Urban Atlas
TBD… cfr. service evolution
C. Dissemination + archiving + cataloguing
Management of the portal: land.copernicus.eu
D. Cross-service in situ coordination
Improve access to national/regional in situ data (CORDA) and maintain pan-European Reference data (EU-DEM, EU-hydro, contribute to LUCAS)
Coordinate access to in situ for multiple services in need of access to the same in situ data
Partnership agreements with (umbrella) data providers EurogeoSurveys, EuroGOOS…)
Support the EC with in situ topics.
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GRANTS IMPLEMENTATION
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Duration grant agreements
Amended extension
Initial duration
Starting point
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
CONTRACTS IMPLEMENTATION
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GIO framework service contracts
About 80 specific contracts established under GIO land
Approximate total expenditure of EUR 26 M
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Relative distribution of production costs pan-European component
47%
7%
46%
Distribution of pan-European production costs(CLC+ HRLs)
Service providers
ETC/SIA - ULS
Participating countries
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Approximate cost per land product per km2
Product Total areakm2
Nr of classes
MMU (ha) MMW (m) Price/km2
(€)
HR Image Mosaics 6 M n/a n/a n/a 0,03
Corine Land Cover 6 M 44 25 (change: 5)
100 1
HRLs on 5 data themes 6 M density / binary
grid cell: 1 n/a 2
Riparian Zones 557 K 79 0,5(UA 0,25)
10 5,5
Natura2000 160 K 62 0,5 10 5,5
Urban Atlas 1.015 K 27 urban 0,25rural 1
10 1,5
Remark:
Prices / km2 decrease over the years, e.g.:
CLC2000: 6 €/km2, CLC2006: 2 €/km2, CLC2012: 1 €/km2
UA2006: 2,5 €/km2, UA2012: 1,5 €/km2
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
PAN-EUROPEAN AND LOCAL LAND PORTFOLIO AND SYNERGETIC USE
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Copernicus land monitoring service
pan-European, local & RDA products
Imperviousness
Forest typeTree cover density (Semi-)
naturalGrassland
Wetlands
Water bodies
Corine Land Cover 2012
Image mosaics
Urban
Atlas
IMDTimeSeries
Riparian Zones
Natura2000
EU-DEM
EU-hydro
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
EU-DEM: Sound integration with EU-hydro
Editing of blunders
and water features
in 3D stereo environment using QCed
water layer
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Land portfolio interdependencies: Riparian Zones example
15
RZ LCLU Extent RZ GLEsUrban Atlas
HRL Forest EU-DEM
VHR imagery
EU-hydro
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Coherence in nomenclatures: CLC
16
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Coherence in nomenclatures: CLC + UA
17
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Coherence in nomenclatures: CLC + UA + RZ
18
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Coherence in nomenclatures: CLC + UA + RZ+ GLEs + RZ extents
19
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
VALIDATION BY COUNTRIES
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Analysis and estimation
Degree of imperviousness
Scatter plot (Degree of imperviousness 100 m)
0
10
20
30
40
50
60
70
80
90
100
0 10 20 30 40 50 60 70 80 90 100
Degree of imperviousness (%) (Photo-interpreted)
Deg
ree o
f im
perv
iou
sn
ess (
%)
(HR
L)
Degree of imperviousness
Pearson correlation (R) 0,87
Coefficient of determination (R2) 0,75
Mean absolute error (MAE) 12%
Root mean square error (RMSE) 18%
Strata
(Degree of imperviousness)
(Tree cover density)
Sample observations
(nh)
0% 200
[1% – 20%[ 200
[20% - 40%[ 200
[40% - 60%[ 200
[60% - 80%[ 200
[80% - 100%] 200
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Analysis and estimation
Tree cover density
Scatter plot (Tree cover density 100 m)
0
10
20
30
40
50
60
70
80
90
100
0 10 20 30 40 50 60 70 80 90 100
Tree cover density (photo-interpreted) (%)
Tre
e c
over
den
sity
(H
RL)
(%)
Tree cover density
Pearson correlation (R) 0,79
Coefficient of determination (R2) 0,63
Mean absolute error (MAE) 14%
Root mean square error (RMSE) 20%
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
DISSEMINATION
land.copernicus.eu
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
land.copernicus.eu
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Dissemination 2014
0 2000 4000 6000 8000 10000 12000 14000 16000 18000
WISE WFD Database
Waterbase - UWWTD: Urban Waste Water Treatment…
National emissions reported to the UNFCCC
European catchments and Rivers network system…
EEA reference grids
World digital elevation model (ETOPO5)
Monitoring of CO2 emissions from passenger cars
European Union Emissions Trading System
Nationally designated areas (CDDA)
Corine Land Cover 2000 raster data
The European Pollutant Release and Transfer Register
Corine land cover 2000 (CLC2000) seamless vector…
Elevation map of Europe
AirBase - The European air quality database
Corine Land Cover 2006 seamless vector data
EU-DEM
Natura 2000 data - the European network of protected…
Urban Atlas
Corine Land Cover 2006 raster
Unique Pageviews of downloadlink 2014
Product (July – Aug – Sept 2015)
Nr of downloads
CLC2012 1524
UA2012 (317 FUAs) 581
EU-DEM 121
HRL Forest TCD 121
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
LESSONS LEARNT FROM GIO AND CHALLENGES AHEAD
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
(IRS 2011-12 coverage:
Cyan: acquired but
not yet pre-processed)
Gaps enforce to
substantial re-processing
Status Sept 2013
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GAP status COV 1 Dec. 2013 24k km2 yellow = gaps due to rejections
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Image acquisition bottle neck
Cloud cover, short summer season and shallow sun angles !!!
Programming satellites and budgetary considerations
Reference year 2012 in practice: 2011 to 2014 incl.
Great expectations on Sentinel 2A and 2B
Complementarity with Sentinel 1 to be introduced in the land service
Acquisition for reference year 2015 more promising
29
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Key lessons learnt from GIO
Acquisition
Ortho-rectification
Streamlining
Pre-processing
Processing
Semantic checks
Verification
Enhancement
Integration
Validation
ESA
EEA
2011 2012 2013 2014
4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8
1
2
3
4
5
6
7
8
9
10
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Key lessons learnt from GIO
Acquisition
Ortho-rectification
Streamlining
Pre-processing
Processing
Semantic checks
Verification
Enhancement
Integration
Validation
ESA
EEA
Too much image gap-filling shifts the extra costs from acquisition /pre-processing to service implementation
Acquisition
Ortho-rectification
Streamlining
Pre-processing
Processing
Semantic checks
Verification
Enhancement
Integration
Validation
ESA
EEA
2011 2012 2013 2014
4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8
1
2
3
4
5
6
7
8
9
10
2011 2012 2013 20142015
4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9
1
2
3
4
5
6
7
8
9
10
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Key lessons learnt from GIO
Detailed specifications needed:
Streamlining of bio-geophysical parameters to be explored
now included in Copernicus work programme
More detailed understanding of the workflows
SPs to understand that difference is made in organisational capacities, rather than in methodological approaches
Methodological support needed
(in)compatible with H2020 time lines ?
Minimum requirements to be imposed on SPs
Better harmonisation of HRLs needed
Geographic discrepancies <> inclusion of local expertise
Time series inconsistencies (relative <> absolute calibration)
INSPIRE implementation less evident than initially expected
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Key lessons learnt from GIO
Better QA/QC:
Member States to do quantitative verification
Quantitative validation needed from the first deliveries
No standardised internal quality checks by SPs
Participating countries: Evaluation of grants <> contracts
Service Level Agreements (SLA) ?
Co-financing ?
EAGLE distributed approach to European LC/LU
Bottom-up methods not yet fully proofed to provide CLC compliant result
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Key lessons learnt from GIO land
External factors:
Critical dependency from ESA Copernicus Data Warehouse
ETC/ULS now tasked to assess cloud cover, haze, and coverage assignment
In situ data access: high level of heterogeneity at all levels
(between Service Provider efforts, time stamps, countries, access and use conditions, data models… despite INSPIRE)
Legal Framework issues:
Copernicus regulation provisions for non-EU countries difficult to fulfil
IPRs in general: a limiting factor to ensure coherence and homogeneity
Still too much “black box” parts in the production workflow at SPs
IPRs on FP7 projects e.g. Geoland-2 methodological developments
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Upcoming challenges
Timeliness, TIMELINESS, TIMELINESS !!!
image full coverage within 1 year ?
organisational setup of service production
simplification of workflow and procedures
Coherence and consistency within service and between services
full methodological transparency
time series re-analysis
QA/QC and validation improvements
From (almost) mono-temporal classification to full time series analysis
how to access a full time series ?
from local to remote processing
big data challenge
35
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GIO LAND IN FIGURES
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Secre-
tariat
HRLs
Con-
tracts
Grants
RZ –
N2K
Data
- IT
Resour-
ces
CLC
QA/QC
Coor-
dination
- UA
RDA
Head of
Pro-
gramme
RZ –
Service
Evolution
GIO-land building upon…
admin support
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GIO land & employment: Approximate number of technical experts working on land products
38
Product Approx. duration(years)
Nr. of technicalstaff
Corine Land Cover 2,5 225
High Resolution Layers 3,75 80 (peak 100)
Urban Atlas 3 20
Riparian Zones + Natura2000 0,75 150 (peak 200)
Semantic Checks 3,75 10
Validation 0,5 60
Remarks:• Figures to be taken with care• No basis for comparison between products:
• Too different specifications, time lines, • Important difference in work volume between “first-of”, and updates
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
GIO land in figures
Product Approximate nr of polygons
CLC 2,2 M
RZ 5,5 M
UA (317 FUAs so far) 6,5 M
39
Product Nr. of reports from semantic checks
CLC 130
HRLs 1100
UA (317 FUAs so far) 300
RZ 86
pace
New Horizons for European and Global land monitoring - Copernicus
products and services ready to use, 19-20/10/2015, Copenhagen
Data download and view: land.copernicus.euQuestions and feedback: [email protected]
40