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ANNEX 6: SATELLITE DATA REQUIREMENTS ANALYSIS


Part 1: Definitions of Applications

(Note: the assigned numbers are for use in the tables of specifications. They do not imply ranking or priorities)

1. Ecosystem productivity

2. Sustainable land use

3. Hydrological resources

4. GHG trend

5. Biodiversity and ecosystem health

6. Climate trend assessment

7. Hazard mitigation

8. Transport services

9. Coastal zone management

10. Climate modeling

11. Improved operational prediction

12. BGC cycling

Ecosystem Productivity and Sustainability (short title: Ecosystem Productivity)

Includes both terrestrial and marine ecosystems. For terrestrial ecosystems it covers: 1) the productivity of terrestrial ecosystems defined in terms of biomass increase over a time interval; and 2) sustainability, described as the ability of the ecosystems to maintain the functions and processes of growth, development, and renewal characteristic of that ecosystem type at the present time. Together, these measures reflect the ability of the ecosystem to remain viable over the long term.

Land use and sustainable development planning (short title: Sustainable land use).

Characterization of the present land use, its sustainabilty, and the potential for land development of the types of use that can be sustained over time.

Hydrological resources assessment (short title: Hydrological resources)

Use of G3OS data for the inventory and assessment of the terrestrial hydrological resources. Includes issues of water quantity and quality, seasonal and interannual variability or trend, natural (soil moisture, wetlands) and artificial (reservoirs) sources, and availability for various types of use. Both surface and ground water resources are included.

Greenhouse gas trend assessment (short title: GHG trend)

Evaluating and quantifying the role of terrestrial ecosystems in the cycle of GHGs and its change over time. The emphasis is on the natural sources and sinks of carbon dioxide, nitrogen oxides, and other gases which interact with (vegetation for carbon uptake or release, etc.); and on processes that are likely to change in response to human activities or to a changing climate.

Biodiversity and ecosystem health

Includes both terrestrial and marine ecosystems. For terrestrial ecosystems it refers to the diversity of the ecosystem at the gene, species and landscape levels (with emphasis on the last two), and to the status of the ecosystem in comparison with a similar fully-functioning, vigorous ecosystem.

Climate trend assessment

Evaluation of the change of climate through its effects on the terrestrial ecosystems. Uses the record of cryospheric, hydrologic, and biospheric processes or phenomena.

Part 2: Definitions of Variables

(Note: these definitions are intended for use with the database of satellite data requirements)

Albedo

Definition to be provided by AOPC

Biogeochemical transport from land to oceans

The transport of elements such as N, C, and P from land to oceans via the rivers or subsurface pathways along the shoreline.

Biomass-above ground

Organic material constituting the plant canopy above the soil.

Biomass-below ground

Organic material constituting plants below the soil surface, mostly in roots.

Peak leaf biomass of nitrogen-fixing plants

The highest leaf mass of nitrogen-fixing plants during the growing season.

Carbon dioxide flux (CO2)

Definition to be provided by AOPC

Dissolved C, N, and P in water (rivers and lakes)

Concentration of carbon, nitrogen and phosphorus in the fresh water (lakes and rivers).

Dry deposition of nitrate and sulfate

The rate of deposition of nitrate and sulfate from the atmosphere into the terrestrial ecosystems.

Emissions of CO2, NOX and SOX from combustion of fossil fuels

The emission of gases due to combustion of fossil fuels.

Evapotranspiration

The loss from the plants (transpiration) or soil/water surfaces to the atmosphere.

Fertilizer use

The amount of fertilizer used, mostly in agricultural production. Should be specified annually on a national or sub-national basis.

Fire area and impact

The area where the above ground biomass was fully or partly burned by an episodic fire event. Also indicates the intensity of the burn and the form of the carbon released.

Firn temperature

Temperature of the firn, usually measured in boreholes of ice sheets or glaciers etc.

Glaciers and ice caps

Change in the ice thickness, glacierized area, and length of glaciers or ice caps.

Glacier inventory

Identification and mapping the spatial extent of the present glaciers.

Glacier length

The length of a glacier from starting point to the terminus (melting line).

Glaciers mass balance

The difference in the mass of a glacier between the mass gained by snow accumulation and that lost by snow ablation.

Ground water storage fluxes.

The change in the volume of ground water over the observation period.

Ice sheet mass balance

The difference between the mass gained by snow accumulation and that lost by snow ablation and calving activity.

Ice sheet geometry.

The surface topography (3-D shape) of the ice sheet, both in the interior and at the margins.

Lake and river freeze-up/break-up

The timing (dates) of the annual freeze-up and break-up of ice in lakes and rivers.

Land cover

The composition of the land surface, described by assigning contiguous parcels of the terrestrial surface (including inland water) as belonging to various cover type categories (according to the classification scheme employed).

Land use

The economic or other human use of the land. It is often related to land cover but cannot be unambiguously derived from the knowledge of land cover alone.

Leaf area index

One half of the total projected green leaf area in the plant canopy per unit surface area (equivalent to one-sided leaf area for broad-leaf plants).

Light penetration

The extinction of light with depth within the water column of water bodies especially lakes.

Necromass

Dead plant biomass, mainly in plant litter at the soil surface or in standing plants (e.g., after forest fire).

Net ecosystem productivity

The total net annual uptake of carbon by the ecosystem, after all additions (photosynthetic assimilation) and losses (organic decay, plant respiration, grazing, and fires) have been accounted for.

Net primary productivity

The difference between the carbon uptake trough photosynthesis and release through plant respiration (both maintenance and growth respiration).

Peak leaf biomass of nitrogen fixing plants

The growing-season maximum leaf biomass of plants known to be associated with nitrogen-fixing organisms.

Permafrost active layer

The depth to the permafrost table.

Permafrost extent

The area of the permafrost detected within a defined depth increment.

Permafrost thermal state

The heat content of the permafrost and its structure with depth.

Plant tissue N and P content

The content of nitrogen and phosphorus in photosynthetic or structural tissues of plants.

Precipitation - accumulated (solid and liquid):

Definition to be provided by AOPC

Radiation - albedo

The ratio of the upwelling to the downwelling radiation at the surface.

Radiation-incoming short-wave

The amount of the incoming short-wave solar radiation at the surface.

Radiation - reflected short-wave

The amount of short-wave solar radiation reflected from the surface.

Radiation - fraction of photosynthetically active radiation (FPAR)

The proportion of the photosynthetically active solar radiation (400-700nm) which is absorbed by plant components containing chlorophyll.

Radiation - outgoing long-wave

The amount of long-wave radiation emitted by the earth’s surface.

Relative humidity (atmospheric water content near the surface)

The concentration of water vapour in the air near surface.

Rooting depth (95%)

The depth of soil which encompasses most of the live roots.

Roughness - surface

The three-dimensional structure of the interface between the surface (top of plant canopy or bare soil) and the atmosphere.

Snow cover area

The area of the land surface covered by snow.

Snow water equivalent (SWE) satellite

The amount of water stored as snow on the land surface.

Soil available phosphorus

The fraction of soil phosphorus that is in a chemical form from which it can be extracted by plants.

Soil bulk density

The mass of soil per unit soil volume.

Soil action exchange capacity

A measure of the soil’s chemical quality, specifically the ability to absorb and release ions.

Soil moisture

Water content in the soil within a specified depth, most often the plant root zone (1-2m).

Soil particle size distribution

The size distribution of the particles comprising the soil mineral matrix (often described in percent fractions of sand, silt and clay).

Soil pH

A measure of the concentration of hydrogen ions in the soil solution.

Soil surface state

A measure of the infiltration capacity of the soil for water at the surface. Can be expressed as infiltration rate or through surrogates such as the structure and roughness of the soil surface.

Soil temperature (subsurface)

Temperature at the specified depth(s) in the soil.

Stomatal conductance - maximum

The rate of exchange of the gases (H2O, CO2) between the interior of the leaf and the adjacent air outside the stomata leaf cells controlling the size of the opening).

Surface water flow - discharge

The amount of water flowing through a river channel cross-section per unit time.

Surface water storage fluxes

Change in the amount of water in surface reservoirs (lakes, artificial reservoirs, and wetlands). Requires simultaneous knowledge of area of the reservoir and the water level to determine the volume change.

Soil total carbon/nitrogen/phosphorus

The total amount of soil carbon/nitrogen/phosphorus.

Spectral vegetation greenness index

The ratio of reflectance from the plant canopy or its components in various spectral bands.

Temperature - air

Definition to be provided by AOPC

Topography

The characterization of the three-dimensional shape of the land surface.

Trace gas profile (CO2) - Lower troposphere

Definition to be provided by AOPC

Trace gas profile (HNO3) - Lower troposphere

Definition to be provided by AOPC

Trace gas profile (N2O) - Lower troposphere

Definition to be provided by AOPC

Volcanic sulphate aerosols

Definition to be provided by AOPC

Wind velocity

Definition to be provided by AOPC

Part 3. Specifications of Variables

TERRESTRIAL VARIABLES FOR CLIMATE-RELATED PURPOSES

As modified at TOPC IV meeting, May 26-29, Corvallis, OR, USA

See notes below table

Type

VARIABLE

OPTIMIZED

THRESHOLD

APPLICATION

Hor Res

Cycle (d,m,y)

Timeliness (d,m,y)

Accuracy

Hor Res

Cycle (d,m,y)

Timeliness (d,m,y)

Accuracy

Target

Albedo satellite

1km

10d

30d

+ 2%

4km

30d

60d

+ 7%

6,10

Target

Carbon dioxide flux (CO2)

Tier 1,2 (100 sites globally)

Continuous

Continuous

+ 5%

TBD

TBD

TBD

TBD

1,4,6,10,12

Target

Radiation - outgoing long wave satellite

50km

20d

1m

+ 2%

100km

60d

3m

+ 10%

6,10

Target

Rainfall chemistry

Tier 1,2,3

Continuous

once per event

+ 5%

TBD

TBD

TBD

TBD

2,12

Target

Firn temperature (ice sheets, ice caps, glaciers)

10km

1m

5y

+ 0.1oC

100km

1y

10y

+ 0.5oC

6,10

Target

Glacier inventory

0.01km

30y

2y

TBD

0.1km

50y

5y

TBD

3,6,7,10

Target

Glaciers mass balance

50 sites globally

1y

3m

.01 m

30 sites

5y

6m

0.1m

2,3,6

Target

Ice sheet mass balance

5km

10 y

1y

3 x 103 kg y-1

10km

15y

2y

6 x 103 kg y-1

6,10

Target

Lake and river freeze-up and break-up (timing)

300 lakes globally

Daily, spring and fall

1m

+ 1 day

200 lakes globally

Daily, spring and fall

3m

+ 2 days

6,7

Target

Permafrost - active layer

150 sites

10d

1m

+ 0.01 m

60 sites

30d

6m

+ 0.1 m

1,2,4,5,6,7,8,12

Target

Permafrost - thermal state

150 sites

10d

1m

+ 0.05 C

60 sites

30d

6m

+ 0.1C

6,10,12

Target

Permafrost extent

0.01km

10d

3m

TBD

1km

10y

1y

TBD

1,2,3,4,5,6,8,9,10,12

Target

Snow cover area

1km

1d

2d

+5%

5km

3d

3d

+ 10%

3,6,8,10,11

Target

Snow water equivalent (SWE) satellite

10km

1d

2d

+5%

25km

3d

3d

+20%

1,2,3,5,6,7,8,10

Target

Land cover

0.1km

1y

3m

50 classes

1 km

10y

1y

20

1,2,3,4,5,7,8,9,10,12

Target

Land use*

0.1km

1y

6m

>100 classes

1km

10y

1y

5 classes

1,2,3,4,5,6,7,8,9,12

Target

Net ecosystem productivity (NEP)*

1km

1d

annually

+10% for annual budget

1 km

1y

3y

+20%

1,4,5,6,12

Target

Net primary productivity (NPP) sattellite

0.1km

1d

10d

+10%

1km

10d

1y

+30%

1,2,3,4,5,6,9,12

Target

Canopy conductance - maximum

1km

10y

1y

+ 10%

1km

20y

2y

+20%

1,4,6,10,12

Target

Biogeochemical transport from land to oceans

10km

1d

10d

+ 10%

100km

1y

1y

+30%

1,2,4,5,9,12

Target

Biomass - total

0.1km

1y

3m

+5%

1km

10y

1y

+20%

1,2,4,5,6,12

Target

Dissolved C, N, and P in water (rivers and lakes)

10km

1d

river dependent

+ 5%

100km

1y

1y

+30%

1,2,5,9,12

Target

Dry deposition of NO3, SO4

1km

1m

7d

+10%

50km

1y

1y

+30%

1,2,5,12

Target

Emissions of CO2, NOx and SOx from combustion of fossil fuels

10km

1m

1y

+10%

country

4y

4y

+20%

4,6,12

Target

Fire area

0.1km

10d

1m

+10%

1km

1y

3m

+20%

1,2,4,5,6,12

Target

Fire intensity

0.1km

10d

1m

+20%

1km

1y

3m

+40%

1,2,4,5,6,7,12

Target

Methane flux (CH4), modelled

0.1km

1d

6m

+15%

10km

1y

1y

+30%

4,6,10,11,12

Target

Ground water storage fluxes

Tier 1,2,3,4

1y

Annually

1% of true depth

Tier 1,2,3,4

1y

Annually

+ 10%

2,3,6,9

Target

Soil moisture

Tier 1,2,3

1d

3d

+ 2%

Tier 1,2,3

5d

5d

+ 10%

1,2,3,4,5,6,7,8,9,10,11,12

Target

Surface water flow - discharge

Tier 1,2,3,4

0.01d

1d

+ 5%

Tier 1,2,3

30d

30d

+20%

1,2,3,5,6,7,8,9,10,11,12

Target

Surface water storage fluxes

50 largest lakes

10d

1m

+ 2%

30 largest lakes

90d

3m

+ 5%

2,3,6












Input

Albedo in situ

Tier 1,2,3

0.01d

7d

+ 3%

Tier 1,2,3

0.04d

1m

+5%

Albedo satellite

Input

Precipitation - accumulated (solid and liquid)

1km

0.04d

1d

<+0.1mm

10km

0.05d

1d

+0.1mm

NPP,3,6,7,8,10,12

Input

Radiation - fraction of photosynthetically active radiation (FPAR)

0.1km

10d

10d

+0.05

2km

30d

10d

+0.1

NPP,NEP,10

Input

Radiation - incoming short-wave satellite

50km

10d

10d

+ 2%

100km

40d

1m

+7%

NPP,3,5,6,10,12

Input

Radiation - outgoing long-wave in situ

Tier 1,2,3

0.01d

1d

+ 1%

Tier 1,2,3

10 miute mean

5d

+ 2%

NPP,10

Input

Relative humidity (atmospheric water content near the surface)

Tier 1,2,3 & weath.sta'ns

0.04d

1d

+ 1%

Tier 1,2,3 and weather stations

0.04d

3d

+ 2%

NPP,NEP,3,10,11

Input

Roughness - surface

1km

5y

3m

+5%

10km

10y

6m

+15%

Surface and ground storage fluxes

Input

Temperature - air

Tier 1,2,3 & weath.sta'ns

0.02d

1d

+ 0.2C

Tier 1,2,3 and weather stations

0.5d

2d

+ 0.5C

1,2,3,5,7,8,9,10,11,12

Input

Volcanic sulphate aerosols

At source

continuous during event

1d

+10%

At source

5d during event

1m

+ 20%

ET,5,6,12

Input

Wind velocity

Tier 1,2,3

continuous

1d

+ 10%

Tier 1,2,3

hourly max and min

10d

+ 15%

NPP

Input

Glacier length

0.001km

5y

1y

+1m

0.01km

10y

1y

+10m

Glacier mass balance

Input

Ice sheet geometry

0.01km

5

1y

+ 10 m

0.05km

10y

2y

+100m

Ice sheet mass balance

Input

Snow depth

Tier 1,2,3 & weath.sta'ns

1d

1d

+2cm up to 20 cm, +10% > 20 cm

Tier 1,2,3 and weather stations

10d

5d

+3cm up to 20 cm, +15% > 20 cm

1,5,12

Input

Biomass - above ground

0.1km

1y

3m

+5%

1km

10y

1y

+ 20%

Biomass total,1,2,4,5,6,12

Input

Biomass - below ground

0.1km

1y

3m

+5%

1km

10y

1y

+ 20%

Biomass total,1,2,4,5,12

Input

Evapotranspiration

Tier 1, 2

0.5h

1m

+ 5%

Tier 1,2

1d

1y

+ 20%

Surface and ground storage fluxes,1,2,3,4,5,6

Input

Land cover

0.1km

1y

3m

50 classes

1km

10y

1y

20 classes

Land cover, 1,2,3,4,5,6,10,12

Input

Leaf area index (LAI)

0.1km

10d

10d

+ 0.2

1km

10d

1y

+ 1

1,2,3,4,5,6,10,12

Input

Methane flux (CH4), in situ

100 sites

1d

6m

+5%

30 sites

1y

1y

+15%

2,4,6,10,12

Input

Necromass

Tier 1,2,3

1y

1m

+5%

Tier 1,2,3

10y

1y

+ 20%

1,2,4,5,12

Input

Net ecosystem productivity (NEP) tower

150 sites

continuous

10d

+5%

80 sites

continuous

1m

+10%

1,2,4,5,6,10,12

Input

Net primary productivity (NPP) in situ biomass sampling

Tier 1,2,3

10d

3m

+10%

1km

1y

2m

+10%

1,2,4,5,6,10,12

Input

Peak leaf biomass of nitrogen-fixing plants

Tier 1,2,3

1y

3m

+5%

Tier 1,2,3

5y

1y

+15%

1,2,12

Input

Plant tissue nitrogen and phosphorus content

Tier 1,2,3

10d

3m

+5%

Tier 1,2,3

5y

1y

+15%

1,2,3,5,10,11,12

Input

Rooting depth - 95%

Tier 1,2,3,4

5y

1y

+5%

1km

10y

2y

+10%

1,2,3,5,10,11,12

Input

Soil available phosphorus

Tier 1,2,3,4

1y

6m

+ 5%

1km

10y

1y

+ 10%

1,2,5,12

Input

Soil bulk density

Tier 1,2,3,4

10y

2y

+ 5%

1km

20y

3y

+ 10%

1,2,3,4,5,12

Input

Soil cation exchange capacity

Tier 1,2,3,4

10y

2y

+ 5%

1km

20y

3y

+ 10%

2,5,12

Input

Soil particle size distribution

Tier 1,2,3,4

10y

2y

+ 5%

1km

20y

3y

+ 10%

1,2,4,5,12

Input

Soil pH

Tier 1,2,3,4

1y

6m

+ 5%

1km

10y

1y

+ 10%

2,5,12, Surface water fluxes & flow-discharge

Input

Soil temperature (subsurface)

Tier 1,2,3, weather stations

10d

1m

+ 5%

Tier 1,2,3, weather stations

1m

3m

+ 10%

1,2,3,4,5,12

Input

Soil total carbon

Tier 1,2,3,4

1y

2y

+ 5%

1km

10y

3y

+ 10%

1,2,4,5,6,12

Input

Soil total nitrogen

Tier 1,2,3,4

1y

2y

+ 5%

1km

10y

3y

+ 10%

1,2,4,5,12

Input

Soil total phosphorus

Tier 1,2,3,4

1y

2y

+ 5%

1km

10y

3y

+ 10%

1,2,5,12

Input

Spectral vegetation greenness index

0.1km

1d

1d

+ 1%

2km

1d

10d

+ 3%

1,3,6,7,9,12

Input

Vegetation structure

Tier 1,2,3

1y

6m

+ 5%

Tier 1,2,3

10y

1y

+ 10%

4,6,7,10,12

Input

Fertilizer use (N and P)

Sub-national

1y

1y

+5%

National

2y

1y

+10%

1,2,4,12

Input

Dry deposition of NO3, SO4 in situ*

200 sites

1d

1y

+10%

100 sites

1y

1y

+25%

1,2,3,4,5,6,10,12

Input

Methane flux (CH4)

100 sites

1d

6m

+ 5%

30 sites

1y

1y

+15%

4,6,10,11,12

Input

Light penetration

Pristine lakes & estuaries

10d

1m

+ 5%

Pristine lakes & estuaries

1y

1y

+ 10%

5

Input

Soil surface state

Tier 1,2,3,4

1y

6m

+ 5%

Tier 1,2,3,4

10y

1y

+ 10%

1,5,12

Input

Topography

0.01km

10y

2y

+ 3%

1km

30y

5y

+ 10%

NPP,NEP,4,6,10,12












Ancillary

Aerosols (total column)??or transmissivity measurements?

1km

1d

10d

TBD

4km

2d

1m

TBD

Satellite data corrections

Ancillary

Aerosols In situ

Tier 1,2,3

continuous

1d

+5%

Tier 1,2,3

Hourly

5d

TBD

Satellite data corrections

Ancillary

Cloud cover

Tier 1,2

0.01d

1d

+10%

Tier 1,2

0.04d

5d

+ 15%

Radiation - incoming short-wave satellite

Ancillary

Cloud cover satellite

1km

0.02d

1d

+5%

10km

0.5d

10d

+10%

NEP,12

Ancillary

Radiation - incoming short-wave in situ

Tier 1,2,3

continuous

1d

+ 1%

Tier 1,2,3

0.01d

30d

+ 1%

Radiation - incoming short-wave satellite

Ancillary

Radiation - reflected short-wave in situ

Tier 1,2,3

continuous

1d

+ 1%

Tier 1,2,3

0.01d

30d

+ 1%

Radiation - reflected short-wave satellite

Ancillary

Snow surface state

10km

1d

2d

6classes

25km

3d

3d

2 classes

Surf.and ground storage fluxes & flow - discharge

Ancillary

Snow water equivalent (SWE) in situ

Tier 1,2,3, surface network

1d

2d

+ 5%

Tier 1,2,3, surface network

30d

3d

+ 15%

Snow water equivalent satellite

Ancillary

Vegetation hydric stress index

0.1km

0.04d

1d

+10%

4km

1d

2d

+ 20%

1,2,5,6,10,12

Ancillary

Decomposition rate

Tier 1,2,3

30d

30d

+10%

Tier 1,2,3

60d

30d

+ 15%

NEP,12

Ancillary

Fire type

0.25km

1y

1m

6classes

1km

3y

3m

2classes

Fire area and impact

Ancillary

Ozone (total column)

1km

1d

10d

TBD

8km

2d

1m

TBD

Satellite data corrections












Measured

Microwave backscatter

0.01km

1d

1d

+0.2dB

1km

2d

10d

+ 0.6dB

1,2,3,4,5,7,8,9,11,12

Measured

Radiation - outgoing long-wave satellite (multispectral)

0.01km

1d

1d

TBD

2km

2d

1m

TBD

1,2,3,4,5,6,7,8,9,10,11,12

Measured

Radiation - reflected short-wave satellite (multispectral)

0.01km

1d

1d

TBD

1km

2d

1m

TBD

1,2,3,4,5,6,7,8,9,10,11,12












Categories Target, Input, Ancillary, Measured: as defined by GOSSP at meeting in Paris, 1997

Categories (Optimized, Threshold) and Parameters (Horizontal Resolution, Cycle, Timeliness, Accuracy): as defined by GOSSP at meeting in Paris, 1997

Category Application: Driving aplication type, as defined at the GOSSP meeting in Paris, 1997 (refer to Appendix 5 of the report from TOPC IV meeting)


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