Title: NACP Modeling and Synthesis Thematic Data Center (MAST-DC) A project funded by NASA 2005 Research Announcement for the North American Carbon Program Briefing at NASA, October 27, 2006
1NACP Modeling and Synthesis Thematic Data Center
(MAST-DC)A project funded by NASA 2005
Research Announcement for the North American
Carbon ProgramBriefing at NASA, October 27,
2006
- Bob Cook, PI, Oak Ridge National LaboratoryMac
Post, Co-I, ORNLBruce Wilson, Co-I, ORNLPeter
Thornton, Co-I, National Center for Atmospheric
Research - Period August 2006 July 2009
2Topics
- Background on North American Carbon Program (NACP
) - NACP Data System Planning Activities
- MAST-DC Objectives and Tasks (revised)
- Activities proposed, but not being done
- Resource sharing with ORNL DAAC
- Issues facing MAST-DC
3North American Carbon Program
The central objective of the North American
Carbon Program is to measure and understand
carbon stocks and the sources and sinks of CO2,
CH4, and CO in North America and in adjacent
ocean regions.
- Approaching 120 projects
- Involving more than 200 investigators
- About 10 major observation experimental
networks - A focus for remote sensing observations and
research - Collaboration with Mexico Canada
4NACP Questions
- What is the carbon balance of North America and
adjacent oceans? What are the geographic
patterns of fluxes of CO2, CH4, and CO? How is
the balance changing over time? (Diagnosis) - What processes control the sources and sinks of
CO2, CH4, and CO, and how do the controls change
with time? (Attribution/Processes) - Are there potential surprises (could sources
increase or sinks disappear)? (Prediction) - How can we enhance and manage long-lived carbon
sinks ("sequestration"), and provide resources to
support decision makers? (Decision support)
5NACP Approach Data and Modeling Intensive
6NACP Data Management Planning Activities
(Thornton and Cook, Co-chairs)
- January 2005 Workshop
- Multi-agency, international
- workshop to define NACP data system
- NACP Data Systems Task Force (formed May 2005)
- Subgroup of Science Steering Group
- Formed to describe the requirements for an NACP
Data System that take advantage of existing
capabilities while providing an integrated
framework for accumulation, management, and
distribution of data
7Data Framework for NACPhttp//www.nacarbon.org/na
cp/documents/NACP_Datasystems_recommendations.pdf
(e.g., AmeriFlux)
From the NACP Data Task Force
8Data Support for NACP
- NACP is reducing science scope, because of
reductions in Federal budget - In process, not resolved
- NACP and the data task force should reduce scope
of the Data System (May 2006 CCIWG / SSG Meeting) - Look at more cost-effective solutions
- Need to know what research projects are funded
(what data services they require) and what
funding is available for the data management
system (right-size the data system) - High priority data activities identified
http//www.nacarbon.org/nacp/documents/NACP_data_c
entral_priorities_20060724-1.pdf
9High Priority Data Functions
- Coordinate with NACP-related thematic data
centers - Identify and/or define metadata standards
- Provide metadata entry tools for investigators
who are not working directly with a thematic data
center - Establish and maintain a metadata index of
NACP-relevant data holdings across multiple
Thematic Data Centers, including index of data
held locally by projects/PIs. - Coordinate with NACP Office to link the data set
metadata index with the project metadata index
generated and maintained by the NACP Office
10Goals Of MAST-DC
- Support NACP by providing data management
services to NACP investigators and agencies
performing modeling and synthesis activities - Based on NACP requirements established, MAST-DC
will provide data products and services in a
central location, in consistent and uniform
grids, with common and co-registered spatial
projection, in easily converted formats. - Free modelers and those doing the synthesis and
integration from having to perform data
management functions.
11MAST-DC Tasks
- Establish specific data management needs of NACP
modelers and synthesis groups and coordinate with
other thematic data centers - Prepare and distribute model input data
- Provide data management support for model
outputs - Provide tools for accessing, subsetting and
visualization - Provide observation data packages to evaluate
model output and - Support synthesis activities, including data
support for workshops
12Task 1. Establish data management needs of NACP
and coordinate with other data centers
- Work with NACP leadership groups (e.g., SSG and
MCI Science Team) to establish data management
requirements for modeling and synthesis - Establish a MAST-DC User Group (MUG)
- Provide guidance to MAST-DC in establishing
specific data management needs of NACP modelers
and synthesis groups. - The Group will provide recommendations about data
set priorities for forward and inverse modeling
(e.g., requirements for data sets, including
documentation, formats, projection, gridding
scheme) and generation of value-added products
for synthesis activities. - Communications / meetings
- Email, teleconferences, opportunistic meetings
(at AGU, NACP meetings, etc.), synthesis
workshops - Decisions, actions, and other information from
User Group will be posted on the MAST-DC Web Site
and transmitted via email list serve
13Focus on MAST-DC Tasks
(e.g., AmeriFlux)
From the NACP Data Task Force
14Task 2. Prepare and distribute model input
data Task 3. Provide data management support for
model outputs Task 4. Provide tools for
accessing, subsetting, but not visualization Task
5. Provide observation data packages for model
evaluation
Observation Data Packages to evaluate model
results
15In the absence of Data Central, MAST-DC will
provide some of its functions
Thematic Data Center for Modeling and Synthesis
Modeling Community (and others)
Digital Elevation Model - SRTM
Soils CONUS
Land Cover MODIS
- MAST-DC
- Web Page
- Link to Thematic
- Centers
- Index of MAST-DC
- Data (Mercury)
- OPeNDAP access to
- MAST-DC Data
Metadata Registry
Historical Land Use - LEDAPS
- Services
- Data Access
- Subsetting
- WMS/WCS
Weather / Climate -DAYMET
LAI / fPAR Morisettes
Nitrogen Dentener
Observation Data Packages to evaluate model
results
Bottom-up Model Output
N.B. MAST-DC is not replacing Data Central
Other Thematic Data Centers
Top-Down Model Output
16Task 2. Prepare and distribute model input data
- Acquire, process, re-project, and distribute a
base set of input and driver data in consistent
and uniform format - consistent input files will allow all modeling
groups to start from common boundary conditions
and driving variables, thus eliminating the
confounding influence of multiple versions of
input files - Rely on existing data activities and, as needed,
convert products to NACP standard format /
projection - LEDAPS, MODIS for NACP (gap-filled LAI / fPAR),
etc.
17Task 2. Model Input Not Including Data Support
for Atmospheric Transport
- Proposed to generate standard meteorology and
wind transport aloft for use in inverse modeling - Inverse modeling community has not evolved to the
point where collectively they can specify data
requirements
18Task 4 Provide tools for accessing
and subsetting (reduced scope)
- Task re-scoped to provide basic services only,
not advanced services and tools as proposed - Establish an OpenDAP server with basic subsetting
functions
19Task 5. Provide data packages to evaluate model
output confronting models with data(activity
for later years)
- Develop field-based data products that can be
used to evaluate the models in a synthesis
workshop setting - These data products will include site-based
measurements of carbon dynamics - USDA Forest Services Forest Inventory Analysis
(FIA) data - Atmospheric CO2 sampling sites to be used to
evaluate forward models - Hydrological components of forward models, based
on national river discharge monitoring networks - Flux tower data from the AmeriFlux and FLUXNET
Canada networks
20Task 6. Support synthesis activities
- NACP Science team is organizing and will identify
synthesis activities - MAST-DC will work with Science Team and User
Group to identify high priority synthesis
products - Inventory maps
- Anthropogenic emission maps
- Historical and current sources and sinks maps
21NACP Synthesis IdeasCompiled at AmeriFlux
Meeting (October 2006)
- Treatment of uncertainty in measurements and
models - Components of the N.Am. carbon budget current
status and potential improvements (e.g.
urban/suburban flux estimates, fossil fuel
fluxes). This topic would take SOCCR as a point
of departure. - AmeriFlux network synthesis between-site
coherence in fluxes - Integration of short-term and long-term
measurements (e.g. flux sites compared to
biometrics) - Formal intercomparisons of inverse modeling
methods - Formal intercomparisons of forward modeling
methods - Comparison of forward and inverse modeling
methods - Carbon-nitrogen cycle interactions
22Points mentioned in funding letter and by peer
review panel
- Agency resources for NACP Data Central have not
been identified - Judicious use of MAST-DC resources can forge
links to thematic data centers and investigators - Carefully scope MAST-DC and provide oversight by
NACP users and program management - Keep MAST-DC coordinated with users and avoid
mission creep and expectation and budget
problems. - MAST-DC should develop metrics to evaluate
success in service to user community - Suggest EOSDIS user statistics (products,
distinct users, etc.)
23MAST-DC Support to Mid-Continent Intensive
Campaign
- Initial focus on MCI Campaign
- MCI has near-term goals and data needs
- Use MCI as a test of MAST-DC approach for model
input and model output
24MAST-DC Data First steps
- Establish NACP projections, grid system, and
georegistration - E.g., lat-lon and albers equal area at 1-km
- Establish File Formats
- netCDF and ASCII
- Choose a landwater mask
- MODIS
- SRTM (NGA 90-m product)
25Data Products Activities in first year (focus on
MCI)
- Digital Elevation Model
- SRTM 30 arcsecond with GTOPO30 north of 60oN
- Soil data (international mid-latitude cyrosphere
working group and CONUS) - DAYMET (NCAR) (continental focus)
- Daily, 1-km data from 1980 to 2005, with annual
updates - Working with Agriculture Canada to extend DAYMET
into Canada - Need to forge relationship with Mexico at JNACP
Meeting in January
26MAST-DC Services
- Web Site
- http//nacp.ornl.gov/mast-dc/
- Mercury for MAST-DC
- Clearinghouse for modeling and synthesis data and
information - Have incorporated 200 metadata records for North
American background data on the Internet (see
handout) - Metadata editor for entering new records
- OPeNDAP developed in first year
- North America WebGIS
- Web Map Server and Web Coverage Server
27MAST-DC Search (based on Mercury)
Spatial data for North America (see Handout)
28WebGIS for North America
29North America WebGIS Features
- North America WebGIS supports Web Map Service
(WMS) and Web Coverage Service (WCS) OpenGIS
protocols - Includes land cover, biophysical, elevation, and
geopolitical layers - Provides access to other Open Geospatial
Consortium (OGC) layers - Users can interrogate map features and extract
and download selected map features, including
map layers (shape files)
30Issues / Challenges
- Coordinating with NACP and North American carbon
cycle research communities - Most projects included funding for data support
for their projects and, in some sense, may not
need MAST-DC - Forging links and setting up cooperative
activities - Facilitating solution of technical issues
- Existing Agency and national data streams
required for NACP - Forest and agriculture inventories, weather,
soils, etc. - Establish coordination / cooperation agreements
to ensure that agency and national data resources
are available to NACP researchers
31Additional Slides
32NASA-Sponsored Datasets for Driving Carbon
Calculations
Kevin Gurney (CSU) High-Resolution Fossil Fuel Emission Estimates in Support of NACP CO2 Measurements and Assimilation System Fossil Fuel Emissions, NOx, SOx
Goward, Samuel (UMD) North American Forest Distrubance and Regrowth since 1972 Empeirical Assessment with Field Measurements and Satellite Remotely Sensing Observations Forest Disturbance
Jeff Masek (GSFC) A Community-Driven, North American Disturbance Record and Processing System for Land Satellite Data Forest Disturbance
Sassan Saatchi (JPL) Forest Woody Biomass Carbon Estimates of North America from Synergistic Analysis of MODIS, MISR, and JERS Data in Support of the North American Carbon Program Biomass
Josef Kellendorfer (WHI) The National Biomass and Carbon Dataset 2000 Biomass
Kyle McDonald (JPL) Satellite Monitoring of Landscape Freeze-Thaw State and Associated Constraints to the North American Carbon Budget Freeze-thaw area/timing
Jeff Morisette (GSFC) Improving Access to Land and Atmosphere science products from Earth Observing Satellites Helping NACP Investigators Better Utilize MODIS Data Products Data Preparation, Format, Distribution
James Randerson (CalTech) Using Satellite and Inverse Techniques to Constrain Regional and Global Fire Emissions from 1997 to 2005 An Approach Based on the Carbon Isotope Ratio of Fire Emissions Biomass burning
33Inverse Model Solutions for Sources and Sinks
Air Parcel
Air Parcel
Air Parcel
34Task 5. Provide observational data packages to
evaluate model output (continued)
- Flux tower data from the AmeriFlux and FLUXNET
Canada networks NACP Requirements of Flux
Networks - Flux Tower sites with data from 1997 to the
present - Gap-filled, aggregated data files for water
vapor, carbon dioxide, and sensible heat, as well
as ancillary biological / ecological measurements
for the tower sites - Day/night, daily, weekly, monthly, and annual
aggregates, and including the percentage of gaps
filled in each aggregation - Data files in ASCII and netCDF format