JOINT ACTION GROUP FOR ATMOSPHERIC TRANSPORT AND DIFFUSION MODELING (RESEARCH AND DEVELOPMENT PLAN)...
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Transcript of JOINT ACTION GROUP FOR ATMOSPHERIC TRANSPORT AND DIFFUSION MODELING (RESEARCH AND DEVELOPMENT PLAN)...
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JOINT ACTION GROUP FOR ATMOSPHERIC TRANSPORT AND
DIFFUSION MODELING (RESEARCH AND DEVELOPMENT PLAN)
July 14, 2004
Dr. Walter D. Bach, Jr.Cochair JAG/ATD(R&DP)
Program Manager, Environmental Sciences Division - Engineering Sciences Directorate, Army Research Office
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Overview
• Purpose• Approach• Findings
– Users Needs– Observations and Challenges
• Recommendations – Keystone– Supporting
• Next Steps
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Purpose
Present a research and development (R&D) plan for providing the ATD modeling capabilities needed to meet established needs of the user communities, with special emphasis on enabling the National strategy for responding to domestic CBRN incidents.
The Plan is directed to the Federal Committee for Meteorological Services and Supporting Research (FCMSSR)
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Approach
• User’s perspective – needs and wants– Planning– Response– Recovery
• Research & Development Perspective – Capabilities and Improvements– Synoptic to intra-urban scales– Simple to complex environments– Analysis and prediction capabilities for atmospheric fields
• Provide recommendations to Federal agencies
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JAG/ATD(R&DP) Members
Co-Chairs:• Dr. Walter D. Bach, Jr.,
DOD/Army/ARO• Ms. Nancy Suski,
DHS/S&T
Members:• Mr. Bruce Hicks,
NOAA/ARL• Dr. Paula M. Davidson,
NOAA/NWS • Ms. Debbie Payton,
NOAA/NOS
• Mr. Jim Bowers, DOD/Army/DPG
• CDR Stephanie Hamilton, USN, DOD/DTRA
• Mr. Rickey C. Petty, DOE• Mr. John Perry,
DHS/EP&R • Mr. Stephen D. Ambrose,
NASA• Ms. Jocelyn Mitchell,
NRC• Mr. John S. Irwin,
EPA/NOAA
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JAG/ATD(R&DP) Members
• Mr. Chris Doyle, DHS/S&T
• Dr. Bruce A. Davis, NASA/SSC
• Dr. Steve McGuire, NRC
Technical Advisors:• Dr. John Hannan,
DTRA/NG-IT • Mr. John Pace,
DTRA/CBDP
Alternates:• Mr. Walter Schalk,
NOAA/ARL/SORD • Dr. Rayford P. Hosker,
Jr., NOAA/ARL/ATDD • Mr. Mark W. Miller,
NOAA/NOS • Maj Brian Beitler, USAF• Mr. Peter Lunn, DOE
HQ• Dr. Gayle Sugiyama,
DOE/DHS/ NARAC• Ms. Teresa Lustig,
DHS/S&T
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FINDINGS
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What Users Want
• Users want accurate and timely predictions of hazards to human health and safety and the environment
• Users want actionable information in their terms
• Key question: How bad is it (or could it have been) and where?
• Users need to know implications of uncertainty for their actions
• Users need a technical reachback capability
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User’s Needs
• Focus on emergency response applications, including planning, response, and recovery– Urban capability– Sensor fusion– User Interface enhancements to communicate uncertainty– Protocols for distribution of products– Reachback to technical experts
• Relevant to other applications:– Military applications
• Urban capability• Sensor fusion
– Air Quality Monitoring Applications • Need for improved physical understanding• Need for improved capabilities for estimating uncertainty and
predictability and for evaluating models
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Key Challenges
• Quantify uncertainty in model inputs and predictions
• Close the knowledge gap between the mesoscale and microscale modeling capabilities
• Represent transport and diffusion in complex flows, including urban and coastal environments
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1 mm 1 cm 1 m 10 m 100 m 1 km 10 km 100 km 1000 km
Horizontal grid spacing
Wind Tunnel Building Urban Storm Fronts Synoptic
CFD GAP(open area)
GAP(open area)
mesoscale
GCM
Transport And Diffusion Scales And Model Grid Sizes
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Observations and Challenges
• Timely and accurate hazard predictions in urban areas are required to assess vulnerabilities and threats to public safety
• Acceptance of local-scale meteorological and concentration data into consequence assessment systems
• Examine the role of regional meteorological monitoring networks
• Diverse requirements and capabilities argue for diverse models
• Conduct field experiments and sustained analysis of data to understand ATD, especially in urban environments
• Develop meteorological and tracer measurement capabilities
• Provide a robust “reach-back” capability to support responder community during “incidents of national significance”
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Large-scale operational atmospheric
models
Transport and
Diffusion Code
Concentrations Downwind
Health and Environmental
Effects
Where we are now!! Deterministic predictions of
concentrations at a location and time
SourceTerm Inputs
Meteorological Data Analysis
Mesoscale models
Diagnostic Wind
Models
OBSERVATIONS
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Probabilistic forecast at +12 hrs
SOURCE
Large-scale operational atmospheric
models
Meteorological Data Analysis
Volumetric measurements
(Lidar, sounders, & radar)
Surface Obs
Upper Air Soundings
Satellite-derived
Mesoscale models
Account for variance in winds and turbulence
Transport and
Diffusion Code
Concentrations Downwind
Probabilistic Forecast
Probabilistic forecast at +6 hrs
Analysis (e.g., sensor fusion)
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RECOMMENDATIONS
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Keystone Recommendations
Quantify Uncertainty: ATD modeling systems should routinely quantify the uncertainties in their results.
Interpret Uncertainty: ATD modeling R&D community work with representative users to determine effective means to quantify and communicate uncertainties.
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Quantify Uncertainty Implementation Actions
• Develop robust techniques to assess probabilities of occurrence
• Adapt (or develop) and verify measurement capabilities at or below the scales of interest for model predictions
• Test, verify, and validate model improvements, including probabilistic methods of process representation, parameterization, and data acceptance/assimilation
• Establish a shared data system with substantial sets of data to test and evaluate the new measurement capabilities and the uncertainty quantification techniques
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Quantify Uncertainty Implementation Actions (2)
• Develop techniques for utilization of sources of opportunity
• Develop regression techniques that are applicable in nonlinear regimes to display important sources of uncertainty (near-term activity)
• Use outcome from new techniques for estimation of uncertainty to guide improvements in ATD models (intermediate-term activity following previous action)
• Develop and implement processes for uncertainty displays in data-sparse environments (intermediate-term activity).
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Interpret Uncertainty Implementation Actions
• Use training sessions with users on probabilistic tools for decision processes
• Incorporate feedback from users into the ATD model R&D process
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DEVELOPER
Quantify Uncertainty
Bridge the Scale Gap
Capture / Use Existing Data Sets
USER
Using Uncertainty
Local / Regional Measurement Siting
JOINT
Interpret Uncertainty
ATD Test beds
Model Evaluation Standards
Measurement Capabilities
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Examples of Expected Impacts:
• Improved hazard predictions in urban areas
• Better understanding of ABL physics in complex environments
• Increased fidelity in meteorological inputs to ATD models
• More effective incorporation of user feedback
• Increased collaboration among Federal agencies
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Recommendations
QU
AN
TIFY
U
NCER
TAIN
TY
BRIDGE THE
SCALE G
AP
INTE
RPR
ET
UN
CER
TAIN
TY
CAPTURE/USE
EXISTING
DATA SETS
LOCAL/REGIONAL
MEASUREMENT SITING
ATD TESTBEDS
MODEL EVAL STANDARDS
MEASUREMENT CAPABILITIES
Supporting Implementation
Recommendations
KeystoneRecommendations
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Supporting Implementation Recommendations
• Capture / Use Existing Data SetsOFCM convene an interagency effort to develop guidelines for acquisition, archiving, and access of data from previous field and laboratory ATD experiments
• Establish ATD Test bedsParticipating Federal agencies establish a multi-agency testbed authority to oversee the development and operation of multiple test beds for urban and complex-environments, in locations selected for national and/or R&D priorities
• Develop Model Evaluation Standards The Federal agencies involved establish and maintain a working group within an existing standards development organization to develop model evaluation guidelines and standards
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Supporting Implementation Recommendations
• Develop / Improve Measurement CapabilitiesA coordinated Federal ATD R&D program should provide financial resources to existing Federal laboratory scientists to develop or improve evolutionary and revolutionary atmospheric sensors supporting ATD R&D transition the technology into tools for ATD model researcher, developers, and users
• Develop Local / Regional Measurement Siting CriteriaOFCM establish a working group to establish performance guidelines for ATD and mesoscale meteorological instrumentation systems in complex environments
• Bridge the Scale GapAddress difficulties in interfacing models at different scales
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Next Steps
• Incorporate feedback from this session
• Publish Plan
• Presentation of final recommendations - ICMSSR Meeting 2004-2 (August 2004)
• Urban Meteorology Forum (September 21 – 23, 2004)