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Project ID: 08-1-6-04
Year: 2008
Date Started: 10/01/2008
Date Completed: 11/11/2011
Title: Evaluation of Smoke Models and Sensitivity Analysis for Determining their Emission Related Uncertainties
Project Proposal Abstract: This proposal seeks to evaluate existing and new smoke models and to assess the emissions related uncertainties in model predictions. The models to be evaluated are CALPUFF as used in the Blusky framework; the Community Multiscale Air Quality (CMAQ) model; DAYSMOKE as an emissions injector to CMAQ; and two new variations of CMAQ that can potentially improve the predictions of smoke impacts. A balanced mix of several prescribed burn and wildfire episodes in the Southeast will be simulated with each model. Fine particulate matter (PM2.5) and ozone predictions in the long range (~100 km downwind from the fires; sometimes closer, sometimes farther) will be the primary concern of the evaluations. Existing datasets from routine monitoring networks as well as special measurements, such as those conducted by Georgia Tech around Atlanta, will be employed. In addition to statistical performance evaluations, diagnostic evaluations will be conducted to identify the strengths and weaknesses of each model. Towards the second objective, the sensitivities of modeled concentrations to various emission parameters will be computed using the Direct Decoupled Method (DDM) tool recently installed in CMAQ. The probability ranges and distributions of the emission parameters will be determined using conventional methods. Finally, using a Monte Carlo method, the DDM-computed sensitivities, and a linear Taylor series approximation to the model predictions, the probability density functions of modeled concentrations will be derived. This will provide the decision makers with critical information on the uncertainty of model outputs and point to new directions for emissions measurement research. The products of this research can potentially stimulate an ensemble simulation approach to the prediction and forecasting of smoke impacts.
Principal Investigator: Mehmet T. Odman
Agency/Organization: Georgia Institute of Technology
Branch or Dept: School of Civil & Environmental Engineering
Other Project Collaborators
Type |
Name |
Agency/Organization |
Branch or Dept |
Co-Principal Investigator |
Scott L. Goodrick |
Forest Service |
SRS-Ctr for Forest Disturbance Science |
Federal Cooperator |
Scott L. Goodrick |
Forest Service |
SRS-Ctr for Forest Disturbance Science |
Project Locations
Consortium |
South |
Level |
State |
Agency |
Unit |
REGIONAL |
Southeast |
MULTIPLE |
Project Deliverables
|
Final Report ("Results presented in JFSP Final Reports may not have been peer-reviewed and should be interpreted as tentative until published in a peer-reviewed source.") |
| ID | Type | Title | |
|---|---|---|---|
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9537 | Refereed Publication | Adaptive Grid Use in Air Quality Modeling |
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9535 | Refereed Publication | An Adaptive Grid Version of CMAQ for Improving the Resolution of Plumes |
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9536 | Refereed Publication | Modeling Smoke Plume-Rise and Dispersion from Southern United States Prescribed Burns with Daysmoke |
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9548 | Conference/Symposia/Workshop | Uncertainties in Prescribed Fire Emissions and Their Impact on Smoke Dispersion Predictions |
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9551 | Conference/Symposia/Workshop | Coupling a Sub-Grid Scale Plume Model for Biomass Burns with Adaptive Grid CMAQ: Part 2 |
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9541 | Conference/Symposia/Workshop | Development of a Modeling System for Prescribed Burn Emissions and Air Quality Impacts |
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9542 | Conference/Symposia/Workshop | Development of a Modeling System for Prescribed Burn Emissions and Air Quality Impacts |
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9543 | Conference/Symposia/Workshop | Evaluation of Air Quality Models Applied to Wildland Fire Impact Simulation |
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9544 | Conference/Symposia/Workshop | Modeling Biomass Burnings by Coupling a Sub-Grid Scale Plume Model with Adaptive Grid CMAQ |
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9545 | Conference/Symposia/Workshop | Modeling Biomass Burnings by Coupling a Sub-Grid Scale Plume Model with Adaptive Grid DMAQ |
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9549 | Conference/Symposia/Workshop | Modeling the Air Quality Impacts of Wildfires with CMAQ |
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9550 | Conference/Symposia/Workshop | Analysis of Vertical Fire Emissions Distribution in CMAQ |
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9546 | Conference/Symposia/Workshop | A High Resolution Modeling System for Regional Carbonaceous Aerosols |
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9547 | Conference/Symposia/Workshop | Modeling Biomass Burnings by Coupling a Sub-Grid Scale Plume Model with Adaptive Grid CMAQ |
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9539 | Photo | A mobile unit used for PM2.5 measurements at Eglin AFB |
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9540 | Photo | February 6, 2011 burn at Eglin AFB (703-C) from the vantage point of a mobile unit chasing the plume |
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9538 | Photo | Fernando Garcia-Menendez working on model evaluation. |
Supporting Documents
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