benjamin de foy, saint louis university aqast-8, georgia...
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Power Plant NOx Emissions Estimated by OMI Benjamin de Foy, Saint Louis University
AQAST-8, Georgia Tech, 2 Dec 2014
Regional Ag. Fires
Stratosphere/ Wild Fires
130 ppb at 280 hPa
90 ppb at 500 hPa
Flexpart Back-Trajectories and PVU Analysis Show Two Plumes of Different Origins in SEAC4RS Ozonesonde Profile
Joseph Wilkins, Benjamin de Foy, Jack Fishman, Gary Morris
Back-Trajectories from upper plume (10km)
Ozonesonde, 30 Aug 2013
38.0;-90.0
EC/OC Emissions based on inverse model and hourly measurements in St. Louis: Diurnal and Monthly Profiles of Emissions
de Foy, B., Cui, Y. Y., Schauer, J. J., Janssen, M., Turner, J. R., and Wiedinmyer, C.: Estimating sources of elemental and organic carbon and their temporal emission patterns using a Least Squares Inverse model and hourly measurements from the St. Louis-Midwest Supersite, Atmos. Chem. Phys. Discuss.
Green: Weekday, Blue: Weekend Solid markers show LADCO Prior Inventory Shading shows uncertainty in inverse model results using bootstrapping Results obtained for On-Road, Non-Road, MAR, Point Sources and Other
Non-Road emissions have double peak in the monthly profile due to agricultural equipment use Inverse model suggests emissions are lower on weekends than current inventory
CAMx evaluation of different methods for estimating emissions from column data
Box Model Gaussian Fit EMG Fit Emissions Estimate: Linear dependence on plume speed estimate
Plume Speeds: Robust Speed-dependent bias
Stronger Winds
Plume Direction: Robust Omni-directional Accurate Plume Rotation
Chemistry: Required on input
Fairly Robust Somewhat Robust
Lifetime Estimate: Model Input Dispersion, very
short Chemical, biased
low
de Foy, Benjamin, et al. "Model evaluation of methods for estimating surface emissions and chemical lifetimes from satellite data." Atmospheric Environment 98 (2014): 66-77.
OMI Response to changing Power Plant NOx emissions
Duncan, Bryan N., et al. "The observed response of Ozone Monitoring Instrument (OMI) NO2 columns to NOx emission controls on power plants in the United States: 2005–2011." Atmospheric Environment 81 (2013): 102-111.
The change in OMI Columns relative to the change in emissions (“response”) varies between power plants.
29 Power Plants with Isolated Plumes
Exponentially-Modified Gaussian Fit 2005-2011, ERA Interim surface winds
OMI BEHR, Rows 10-27, Oversampled to 4km grids Rotated grids (eastward plumes)
Beirle, S., Boersma, K. F., Platt, U., Lawrence, M. G., & Wagner, T. (2011). Megacity emissions and lifetimes of nitrogen oxides probed from space. Science, 333(6050), 1737-1739. Valin, L. C., Russell, A. R., & Cohen, R. C. (2013). Variations of OH radical in an urban plume inferred from NO2 column measurements. Geophysical Research Letters.
Exponentially-Modified Gaussian Estimates of Emissions May-Sep 2005-2011, ERA Interim surface winds
OMI BEHR, Rows 10-27, Oversampled to 4km grids
Exponentially-Modified Gaussian Estimates of Lifetime vs. CEMS emissions
Lifetimes calculated by the EMG method are around 2 hours, which is too short to be representative of the chemical lifetime
Exponentially-Modified Gaussian Estimates of Emissions by year (May-Sep 2005-2011)
Whereas there was a good fit using averaged data for 2005-2011, the estimates start to degrade when using individual seasons.
Box Model Emissions Estimation 2005-2011, ERA Interim surface winds
OMI BEHR, Rows 10-27, Oversampled to 4km grids Rotated grids (eastward plumes) used for both EMG and Box Model
Duncan, B. N., Yoshida, Y., de Foy, B., Lamsal, L. N., Streets, D. G., Lu, Z., & Krotkov, N. A. (2013). The observed response of Ozone Monitoring Instrument (OMI) NO2 columns to NOx emission controls on power plants in the United States: 2005–2011. Atmospheric Environment. “Introduction to Atmospheric Chemistry”, Daniel Jacob
𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸 ∝ 𝐶𝐶𝐸𝐸𝐶𝐶𝑎𝑎𝑎𝑎 − 𝐶𝐶𝐸𝐸𝐶𝐶𝑏𝑏𝑏𝑏𝑏𝑏
𝜏𝜏
1𝜏𝜏
= 1
𝜏𝜏𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑𝑑+
1𝜏𝜏𝑐𝑐𝑐𝑑𝑑𝑐𝑐𝑑𝑑𝑑𝑑𝑐𝑐𝑑𝑑𝑐𝑐
Box Model Estimates of Emissions May-Sep 2005-2011, ERA Interim surface winds
Box model gives better estimate than EMG. Average column load based on 50km box. Background value based on median OMI column over 200km box. Chemical lifetime used in equation: 2 hours.
Chemical Lifetime that would give perfect match of emissions estimate (May-Sep 2005-2011):
Short lifetimes required to obtain good emissions estimates. This result was similar for winter and summer.
Box Model Emissions Estimates
Good fit for estimates for individual years
(May-Sep 2005-2011)
Emissions estimates for 2 month averages
(2005-2011)
Least-Squares Model to estimate chemical lifetime and wind-speed dependency based on CEMS data
Navajo, AZ Reliable fit of 2-month box model estimates.
Paradise, KY Winter vs. Summer emissions somewhat captured by box model.
Least-Squares Estimate of Winter vs. Summer Lifetimes
Longer Lifetime in Winter
Longer Lifetime in Summer
Regression method was not able to obtain improved lifetime estimates with the 2-month column averages of OMI data.
Power Plant NOx Emissions Estimated by OMI Benjamin de Foy, Saint Louis University
EMG gives reliable estimates for multi-
year time periods
EMG lifetimes were not found to be
representative of chemical reactivity
Box model gives accurate and robust estimates for 6 month periods or longer
Accuracy and reliability drop for 2 month period such that chemical lifetimes could not be inferred