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Air Quality Forecasting in Texas Rod Truesdell Meteorologist Monitoring Division Texas Commission on Environmental Quality

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Page 1: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Air Quality Forecasting in Texas

Rod Truesdell Meteorologist

Monitoring Division Texas Commission on Environmental Quality

Page 2: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Texas… it’s a big ole place.

Page 3: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Texas… it’s a big ole place.

• 16 regions • Region-specific air quality

forecasts for 13 of them (plus burn forecasts for all 16)

Page 4: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Quick “Soap Box” Topic

Smoke from Mexico/Central America

Page 5: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport
Page 6: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

International Transport Example December 24, 2015

Page 7: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

International Transport Example April 26, 2016

Page 8: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

DFW ozone, August 2015

Page 9: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Houston ozone, August 2015

Page 10: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

DFW ozone, August 2016

Page 11: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Houston ozone, August 2016

Page 12: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model

• TCEQ forecasters* have developed a multi-variable regression air quality forecast model

(* aka Weslee Copeland)

Page 13: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model

• TCEQ forecasters have developed a multi-variable regression air quality forecast model

• Two main inputs – GFSX MOS forecasts (00Z temp/dp, ws, PoPs) – Naval Research Laboratory NAAPS aerosol model

• 12Z AOD forecast, plus surface concentration forecasts for sulfates, dust, and smoke

Page 14: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport
Page 15: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model • TCEQ forecasters have developed a multi-

variable regression air quality forecast model • Two main inputs

– GFSX MOS forecasts (00Z temp/dp, ws, PoPs) – Naval Research Laboratory NAAPS aerosol model

• 12Z AOD forecast, plus surface concentration forecasts for sulfates, dust, and smoke

• Forecasts for ozone, PM2.5, and (for El Paso/West Texas only) PM10

Page 16: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model 8/30/2016 Dallas-Fort Worth region model forecast

Page 17: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model 8/30/2016 Dallas-Fort Worth model forecast w/o aerosol component

Page 18: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Regression model 8/30/2016 Houston region model forecast

Page 19: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Another tool – TCEQ ozone “max model”

Page 20: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Summary/Forecast verification

City 12Z NOAA model

8-hr ozone forecast for 8/31 (ppb)

12Z Regress. model 8-hr ozone forecast

for 8/31 (ppb)

Monitored 8-hr ozone max conc.

8/31 (ppb)

Dallas-Fort Worth 83 78

Houston 80 57

Page 21: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

8/30 – Op. NOAA 12Z Day 2

Page 22: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

8/30 – Op. NOAA 12Z Day 2

Page 23: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Observed 8/31

Page 24: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Summary/Forecast verification

Region 12Z NOAA model

8-hr ozone forecast for 8/31 (ppb)

12Z Regress. model 8-hr ozone forecast

for 8/31 (ppb)

Monitored 8-hr ozone max conc.

8/31 (ppb)

Dallas-Fort Worth 83 78 78

Houston 80 57 52

Page 25: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

The Good News…

Page 26: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Observed 8/31

Page 27: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

9/13 NOAA Op. 12Z Day 2

9/14 Actual

Page 28: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Wed, 9/14 – 12Z Day 2

O3 Max Model Day 2Forecast Fcst Fcst FcstSummary Upw Tmp SRd Prec 5-8 9-14

Est Add Max Na Nmx Max Sum Prob Avg Avg Dir DistHouston IAH GFS 25 16 41 14 39 90 6.49 28 4.6 10.0 91 56.2Houston IAH NAM 25 17 42 17 42 92 5.51 37 2.9 8.4 68 45.6Houston HOU GFS 25 14 39 13 38 90 5.35 26 5.2 9.2 81 53.2Houston HOU NAM 25 16 41 16 41 91 5.51 37 4.0 8.4 67 47.6Dallas-FW DFW GFS 34 15 49 15 49 91 5.95 26 3.5 5.8 127 33.7Dallas-FW DFW NAM 34 20 54 20 54 92 5.51 19 2.9 3.5 108 19.8

Sum 9-14WSA8-Hr O3 (ppb)

Forecast

09/15/16 ThuWind Vector

Page 29: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

9/14 – NOAA 12Z Day 2

Page 30: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Observed 9/14

Page 31: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Observed 9/14 4pm CDT

Page 32: Air Quality Forecasting in Texas - National Weather …...2016/09/15  · Smoke from Mexico/Central America International Transport Example December 24, 2015 International Transport

Thank you!

Contact info: Rod Truesdell Texas Commission on Environmental Quality (512) 239-1657 [email protected]