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South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi Lee, Scott Epstein, and Joe Cassmassi South Coast Air Quality Management District 21865 Copley Dr Diamond Bar, CA 91765 1

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Page 1: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

NOAA Air Quality Forecast Feedback for

2014 Ozone Season

Sang-Mi Lee, Scott Epstein, and Joe Cassmassi

South Coast Air Quality Management District

21865 Copley Dr

Diamond Bar, CA 91765

1

Page 2: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

• GRIB file downloaded from

– ftp://ftp.emc.ncep.noaa.gov/mmb/aq/for_NDGD_5x_expr/

– 12z cycle was the primary focus of our analysis

– Available files are

• aqm.t12z.grib2_1hr.227

• aqm.t12z.grib2_8hr.227

• aqm.t12z.grib2_5xpmnmmb.227

– The period was from May 1 to August 24

– New CMAQ 4.6.3 has been used to produce since August 5

NOAA Forecast Product

2

Page 3: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

The Greater Los Angeles Area

3

Page 4: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

1 hr Ozone Bias for May - August

4

Page 5: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

1 hr Ozone RMSE

5

Page 6: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

8 hr Ozone Bias for May - August

6

Page 7: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

8 hr Ozone RMSE

7

Page 8: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

1 hr Ozone Bias for August 1-24

8

Page 9: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

8 hr Ozone Bias for August 1-24

9

Page 10: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Crestline (aqm.t12z.grib2_1hr.227)

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Page 11: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Glendora

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Page 12: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Central Los Angeles

12

Page 13: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Basin Average Bias per month

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Page 14: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

COMPARISON TO THE

SEASON 2010

14

Page 15: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Inland Downwind Stations

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Page 16: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

1hr O3 for ‘2010 vs ‘2014

16

20 40 60 80 100 12020

40

60

80

100

1201-hour :RIVR

Obs

NO

AA

20 40 60 80 100 12020

40

60

80

100

120

1-hour :SNBO

Obs

NO

AA

50 100 150

20

40

60

80

100

120

140

1-hour :FONT

Obs

NO

AA

2010 2014

Page 17: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

MODELING EFFORTS IN

SCAQMD

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Page 18: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Sea breeze return component laden with

elevated O3 & PM2.5

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Page 19: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

The Number of Vertical Layers

Layer Index Mid Point Height (m)

30 19268

29 17355

28 15755

27 14337

26 13028

25 11791

24 10598

23 9429

22 8271

21 7118

20 5994

19 4992

18 4153

17 3449

16 2858

15 2361

14 1944

13 1595

12 1302

11 1057

10 851

9 681

8 538

7 418

6 318

5 235

4 165

3 107

2 59

1 18

Layer Index Mid Point Height (m)

18 19268

17 14337

16 8271

15 3449

14 1944

13 1595

12 1302

11 1057

10 851

9 681

8 538

7 418

6 318

5 235

4 165

3 107

2 59

1 18 19

Page 20: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Max 8-Hr O3 from Layer Collapsed Runs

20

50 60 70 80 90 100 110 120 130 140

50

60

70

80

90

100

110

120

130

140

Observation

Pre

dic

tion

Basinwide Max 8-hr O3

18L

15L

15 Layer structure over diluted ground 8hr O3 by a few to 10 ppb

Page 21: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Analyzed CalTrans PEMS data for 2012

> 9,000 traffic monitoring stations in South Coast Air Basin

Extracted traffic flow from each of the stations

Real-Tim Traffic to construct Emissions

Page 22: NOAA Air Quality Forecast Feedback for 2014 Ozone Season · 2016-07-07 · South Coast Air Quality Management District NOAA Air Quality Forecast Feedback for 2014 Ozone Season Sang-Mi

South Coast Air Quality Management District

Real-Tim Traffic to construct Emissions

Downtown L.A. Normalized Traffic Flow

• We calculated

normalized traffic

flow for every grid

cell within the

basin for every day

in 2012

• These traffic profiles capture

spatial and temporal

variability within the Basin

Special events

Seasonal traffic patterns

Holidays