Didin Agustian Permadi et al. Correspondence to: Nguyen Thi Kim Oanh
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1 Supplement of Atmos. Chem. Phys., 8, , 28 Author(s) 28. This work is distributed under the Creative Commons Attribution 3. License. Supplement of Integrated emission inventory and modeling to assess distribution of particulate matter mass and black carbon composition in Southeast Asia Didin Agustian Permadi et al. Correspondence to: guyen Thi Kim Oanh The copyright of individual parts of the supplement might differ from the CC BY 3. License.
2 Supplementary Information (SI) Table S. Definition of statistical measures used for WRF/CHIMERE output evaluation. Parameters Formula Suggested criteria Mean bias (MB) WS :.5 m s MB M i O i - WD : deg i T :.5 o C H : g kg - Mean absolute gross error WD : + deg (MAGE) MAGE M i O i T : +2 o C i H : +2 g kg - Root mean squared error WS : +2 m s - (RMSE) 2 RMSE M i O i i Mean fractional bias(mfb) 2 2 M i Oi MFB M O Mean fractional error (MFE) 2 2 MFE M M i i i i O i O i.. PM criteria : ± % PM criteria : +75 % otes: Adapted from the compilation by Kim Oanh et al. (22) M-modeled value (model outputs for the first layer in different grids); O-observations; -number of observations; WS-Wind Speed; WD-Wind Direction; T-Temperature; H- Relative Humidity. Sources: Emery et al. (2), 2 Boylan and Russell (2).
3 Table S2. Summary of ground observations used for model evaluation. o Data sources Data type Information ame longitude latitude Meteorological parameters Olongapo-Phillippines TMP, RH, DIR, SPD RPLB Davao-Phillippines TMP, RH, DIR, SPD RPMD Don Muang-Thailand TMP, RH, DIR, SPD VTBD Trat-Thailand TMP, RH, DIR, SPD VTBO Pnom Penh-Cambodia TMP, RH, DIR, SPD VDPP Jakarta-Indonesia TMP, RH, DIR, SPD WIII Kuala Lumpur-Malaysia TMP, RH, DIR, SPD WMKK Sarawak-Malaysia TMP, RH, DIR, SPD WBKK Ground measurement of aerosols AIRPET project Daily (24h) average of PM, PM 2.5, BC, and OC ambient concentrations 2 AP project Hourly EC/BC and OC 4 Urban air quality Hourly PM monitoring network in Bangkok, Thailand 5 Urban air quality monitoring network in Kuala Lumpur, Malaysia City air quality monitoring network in Surabaya, Indonesia Hourly PM Hourly PM AIT, Thailand (suburban) Tegallega (TL), Indonesia (mix urban) Manila (MO), Philippines observatory (mix urban) Thuong Dinh (TD), Vietnam (mix urban) AIT, Thailand (suburban) Klongjun (T), Thailand (mix urban) Huaykwang (T), Thailand (mix urban) Petaling Jaya, Malaysia (Urban) Jerantut, Malaysia(remote) Taman Prestasi (SUF) Indonesia (mix urban) Ground measurement of AOD AEROET Thailand AOD level 2 Phimai AEROET Singapore AOD level 2 Singapore AEROET Vietnam AOD level 2 Bac Giang AEROET Vietnam AOD level 2 Bac Lieu AEROET Taiwan AOD level 2 Chen Kung AEROET Hong Kong AOD level 2 Hok Sui AEROET Thailand AOD level 2 Mukdahan AEROET Indonesia AOD level 2 Puspitek Serpong..3 9 AEROET Thailand AOD level 2 Silpakorn University. 3.8 AEROET Thailand AOD level 2 Songkhla Met Station. 7.2
4 Table S3. Summary of simulated domain maximum ground-level concentrations PM, PM2.5 and BC for different periods. Pollutants PM (µg m -3 ) PM 2.5 (µg m -3 ) Averaging period a Month, 27 Jan Feb Mar Apr May Jun Jul Aug Sept Oct ov Dec Max hourly Max monthly avg Max annual avg 5 Max hourly Max annual avg Annual average 32 Max hourly BC (µg m -3 ) Max monthly avg Max annual avg ote: a One maximum value simulated in the whole modeling domain for the considered period.
5 Figure S. Modeling domains of WRF and CHIMERE.
6 CH₄ CO/ MVOC OC BC ₂O PM₂. PM₁ H₃ Ox SO₂ CH₄/ CO/ MVOC OC BC ₂O PM₂. PM₁ H₃ Ox SO₂ CH₄ CO/ MVOC OC BC ₂O PM₂. PM₁ H₃ Ox SO₂ Indonesia, BY Cambodia, BY Thailand, BY Emission (Gg yr - ) Energy industry Transportation Fugitive emission Crop residue Solid waste Manufacturing industry Residential and commercial combustion Industrial processes Forest fire Other Figure S2. Total emission and shares for Indonesia, Cambodia and Thailand for base year of 27.
7 Temperature Temperature ( C) Kuala lumpur-malaysia Pnom Penh-Cambodia Wind speed (m/s) Wind speed (m/s) Kuala lumpur-malaysia Pnom Penh-Cambodia Relative humidity (%) Relative humidity (%) Kuala lumpur-malaysia Pnom Penh-Cambodia Temperature ( C) Jakarta-Indonesia Wind speed (m/s) Jakarta-Indonesia Relative humidity (%) Jakarta-Indonesia Figure S3a. Time series of daily average modeled (WRF) vs. observed relative humidity, temperature and wind speed at three WMO stations in Kuala Lumpur (Malaysia), Phnom Penh (Cambodia), and Jakarta (Indonesia) for period of January March 27.
8 Temperature Temperature ( C) Temperature Pnom Penh-Cambodia Kuala lumpur-malaysia Jakarta-Indonesia Wind speed (m/s) Wind speed (m/s) Wind speed (m/s) Kuala lumpur-malaysia Pnom Penh-Cambodia Jakarta-Indonesia Relative humidity (%) Relative humidity (%) Relative humidity (%) Kuala lumpur-malaysia Jakarta-Indonesia Pnom Penh-Cambodia Figure S3b. Time series of daily average modeled (WRF) vs. observed relative humidity, temperature and wind speed at three WMO stations in Kuala Lumpur (Malaysia), Phnom Penh (Cambodia), and Jakarta (Indonesia) for period of August October 27.
9 WRF, Jan ERA interim, Jan WRF, Oct 8 ERA interim, Oct 8 WRF, ov 7 ERA interim, ov 7 Figure S4. Comparison of modeled surface pressure and ERA interim reanalysis data for the selected days in 27 at : UTC.
10 WRF, Jan ERA interim, Jan WRF, Oct 8 ERA interim, Oct 8 WRF, ov 7 ERA interim, ov 7 m s - Figure S5. Comparison of modeled and ERA upper wind fields at 85 hpa on the selected days in 27 at : UTC.
11 4 PBL (m) 2 January February March April May June Month July August September October ovember December Figure S. Domain maximum hourly values of simulated PBL for the different months.
12 PM PM 2.5 BC Figure S7. Simulated annual average of PM, PM2.5 and BC concentrations of 27 over the domain.
13 a) PM, 22 Jan b) PM, 2 ov c) Wind field ( m), 22 Jan d) Wind field ( m), 2 ov e) Hourly precipitation, 22 Jan f) Hourly precipitation, 2 ov Figure S8. Typical simulated maximum hourly PM concentration and wind field at m in 22 January and 2 ovember, : UTC.
14 BC AOD, January BC AOD, August BC AOD BC AOD, ovember BC AOD, December BC AOD ovember Figure S9. Monthly average of simulated BC AOD for the selected months.
Supplement of Model simulations of cooking organic aerosol (COA) over the UK using estimates of emissions based on measurements at two sites in London
Supplement of Atmos. Chem. Phys., 1, 13773 13789, 1 http://www.atmos-chem-phys.net/1/13773/1/ doi:1.19/acp-1-13773-1-supplement Author(s) 1. CC Attribution 3. License. Supplement of Model simulations of
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OKLAHOMA CITY OK Latitude = 35.4 N WMO No. 72353 Longitude = 97.6 W Elevation = 133 feet Period of Record = 1973 to 1996 Average Pressure = 28.62 inches Hg Design Criteria Data Mean Coincident (Average)
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Design Criteria Data
MEDFORD/JACKSON CO. OR Latitude = 42.37 N WMO No. 72597 Longitude =122.8 W Elevation = 1329 feet Period of Record = 1973 to 1996 Average Pressure = 28.61 inches Hg Design Criteria Data Mean Coincident
Design Criteria Data
LAS VEGAS/MCCARRAN NV Latitude = 36.8 N WMO No. 72386 Longitude =115.1 W Elevation = 2179 feet Period of Record = 1973 to 1996 Average Pressure = 27.67 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
PHOENIX/SKY HARBOR AZ Latitude = 33.43 N WMO No. 72278 Longitude =112. W Elevation = 116 feet Period of Record = 1973 to 1996 Average Pressure = 28.72 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
DES MOINES IA Latitude = 41.53 N WMO No. 72546 Longitude = 93.65 W Elevation = 965 feet Period of Record = 1973 to 1996 Average Pressure = 28.96 inches Hg Design Criteria Data Mean Coincident (Average)
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BIRMINGHAM AL Latitude = 33.57 N WMO No. 72228 Longitude = 86.75 W Elevation = 63 feet Period of Record = 1973 to 1996 Average Pressure = 29.36 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
SPRINGFLD MO Latitude = 37.23 N WMO No. 7244 Longitude = 93.38 W Elevation = 127 feet Period of Record = 1973 to 1996 Average Pressure = 28.66 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
INDIANAPOLIS IN Latitude = 39.73 N WMO No. 72438 Longitude = 86.27 W Elevation = 87 feet Period of Record = 1973 to 1996 Average Pressure = 29.15 inches Hg Design Criteria Data Mean Coincident (Average)
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JACKSONVILLE FL Latitude = 3.5 N WMO No. 7226 Longitude = 81.7 W Elevation = 3 feet Period of Record = 1973 to 1996 Average Pressure = 3.1 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
SPOKANE WA Latitude = 47.63 N WMO No. 72785 Longitude =117.5 W Elevation = 2366 feet Period of Record = 1973 to 1996 Average Pressure = 27.5 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
DAYTON/JAMES M COX OH Latitude = 39.9 N WMO No. 72429 Longitude = 84.2 W Elevation = 14 feet Period of Record = 1973 to 1996 Average Pressure = 28.95 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
BOSTON/LOGAN MA Latitude = 42.37 N WMO No. 7259 Longitude = 71.3 W Elevation = 3 feet Period of Record = 1967 to 1996 Average Pressure = 29.95 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
BURLINGTON VT Latitude = 44.47 N WMO No. 72617 Longitude = 73.15 W Elevation = 341 feet Period of Record = 1973 to 1996 Average Pressure = 29.61 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
MINNEAPOLIS-ST PAUL MN Latitude = 44.88 N WMO No. 72658 Longitude = 93.22 W Elevation = 837 feet Period of Record = 1973 to 1996 Average Pressure = 29.7 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
NEW YORK/JOHN F KENNEDY NY Latitude = 4.65 N WMO No. 74486 Longitude = 73.78 W Elevation = 23 feet Period of Record = 1973 to 1996 Average Pressure = 29.98 inches Hg Design Criteria Data Mean Coincident
Design Criteria Data
RAPID CITY SD Latitude = 44.5 N WMO No. 72662 Longitude =3. W Elevation = 3169 feet Period of Record = 1973 to 1996 Average Pressure = 26.67 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
WASHINGTON/DULLES VA Latitude = 38.95 N WMO No. 7243 Longitude = 77.45 W Elevation = 322 feet Period of Record = 1973 to 1996 Average Pressure = 29.68 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
COLUMBIA SC Latitude = 33.95 N WMO No. 7231 Longitude = 81.12 W Elevation = 226 feet Period of Record = 1973 to 1996 Average Pressure = 29.8 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
PHILADELPHIA PA Latitude = 39.88 N WMO No. 7248 Longitude = 75.25 W Elevation = 3 feet Period of Record = 1973 to 1996 Average Pressure = 29.98 inches Hg Design Criteria Data Mean Coincident (Average)
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Design Criteria Data
MACON/LEWIS WILSON GA Latitude = 32.7 N WMO No. 72217 Longitude = 83.65 W Elevation = 361 feet Period of Record = 1973 to 1996 Average Pressure = 29.66 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
HONOLULU/OAHU HI Latitude = 21.35 N WMO No. 91182 Longitude =157.9 W Elevation = 16 feet Period of Record = 1967 to 1996 Average Pressure = 29.96 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
PIERRE SD Latitude = 44.38 N WMO No. 726686 Longitude =1.2 W Elevation = 1742 feet Period of Record = 1973 to 1996 Average Pressure = 28.1 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
ANCHORAGE AK Latitude = 61.17 N WMO No. 7273 Longitude =15. W Elevation = 131 feet Period of Record = 1973 to 1996 Average Pressure = 29.6 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
LANDER/HUNT WY Latitude = 42.82 N WMO No. 72576 Longitude =18.7 W Elevation = 5558 feet Period of Record = 1973 to 1996 Average Pressure = 24.44 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
ALBUQUERQUE NM Latitude = 35.5 N WMO No. 72365 Longitude =16.6 W Elevation = 5315 feet Period of Record = 1967 to 1996 Average Pressure = 24.72 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
DENVER/STAPLETON CO Latitude = 39.75 N WMO No. 72469 Longitude =14.8 W Elevation = 5332 feet Period of Record = 1973 to 1995 Average Pressure = 24.66 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
DULUTH MN Latitude = 46.83 N WMO No. 72745 Longitude = 92.18 W Elevation = 1417 feet Period of Record = 1973 to 1996 Average Pressure = 28.43 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
CHARLESTON/KANAWHA WV Latitude = 38.37 N WMO No. 72414 Longitude = 81.6 W Elevation = 981 feet Period of Record = 1973 to 1996 Average Pressure = 29. inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
LOUISVILLE/STANDIFORD KY Latitude = 38.18 N WMO No. 72423 Longitude = 85.73 W Elevation = 489 feet Period of Record = 1973 to 1996 Average Pressure = 29.49 inches Hg Design Criteria Data Mean Coincident
Design Criteria Data
MIDLAND TX Latitude = 31.95 N WMO No. 72265 Longitude =2. W Elevation = 2861 feet Period of Record = 1973 to 1996 Average Pressure = 27.3 inches Hg Design Criteria Data Mean Coincident (Average) Values
Design Criteria Data
MINOT AFB ND Latitude = 48.42 N WMO No. 727675 Longitude =11.3 W Elevation = 1667 feet Period of Record = 1967 to 1996 Average Pressure = 28.16 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
CHICAGO/O HARE IL Latitude = 41.98 N WMO No. 7253 Longitude = 87.9 W Elevation = 673 feet Period of Record = 1967 to 1996 Average Pressure = 29.27 inches Hg Design Criteria Data Mean Coincident (Average)
Design Criteria Data
MADISON/DANE CO. RGNL WI Latitude = 43.13 N WMO No. 72641 Longitude = 89.33 W Elevation = 866 feet Period of Record = 1973 to 1996 Average Pressure = 29.5 inches Hg Design Criteria Data Mean Coincident
Design Criteria Data
RENO/CANNON INTL NV Latitude = 39.5 N WMO No. 72488 Longitude =119.7 W Elevation = 44 feet Period of Record = 1973 to 1996 Average Pressure = 25.57 inches Hg Design Criteria Data Mean Coincident (Average)
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