urban pollution modeling in winter – japan experience toshimasa ohara (shizuoka university)

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URBAN POLLUTION MODELING IN WINTER – JAPAN EXPERIENCE Toshimasa Ohara (Shizuoka University) Yuki Otsuka (Shizuoka University) Seiji Sugata (National Inst. for Environ. Studies) Tatsuko Morikawa (Petroleum Energy Center )

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URBAN POLLUTION MODELING IN WINTER – JAPAN EXPERIENCE Toshimasa Ohara (Shizuoka University) Yuki Otsuka (Shizuoka University) Seiji Sugata (National Inst. for Environ. Studies) - PowerPoint PPT Presentation

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  • URBAN POLLUTION MODELING IN WINTER JAPAN EXPERIENCE

    Toshimasa Ohara (Shizuoka University) Yuki Otsuka (Shizuoka University) Seiji Sugata (National Inst. for Environ. Studies) Tatsuko Morikawa (Petroleum Energy Center )

  • Background

    High wintertime concentrations of aerosol particles are serious atmospheric environment problem in Japan, especially in the Tokyo Metropolitan Area (TMA). In the past three decades, the urban air pollution in Japan has gradually improved due to a series of emission control. Still however, the TMA experiences unacceptable air quality with high levels of particle matter during winter.

  • Objectives

    To clarify the mechanism of urban pollution formation in the TMA, an intensive field study was conducted in December 1999 covering the TMA by the Japan Clean Air Program (JCAP)*. These observations were successful in detecting typical episodes of urban pollution in the TMA during winter.

    * Japan Clean Air Program (JCAP), which was launched in 1997 by the Petroleum Energy Center, in collaboration with automobile and oil industries in Japan.

    This presentation focused on the current application results of regional three-dimensional model to the JCAP field campaign in December 1999 in order to analyze the formation mechanism of the heavy air pollution of the aerosol particles and those precursors in winter in the TMA.

  • Characteristics of urban pollution in the TMA

    Complicated meteorology by terrain complexities The terrain complexities generate complex local wind circulation such as land/sea and mountain/valley flows, and these wind circulation system play a significant role for the urban air quality.

    Trans-boundary pollution The trans-boundary pollution from Asian countries influence urban pollution.

    Major emission is automobile Major emission source is related in automobiles likewise in many mega-cities in the world.

  • Characteristic of the urban pollution in the TMA (1)

    Topography around the TMAThe terrain complexities generate complex local wind circulation such as land/sea and mountain/valley flows, and these wind circulation system play a significant role for the urban air quality.Mizuno and Kondo, 1992Ohara and Uno, 1997TokyoTsukubaMeso-frontCalmMeso-frontStrong inversion layerKanto Plain

  • Characteristic of the urban pollution in the TMA (2)

    The trans-boundary pollution from Asian countries influence urban pollution. Annual spatial distribution for surface sulfate (g/m3) Average surface aerosols in spring, 2001 Ammonium Nitrate EC OC

  • Characteristic of the urban pollution in the TMA (3)

    Major source is the automotive emission likewise in many mega-cities in the world.Emission map around the TMAContribution of emissions related in automobilesLine sources from automobile emissions

    NOx59%SO225%NMVOC40%CO90%EC90%OC95%

  • 2. JCAP field campaign in winter, 1999

  • Overview of observationsTo clarify the mechanism of urban pollution formation in the TMA, an intensive field study,including aircraft flights and continuous surface measurements of aerosol mass at 18 sites, was conducted in December 1999 covering the TMA by the JCAP. Intensive study days: 7 to 11, December

  • Time variations for surface NO2 09 December, 199910 December, 1999(a) Meso-front type(b) Wide stagnation typeMeso-frontTwo typical pattern of severe pollution (a) Meso-front type Northern part of the front Stagnation and inversion layer Heavy pollution . Southern part of the front Strong wind Clean

    (b) Wide stagnation type Over the wide area of TMA Weak wind Heavy pollution

  • Typical heavy pollution episodes 2100 JST 10 Dec., 19991800 JST 9 Dec., 1999airflowSPMSPMairflowHeavy pollution in the wide areaMeso-frontPollutedCalmClean Y K O1 O2 F

    Y K O1 O2 F

    Aerosol compositionAerosol compositionSouth Front North(a) Meso-front type(b) Wide stagnation type75 m height

  • 3. Model and simulation conditions

  • To simulate the urban pollution in the TMA

    (1) Complicated meteorology by terrain complexities

    Coupled model of RAMS and CMAQ with horizontal and vertical nesting

    (2) Trans-boundary pollution

    Three nested grids ( East Asia + Japanese Island + TMA ) (3) Major emission is automobile

    Emission inventory for automobile source developed by the JCAP

  • ModelDomainsTop of vertical level : 10 kmSimulation period : December 6 to 11, 1999Evaluation area Tokyo Metropolitan Area (TMA)Central Japan (Gird2)Kanto Plain (Grid3)East Asia (Grid1)Height above S.L. (m)< Number of grid points > 66(x)58(y)20(z) 50(x)50(y)20(z) 40(x)50(y)26(z) < Horizontal grid interval > 44.8 km (x, y) 11.2 km (x, y) 5.6 km (x, y)< Depth of 1st layer > 100 m 100 m 20 m

  • Simulation model Regional Met. Model (CSU-RAMS 4.3) ECMWF Met. data FDDA Input ParametersSST, Topography 3-D High Frequency Met. Data Set Chemical Transport Model (CMAQ) Emission DataNOx, SO2, CO, NH3, EC, OC, NMVOC (including biogenic)Boundary Concentrations Initial Concentrations Gases, AerosolsGrid 1: Carmichael & Streets (2001) etc.Grid 2, 3 : JCAP

  • Description of meteorological model CSU-RAMS Ver.4.3Colorado State University - Regional Atmospheric Modeling System) Map projection: Polar-stereographic Vertical coordinate system: z terrain-following Non-hydrostatic Cloud: Kuo-type scheme Surface layer: Louis scheme Vertical diffusivity: Mellor & Yamada scheme (2.5level) Four-dimensional data assimilation: ECMWF Data Sets (Analysis, Lon.-Lat.=0.5deg, t=6 hours) Two-way nesting

  • Description of Chemical Transport Model Models-3/CMAQModels-3 Community Multiscale Air Quality) developed by Byun and Ching (1999) of U.S. EPA Advection with piece-wise parabolic method (PPM) Vertical diffusion with K-theory parameterization Deposition flux as bottom boundary condition for the vertical diffusion Mass conservation adjustment scheme Horizontal diffusion with scale dependent diffusivity Carbon Bond 4 (CB-4) chemistry mechanism with isoprene chemistry QSSA gas-phase reaction solver Emissions injected in the vertical diffusion module Aqueous-phase reactions and convective cloud mixing Modal approach aerosol size distribution and dynamics One-way nesting

  • Aerosol species in Models-3/CMAQ ASO4J Sulfate (Accumulation mode) ASO4I (Aitken mode)ANH4J Ammonium (Accumulation mode)ANH4I (Aitken mode)ANO3J Nitrate (Accumulation mode)ANO3I (Aitken mode) AORGAJ Anthropogenic secondary organic (Accumulation mode)AORGAI (Aitken mode)AORGPAJ Primary organic (Accumulation mode)AORGPAI (Aitken mode mode)AORGBJ Secondary biogenic organic (Accumulation mode)AORGBI (Aitken mode)AECJ Elemental carbon (Accumulation mode) AECI (Aitken mode)A25J Unspecified anthropogenic mass (Accumulation mode)A25I (Aitken mode)16 components

  • 4. Results and discussion

    4-1 Comparison with observations 4-2 Vertical SPM structure 4-3 Aerosol composition

    4-4 OC formation processes

  • Comparison with observations (Meteorological fields)12/10 2100 JST Thin regularly spaced: model Thicker: observationRAMS with the data nudging using ECMWF reanalysis data set could reproduce well the meteorological fields in the TMA through the field campaign. However, it was difficult to simulate exactly the wind field, for example, the location of meso-front and the strong stagnant air condition.CalmMeso-frontCalm

  • Comparison with observations (Air quality)CMAQ with RAMS could reproduce reasonably well the temporal variations of the observed concentrations of the aerosol particles and their precursor gases.

  • Comparison with observations (SPM distribution) 2000 JST 10 Dec.1800 JST 9 Dec.ModelObservationObservationModel(1) CMAQ with RAMS could reproduce reasonably well the observed spatial distribution. (2) However, the model failed to simulate accurately the high concentration area and also the simulated concentration tends to be low. This situation may be explained by Lack of reproduction of the meteorological field simulated by the RAMS Underestimation of anthropogenic emissions(3) Especially, it was very important to reproduce the details of meteorological fields by a meteorological model.

  • Comparison with observations (Average particle composition for two-day period)ObservationModel The model can calculate only the fine particles, sulfate, nitrate, ammonium, EC, and OC. For five fine components, modeled compositions are almost similar to observations. Model tends to underestimate the observed concentrations for components except EC. Contribution of EC and OC to the total particles is very high.

  • Spatial distribution of SPML1L22000 JST 10 Dec.1800 JST 9 Dec.North InlandSouth SeaN-S vertical section along the line LHorizontal (surface)North InlandSouth SeaPollutedClean Polluted air mass < horizontal > 50 km < vertical > 250 m Very shallow by the surface inversion layer. Flight observation: below 300 m Polluted air mass < horizontal > 100 km < vertical > 900 m Flight observation: below 900 m Modeled depth of vertical polluted layer accorded with the flight observations. Modeled meso-frontModeled meso-front(a) Meso-front type(b) Wide stagnation type

  • Average fine particle composition (for two-day period) SurfaceColumn (below 2000 m height)Average in a whole domain (1) Percentage of Carbonaceous particles (EC+OC) is 50% at surface. They mainly caused by the primary fine particles emitted from automobiles in the TMA. (2) NO3- and NH4+ percentages around the TMA is higher than that in the TMA.

  • Average composition of fine particles at surface in the TMA (for two-day period) (1) Modeled composition is agreement with the observations except the ratio of EC and OC. (2) At surface, the total carbonaceous particles content (EC+OC) reaches to 66%.(3) At aloft, the contributions of carbonaceous particles decrease with the altitude because the effect of surface emissions is smaller; instead, the contribution for NO3- and SO42- increase because they are secondary particles.

  • Average OC components (for two-day period) Primary OC Anthropogenic Secondary OC Biogenic Secondary OC (POC) (ASOC) (BSOC)OCg/m3At surface, 80% Small fraction (almost 5%) Higher in the mountainous area; 15% ; important component of OC in this area despite the low reactivity in winter.TMA

    aorgpaaorgaaorgb

    gtool

    /2/2/

    graph

    graph

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    data_catcel_tosin

    OC 9-10

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    day8-17

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    night

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    /OC

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    day8-17

    avr_aorga/OC6.839.2110.3111.0711.7612.3913.0913.7414.4015.2817.1518.2918.3520.5922.0423.8920.3213.399.706.435.3012.4881.8699.80100.00

    avr_aorgpa/OC80.6974.8872.4370.9369.6168.5567.3466.4065.5064.5763.3161.9863.5165.6070.7673.7479.3486.5790.2993.5794.7087.5218.140.200.00

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    night

    avr_aorga/OC3.596.037.368.048.719.279.9210.5211.0711.6513.5115.4915.9515.6814.4312.328.135.676.306.716.4519.6887.1899.82100.00

    avr_aorgpa/OC80.4470.1265.2763.4361.9261.3360.8561.2661.8763.3764.1464.8770.5577.1281.4885.3591.3694.3093.6993.2893.5580.3212.820.180.00

    avr_aorgb/OC15.9723.8527.3628.5329.3729.4029.2228.2227.0624.9822.3519.6313.507.204.092.330.510.030.010.000.000.000.000.000.00

    2000mOC%

    avrAOC2.01E+001.25E+001.11E+001.09E+001.05E+001.15E+001.25E+001.35E+001.52E+001.85E+003.27E+002.66E+002.20E+001.85E+001.46E+008.65E-014.32E-011.36E-011.81E-022.34E-030.00E+000.00E+000.00E+000.00E+000.00E+000.27

    avr_aorga9.87E-029.26E-029.59E-021.02E-011.05E-011.22E-011.40E-011.60E-011.88E-012.42E-014.85E-014.30E-013.56E-013.06E-012.31E-011.26E-014.85E-021.16E-021.54E-031.52E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0312.65

    avr_aorgpa1.61E+008.99E-017.58E-017.23E-016.84E-017.35E-017.88E-018.51E-019.53E-011.17E+002.08E+001.72E+001.51E+001.37E+001.16E+007.23E-013.82E-011.24E-011.66E-022.19E-030.00E+000.00E+000.00E+000.00E+000.00E+000.1968.42

    avr_aorgb2.97E-012.58E-012.58E-012.64E-012.64E-012.91E-013.19E-013.42E-013.77E-014.38E-017.01E-015.18E-013.31E-011.69E-016.59E-021.60E-021.43E-034.22E-051.30E-063.44E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0518.93

    day8-17

    avrAOC4.05E+002.86E+002.63E+002.59E+002.53E+002.76E+002.99E+003.23E+003.58E+004.26E+007.66E+006.20E+004.97E+003.65E+002.38E+001.12E+000.60

    avraorga2.77E-012.64E-012.71E-012.87E-012.97E-013.42E-013.92E-014.44E-015.15E-016.50E-011.31E+001.13E+009.12E-017.52E-015.25E-012.69E-011.17E-013.41E-025.72E-036.02E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0915.04

    avraorgpa3.27E+002.14E+001.90E+001.84E+001.76E+001.89E+002.01E+002.15E+002.34E+002.75E+004.85E+003.84E+003.16E+002.39E+001.69E+008.29E-014.56E-012.21E-015.32E-028.76E-030.00E+000.00E+000.00E+000.00E+000.00E+000.4167.55

    avraorgb5.06E-014.55E-014.54E-014.67E-014.71E-015.26E-015.85E-016.41E-017.19E-018.58E-011.50E+001.22E+009.02E-015.04E-011.72E-012.67E-021.95E-031.15E-044.53E-061.27E-070.00E+000.00E+000.00E+000.00E+000.00E+000.1117.41

    night

    avrAOC6.31E+003.51E+003.05E+002.98E+002.89E+003.16E+003.46E+003.79E+004.32E+005.44E+009.31E+007.33E+005.81E+005.11E+004.32E+002.63E+000.77

    avraorga2.27E-012.12E-012.24E-012.40E-012.51E-012.93E-013.43E-013.98E-014.78E-016.34E-011.26E+001.14E+009.26E-018.01E-016.23E-013.24E-019.56E-021.72E-021.47E-031.29E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0911.40

    avraorgpa5.08E+002.46E+001.99E+001.89E+001.79E+001.94E+002.10E+002.32E+002.67E+003.45E+005.97E+004.76E+004.10E+003.94E+003.52E+002.25E+001.07E+002.87E-012.19E-021.79E-030.00E+000.00E+000.00E+000.00E+000.00E+000.5368.41

    avraorgb1.01E+008.38E-018.33E-018.50E-018.48E-019.29E-011.01E+001.07E+001.17E+001.36E+002.08E+001.44E+007.84E-013.68E-011.76E-016.13E-026.02E-039.73E-051.53E-063.24E-080.00E+000.00E+000.00E+000.00E+000.00E+000.1620.19

    OC

    g/m3

    OC

    2.01E+0080.76.812.580.43.616.080.34.914.8

    58.29E-0169.611.818.661.98.729.465.010.025.0

    =158.89E-0270.822.07.281.514.44.179.715.84.5

    2.72E-0167.515.017.468.411.420.268.412.618.9

    avrsel Data_catcel

    g/m3OC

    OCOCOC

    2.012.031.9980.34.914.880.76.812.580.03.616.4

    85m0.830.990.7285m65.010.025.069.611.818.660.58.331.2

    1500m0.090.070.101500m79.715.84.570.822.07.284.112.73.2

    0.270.320.3068.412.618.968.414.517.170.99.619.5

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    85m

    1500m

    OC

    000

    000

    000

    000

    OC

    OC

    OC

    OCg/m3

    OC

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    OC 9-10

    height(m)021.8445.6471.6399.37132.41171.81218.61276.03355.59536.80744.16992.991291.591649.912079.892595.873215.043958.054849.665849.666849.667849.668849.669849.6610849.66

    (m)021.8423.8025.9927.7433.0539.3946.8157.4179.57181.21207.36248.83298.60358.32429.98515.98619.17743.01891.611000.001000.001000.001000.001000.001000.00

    01.001.091.191.271.511.802.142.633.648.309.5011.4013.6716.4119.6923.6328.3634.0340.8395.2595.2505118154

    z12345678910111213141516171819202122232425sumcolumn avr

    g/m3

    avrAOCOC2.01E+001.25E+001.02E+009.14E-018.29E-017.59E-016.91E-016.31E-015.77E-015.08E-013.94E-012.81E-011.93E-011.35E-018.89E-024.39E-021.83E-024.79E-035.32E-045.73E-053.87E-061.69E-072.02E-081.38E-081.02E-08

    avr_aorga9.87E-029.26E-028.80E-028.54E-028.30E-028.04E-027.78E-027.48E-027.17E-026.64E-025.84E-024.53E-023.12E-022.23E-021.41E-026.39E-032.05E-034.10E-044.52E-053.71E-062.17E-072.72E-081.74E-081.38E-081.02E-08

    avr_aorgpa1.61E+008.99E-016.95E-016.07E-015.39E-014.86E-014.37E-013.97E-013.62E-013.21E-012.51E-011.81E-011.33E-011.00E-017.08E-023.67E-021.62E-024.38E-034.87E-045.36E-053.65E-061.42E-072.81E-092.32E-115.11E-14

    avr_aorgb2.97E-012.58E-012.36E-012.21E-012.08E-011.92E-011.77E-011.60E-011.43E-011.20E-018.45E-025.46E-022.90E-021.24E-024.02E-038.12E-046.04E-051.49E-063.81E-088.43E-101.17E-111.17E-137.11E-165.25E-186.52E-21

    day8-17

    avrAOCOC2.03E+001.43E+001.21E+001.09E+009.95E-019.12E-018.29E-017.54E-016.80E-015.84E-014.62E-013.26E-012.18E-011.33E-017.26E-022.86E-021.22E-024.50E-038.66E-041.15E-047.43E-062.55E-072.08E-081.29E-089.30E-09

    avraorga1.38E-011.32E-011.24E-011.21E-011.17E-011.13E-011.09E-011.04E-019.80E-028.93E-027.92E-025.97E-024.00E-022.75E-021.60E-026.82E-032.47E-036.02E-048.41E-057.37E-063.94E-073.19E-081.70E-081.28E-089.30E-09

    avraorgpa1.63E+001.07E+008.74E-017.73E-016.92E-016.25E-015.58E-015.00E-014.45E-013.77E-012.92E-012.02E-011.39E-018.76E-025.14E-022.11E-029.65E-033.89E-037.82E-041.07E-047.04E-062.23E-073.77E-092.63E-113.71E-14

    avraorgb2.53E-012.28E-012.08E-011.96E-011.85E-011.74E-011.62E-011.50E-011.37E-011.18E-019.02E-026.44E-023.96E-021.84E-025.23E-036.77E-044.13E-052.03E-066.66E-081.55E-091.91E-111.45E-137.31E-165.80E-186.95E-21

    night

    avrAOCOC1.99E+001.12E+008.91E-017.93E-017.15E-016.53E-015.96E-015.47E-015.06E-014.55E-013.47E-012.49E-011.76E-011.36E-011.00E-015.46E-022.25E-024.99E-033.01E-041.78E-051.41E-061.10E-071.98E-081.45E-081.09E-08

    avraorga7.14E-026.55E-026.28E-026.11E-025.96E-025.79E-025.66E-025.50E-025.35E-025.06E-024.41E-023.53E-022.52E-021.88E-021.27E-026.10E-031.77E-032.77E-041.83E-051.19E-069.46E-082.40E-081.77E-081.44E-081.09E-08

    avraorgpa1.60E+007.79E-015.72E-014.93E-014.33E-013.90E-013.53E-013.25E-013.05E-012.83E-012.23E-011.66E-011.29E-011.09E-018.42E-024.76E-022.07E-024.71E-032.83E-041.66E-051.31E-068.58E-082.15E-092.11E-116.08E-14

    avraorgb3.28E-012.79E-012.56E-012.39E-012.23E-012.05E-011.87E-011.66E-011.48E-011.22E-018.05E-024.78E-022.18E-028.21E-033.18E-039.06E-047.36E-051.12E-061.84E-083.55E-106.56E-129.70E-146.97E-164.88E-186.23E-21

    /OC

    avr_aorga/OC4.927.418.639.3410.0110.6011.2511.8512.4113.0714.8216.1416.1816.5415.8214.5511.228.568.496.485.6116.0986.0999.83100.00

    avr_aorgpa/OC80.2871.9468.1966.4364.9664.0563.1562.8762.7563.2863.7464.4268.7874.2979.6683.6088.4591.4191.5193.5294.3983.9013.910.170.00

    avr_aorgb/OC14.8020.6523.1924.2325.0325.3525.6025.2824.8323.6521.4419.4515.039.174.521.850.330.030.010.000.000.000.000.000.00

    day8-17

    avr_aorga/OC6.839.2110.3111.0711.7612.3913.0913.7414.4115.2817.1518.2918.3520.5922.0423.8820.3213.399.706.435.3012.4881.8799.80100.00

    avr_aorgpa/OC80.6974.8872.4370.9369.6168.5567.3466.4065.5064.5763.3161.9863.5165.6070.7673.7479.3486.5790.2993.5694.7087.5218.140.200.00

    avr_aorgb/OC12.4815.9117.2618.0018.6319.0719.5619.8520.1020.1519.5419.7318.1413.817.212.370.340.050.010.000.000.000.000.000.00

    night

    avr_aorga/OC3.585.837.057.708.338.889.4910.0510.5711.1212.6914.1914.3313.8012.7111.187.845.566.086.676.7221.8889.1599.85100.00

    avr_aorgpa/OC79.9969.3564.2262.1760.4959.7159.1259.5060.2162.1364.1366.6273.3080.1784.1187.1691.8494.4293.9293.3393.2878.1210.850.150.00

    avr_aorgb/OC16.4224.8128.7330.1331.1731.4131.3930.4429.2226.7523.1719.1912.376.033.181.660.330.020.010.000.000.000.000.000.00

    2000mOC%

    avrAOC2.01E+001.25E+001.11E+001.09E+001.05E+001.15E+001.25E+001.35E+001.52E+001.85E+003.27E+002.66E+002.20E+001.85E+001.46E+008.65E-014.32E-011.36E-011.81E-022.34E-030.00E+000.00E+000.00E+000.00E+000.00E+000.27

    avr_aorga9.87E-029.26E-029.59E-021.02E-011.05E-011.22E-011.40E-011.60E-011.88E-012.42E-014.85E-014.30E-013.56E-013.06E-012.31E-011.26E-014.85E-021.16E-021.54E-031.52E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0312.65

    avr_aorgpa1.61E+008.99E-017.58E-017.23E-016.84E-017.35E-017.88E-018.51E-019.53E-011.17E+002.08E+001.72E+001.51E+001.37E+001.16E+007.23E-013.82E-011.24E-011.66E-022.19E-030.00E+000.00E+000.00E+000.00E+000.00E+000.1968.42

    avr_aorgb2.97E-012.58E-012.58E-012.64E-012.64E-012.91E-013.19E-013.42E-013.77E-014.38E-017.01E-015.18E-013.31E-011.69E-016.59E-021.60E-021.43E-034.22E-051.30E-063.44E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0518.93

    day8-17

    avrAOC4.05E+001.43E+001.31E+001.30E+001.26E+001.38E+001.50E+001.62E+001.79E+002.13E+003.83E+003.10E+002.49E+001.83E+001.19E+005.62E-010.32

    avraorga2.77E-011.32E-011.36E-011.44E-011.49E-011.71E-011.96E-012.22E-012.58E-013.25E-016.57E-015.67E-014.56E-013.76E-012.63E-011.34E-015.84E-021.71E-022.86E-033.01E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0514.50

    avraorgpa3.27E+001.07E+009.52E-019.20E-018.80E-019.46E-011.01E+001.07E+001.17E+001.37E+002.42E+001.92E+001.58E+001.20E+008.43E-014.15E-012.28E-011.10E-012.66E-024.38E-030.00E+000.00E+000.00E+000.00E+000.00E+000.2268.41

    avraorgb5.06E-012.28E-012.27E-012.34E-012.35E-012.63E-012.93E-013.21E-013.59E-014.29E-017.49E-016.11E-014.51E-012.52E-018.58E-021.33E-029.76E-045.76E-052.26E-066.33E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0617.09

    night

    avrAOC6.31E+001.12E+009.71E-019.44E-019.08E-019.88E-011.08E+001.17E+001.33E+001.66E+002.88E+002.36E+002.00E+001.86E+001.64E+001.07E+000.30

    avraorga2.27E-016.55E-026.85E-027.27E-027.57E-028.77E-021.02E-011.18E-011.41E-011.84E-013.66E-013.35E-012.87E-012.57E-012.09E-011.20E-014.17E-027.86E-036.23E-044.84E-050.00E+000.00E+000.00E+000.00E+000.00E+000.039.59

    avraorgpa5.08E+007.79E-016.24E-015.87E-015.50E-015.90E-016.36E-016.97E-018.02E-011.03E+001.85E+001.58E+001.47E+001.49E+001.38E+009.36E-014.89E-011.34E-019.63E-036.77E-040.00E+000.00E+000.00E+000.00E+000.00E+000.2170.90

    avraorgb1.01E+002.79E-012.79E-012.84E-012.83E-013.10E-013.38E-013.57E-013.89E-014.44E-016.68E-014.54E-012.48E-011.12E-015.22E-021.78E-021.74E-033.17E-056.27E-071.45E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0619.51

    g/m3

    OC

    2.01E+001.630.140.251.600.070.3380.34.914.8

    58.29E-010.690.120.190.430.060.2265.010.025.0

    =158.89E-020.050.020.010.080.010.0079.715.84.5

    2.72E-010.220.050.060.210.030.0668.412.618.9

    5=15

    0.690.120.190.050.020.011.630.140.25

    0.430.060.220.080.010.001.600.070.33

    00

    00

    00

    85m

    2.00722.0251.9949

    0.829290.994730.7152

    0.0888740.0726110.10009

    0.27223758370.32294325160.2972437921

    daily average OC concentration

    daytime average OC concentration

    nighttime average OC concentration

    OCg/m3

    OC Concentration

    00

    00

    00

    1500m

    00

    00

    00

    OC

    g/m3

    OC

    2.01E+001.630.140.251.600.070.3380.34.914.8

    58.29E-010.690.120.190.430.060.2265.010.025.0

    =158.89E-020.050.020.010.080.010.0079.715.84.5

    2.72E-010.220.050.060.210.030.0668.412.618.9

    avrsel Data_catcel

    concentrationg/m3The rates according to OC generation process

    daily averagedaytime averagenighttime averagedaily averagedaytime averagenighttime average

    OC concentrationOC concentrationOC concentrationPOCASOCBSOCPOCASOCBSOCPOCASOCBSOC

    surface average2.012.031.99surface average80.34.914.880.76.812.580.03.616.4

    Near the altitude of 85m0.830.990.72Near the altitude of 85m65.010.025.069.611.818.660.58.331.2

    Near the altitude of 1500m0.090.070.10Near the altitude of 1500m79.715.84.570.822.07.284.112.73.2

    column (below 2000m )0.270.320.30column (below 2000m )68.412.618.968.414.517.170.99.619.5

    primary organic carbonanthropogenic secondary organic carbonbiogenic secondary organic carbn

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    0000

    surface average

    Near the altitude of 85m

    Near the altitude of 1500m

    column (below 2000m )

    The rate according to OC generation process

    000

    000

    000

    000

    daily average OC concentration

    daytime average OC concentration

    nighttime average OC concentration

    OCg/m3

    OC Concentration

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    0

    0

    0

    0

    0

    0

    100m

    0

    0

    0

    1600m

    0

    0

    0

    0000

    0000

    0000

    0000

    0000

    0000

    5

    =15

    0

    0

    0

    0

    0

    0

    5

    00

    00

    00

    00

    OC 9-10

    height(m)021.8445.6471.6399.37132.41171.81218.61276.03355.59536.80744.16992.991291.591649.912079.892595.873215.043958.054849.665849.666849.667849.668849.669849.6610849.66

    (m)021.8423.8025.9927.7433.0539.3946.8157.4179.57181.21207.36248.83298.60358.32429.98515.98619.17743.01891.611000.001000.001000.001000.001000.001000.00

    01.001.091.191.271.511.802.142.633.648.309.5011.4013.6716.4119.6923.6328.3634.0340.8395.2595.2505118154

    z12345678910111213141516171819202122232425sumcolumn avr

    g/m3

    avrAOCOC5.11E+002.32E+001.61E+001.31E+001.13E+001.01E+009.01E-018.15E-017.35E-016.43E-014.70E-013.36E-012.21E-011.30E-019.01E-024.54E-022.16E-025.68E-035.24E-045.92E-053.92E-061.83E-072.04E-081.41E-081.04E-08

    avr_aorga1.12E-011.01E-019.45E-028.96E-028.63E-028.31E-028.06E-027.77E-027.47E-027.01E-025.93E-024.75E-023.25E-022.04E-021.34E-025.74E-032.13E-034.69E-044.74E-053.76E-062.34E-072.82E-081.75E-081.41E-081.04E-08

    avr_aorgpa4.77E+002.02E+001.32E+001.04E+008.67E-017.50E-016.53E-015.77E-015.07E-014.33E-013.05E-012.17E-011.50E-019.66E-027.18E-023.87E-021.94E-025.21E-034.77E-045.55E-053.68E-061.55E-072.95E-092.32E-115.01E-14

    avr_aorgb2.25E-012.05E-011.96E-011.87E-011.80E-011.74E-011.68E-011.61E-011.53E-011.39E-011.05E-017.12E-023.86E-021.32E-024.85E-038.99E-043.02E-058.94E-072.92E-085.96E-106.36E-124.49E-142.52E-163.38E-183.62E-21

    day8-17

    avrAOCOC2.03E+001.43E+001.21E+001.09E+009.95E-019.12E-018.29E-017.54E-016.80E-015.84E-014.62E-013.26E-012.18E-011.33E-017.26E-022.86E-021.22E-024.50E-038.66E-041.15E-047.43E-062.55E-072.08E-081.29E-089.30E-09

    avraorga1.38E-011.32E-011.24E-011.21E-011.17E-011.13E-011.09E-011.04E-019.80E-028.93E-027.92E-025.97E-024.00E-022.75E-021.60E-026.82E-032.47E-036.02E-048.41E-057.37E-063.94E-073.19E-081.70E-081.28E-089.30E-09

    avraorgpa1.63E+001.07E+008.74E-017.73E-016.92E-016.25E-015.58E-015.00E-014.45E-013.77E-012.92E-012.02E-011.39E-018.76E-025.14E-022.11E-029.65E-033.89E-037.82E-041.07E-047.04E-062.23E-073.77E-092.63E-113.71E-14

    avraorgb2.53E-012.28E-012.08E-011.96E-011.85E-011.74E-011.62E-011.50E-011.37E-011.18E-019.02E-026.44E-023.96E-021.84E-025.23E-036.77E-044.13E-052.03E-066.66E-081.55E-091.91E-111.45E-137.31E-165.80E-186.95E-21

    night

    avrAOCOC1.99E+001.12E+008.91E-017.93E-017.15E-016.53E-015.96E-015.47E-015.06E-014.55E-013.47E-012.49E-011.76E-011.36E-011.00E-015.46E-022.25E-024.99E-033.01E-041.78E-051.41E-061.10E-071.98E-081.45E-081.09E-08

    avraorga7.14E-026.55E-026.28E-026.11E-025.96E-025.79E-025.66E-025.50E-025.35E-025.06E-024.41E-023.53E-022.52E-021.88E-021.27E-026.10E-031.77E-032.77E-041.83E-051.19E-069.46E-082.40E-081.77E-081.44E-081.09E-08

    avraorgpa1.60E+007.79E-015.72E-014.93E-014.33E-013.90E-013.53E-013.25E-013.05E-012.83E-012.23E-011.66E-011.29E-011.09E-018.42E-024.76E-022.07E-024.71E-032.83E-041.66E-051.31E-068.58E-082.15E-092.11E-116.08E-14

    avraorgb3.28E-012.79E-012.56E-012.39E-012.23E-012.05E-011.87E-011.66E-011.48E-011.22E-018.05E-024.78E-022.18E-028.21E-033.18E-039.06E-047.36E-051.12E-061.84E-083.55E-106.56E-129.70E-146.97E-164.88E-186.23E-21

    /OC

    avr_aorga/OC2.194.345.876.837.628.258.949.5310.1710.9112.6314.1414.6715.6614.8812.659.898.269.046.355.9815.4185.5899.84100.00

    avr_aorgpa/OC93.4086.8381.9878.9376.4874.4572.3970.7669.0067.4265.0564.6367.8874.1879.7385.3789.9791.7290.9593.6594.0284.5914.420.160.00

    avr_aorgb/OC4.418.8312.1514.2415.9117.3018.6719.7120.8221.6822.3221.2317.4510.165.381.980.140.020.010.000.000.000.000.000.00

    day8-17

    avr_aorga/OC6.839.2110.3111.0711.7612.3913.0913.7414.4115.2817.1518.2918.3520.5922.0423.8820.3213.399.706.435.3012.4881.8799.80100.00

    avr_aorgpa/OC80.6974.8872.4370.9369.6168.5567.3466.4065.5064.5763.3161.9863.5165.6070.7673.7479.3486.5790.2993.5694.7087.5218.140.200.00

    avr_aorgb/OC12.4815.9117.2618.0018.6319.0719.5619.8520.1020.1519.5419.7318.1413.817.212.370.340.050.010.000.000.000.000.000.00

    night

    avr_aorga/OC3.585.837.057.708.338.889.4910.0510.5711.1212.6914.1914.3313.8012.7111.187.845.566.086.676.7221.8889.1599.85100.00

    avr_aorgpa/OC79.9969.3564.2262.1760.4959.7159.1259.5060.2162.1364.1366.6273.3080.1784.1187.1691.8494.4293.9293.3393.2878.1210.850.150.00

    avr_aorgb/OC16.4224.8128.7330.1331.1731.4131.3930.4429.2226.7523.1719.1912.376.033.181.660.330.020.010.000.000.000.000.000.00

    2000mOC%

    avrAOC2.01E+002.32E+001.76E+001.56E+001.44E+001.52E+001.63E+001.75E+001.93E+002.34E+003.90E+003.19E+002.52E+001.78E+001.48E+008.94E-015.10E-011.61E-011.78E-022.42E-030.00E+000.00E+000.00E+000.00E+000.00E+000.34

    avr_aorga9.87E-021.01E-011.03E-011.07E-011.10E-011.26E-011.45E-011.67E-011.97E-012.55E-014.92E-014.51E-013.70E-012.79E-012.20E-011.13E-015.04E-021.33E-021.61E-031.54E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0310.41

    avr_aorgpa1.61E+002.02E+001.44E+001.23E+001.10E+001.14E+001.18E+001.24E+001.33E+001.58E+002.53E+002.06E+001.71E+001.32E+001.18E+007.63E-014.59E-011.48E-011.62E-022.27E-030.00E+000.00E+000.00E+000.00E+000.00E+000.2573.18

    avr_aorgb2.97E-012.05E-012.14E-012.22E-012.29E-012.64E-013.04E-013.44E-014.02E-015.08E-018.70E-016.76E-014.40E-011.81E-017.96E-021.77E-027.13E-042.54E-059.93E-072.43E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0616.41

    day8-17

    avrAOC4.05E+001.43E+001.31E+001.30E+001.26E+001.38E+001.50E+001.62E+001.79E+002.13E+003.83E+003.10E+002.49E+001.83E+001.19E+005.62E-010.32

    avraorga2.77E-011.32E-011.36E-011.44E-011.49E-011.71E-011.96E-012.22E-012.58E-013.25E-016.57E-015.67E-014.56E-013.76E-012.63E-011.34E-015.84E-021.71E-022.86E-033.01E-040.00E+000.00E+000.00E+000.00E+000.00E+000.0514.50

    avraorgpa3.27E+001.07E+009.52E-019.20E-018.80E-019.46E-011.01E+001.07E+001.17E+001.37E+002.42E+001.92E+001.58E+001.20E+008.43E-014.15E-012.28E-011.10E-012.66E-024.38E-030.00E+000.00E+000.00E+000.00E+000.00E+000.2268.41

    avraorgb5.06E-012.28E-012.27E-012.34E-012.35E-012.63E-012.93E-013.21E-013.59E-014.29E-017.49E-016.11E-014.51E-012.52E-018.58E-021.33E-029.76E-045.76E-052.26E-066.33E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0617.09

    night

    avrAOC6.31E+001.12E+009.71E-019.44E-019.08E-019.88E-011.08E+001.17E+001.33E+001.66E+002.88E+002.36E+002.00E+001.86E+001.64E+001.07E+000.30

    avraorga2.27E-016.55E-026.85E-027.27E-027.57E-028.77E-021.02E-011.18E-011.41E-011.84E-013.66E-013.35E-012.87E-012.57E-012.09E-011.20E-014.17E-027.86E-036.23E-044.84E-050.00E+000.00E+000.00E+000.00E+000.00E+000.039.59

    avraorgpa5.08E+007.79E-016.24E-015.87E-015.50E-015.90E-016.36E-016.97E-018.02E-011.03E+001.85E+001.58E+001.47E+001.49E+001.38E+009.36E-014.89E-011.34E-019.63E-036.77E-040.00E+000.00E+000.00E+000.00E+000.00E+000.2170.90

    avraorgb1.01E+002.79E-012.79E-012.84E-012.83E-013.10E-013.38E-013.57E-013.89E-014.44E-016.68E-014.54E-012.48E-011.12E-015.22E-021.78E-021.74E-033.17E-056.27E-071.45E-080.00E+000.00E+000.00E+000.00E+000.00E+000.0619.51

    OC concPOCASOCBSOC

    g/m3%%%

    SurfaceTMA5.19324

    whole domain2.081515

    ColumnTMA0.3731016

    whole domain0.3681319

    OC

    g/m3

    5.1193.402.194.41

    2.0180.694.9214.80

    0.3473.1810.4116.41

    0.2768.4212.6518.93

  • Conclusions RAMS can reproduce qualitatively the meteorological fields. However, it is difficult to simulate the exact wind field, for example, the location of meso-front and the strong stagnation.

    CMAQ with RAMS can reproduce reasonably well the particles and gases. However, the model fails to simulate accurately the high concentration because of lack of RAMS performance.

    The local wind systems play an important role in controlling the formation of heavy particle pollution. Particularly important factors are the meso-front and the strong stagnant air condition.

    The urban aerosol particles near surface in the TMA are dominated by EC and primary OC.

    The secondary biogenic organic carbon is an important OC component despite the low reactivity in winter.

  • Next steps Improvement of model performance Important tasks are To reproduce the details of meteorological field by a meso-scale meteorological model. To improve the emission inventory, especially for carbonaceous particles from automobiles. To estimate uncalculated particles, for example, chloride and coarse particles.

    Sharing lots of results and experiences of urban modeling in many cities over the world in order to improve the urban air quality

    1296213

    12918NO2NO29199912611811NO2SPM3

    : [grid1] 665820 [grid2] 505020 [grid3] 405026[gird1] 44.8km44.8km [grid2] 11.2km11.2km [grid3]5.6km5.6km

    2128119171020L91001050091010-2.52.52.55137OC

    2.5

    9171020L910010500SPM