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Ozone Production in Global Tropospheric Models: Quantifying Errors due to Grid Resolution UNIVERSITY OF CAMBRIDGE FRCGC/JAMSTEC Oliver Wild 1,2 and Michael Prather 3 AGU Fall Meeting 2005 Poster No. A13B-0911 Contact: [email protected] 1 Frontier Research Center for Global Change, JAMSTEC, Japan; 2 now at Centre for Atmospheric Science, University of Cambridge, UK 3 Earth System Science, University of California, Irvine, California 1. Introduction Ozone production in global chemical models is dependent on model resolution because ozone chemistry is inherently nonlinear, the timescales for chemical production are short, and precursors are artificially distributed over the spatial scale of the model grid. Here we examine the sensitivity of ozone, its precursors, and its production to resolution by running a global chemical transport model at four different resolutions: T21 (5.6˚x 5.6˚), T42 (2.8˚x 2.8˚), T63 (1.9˚x 1.9˚) and T106 (1.1˚x1.1˚) under the same conditions and then by quantifying the errors in regional and global budgets. 2. Model Studies We use the FRSGC/UCI CTM [Wild and Prather, 2000] to study the global impacts of model resolution and consider East Asia to provide a regional focus. Measurements from the NASA TRACE-P campaign in Spring 2001 allow a detailed assessment of model performance. TRACE-P aircraft measurements over the Western Pacific during Spring 2001 compared with CTM data sampled along flight tracks. Distributions over each 2-km altitude bin are given by the mean (circles), median (vertical bar), quartiles (defining box) and 10th/90th percentiles (horizontal lines). Observed tendencies derived with a photochemical steady-state box model driven by observations. 5. Quantifying Resolution Errors Quantify the errors due to resolution (ε) by deriving values for the limit of infinite resolution (T ) based on the convergence T42-T63- T106, and assume that the absolute error is proportional to some power (N) of the grid size (h), i.e., ε∝h N (Richardson extrapolation). 3. Global O 3 Production 4. Regional O 3 Production -2 -1 0 1 2 P(O 3 ) /ppb/day (b) Net O 3 Production -5 0 5 10 (T-T106)/T106 /% (c) O 3 Production -5 0 5 10 (T-T106)/T106 /% (d) O 3 Destruction 0 50 100 150 O 3 /ppb 0 4 8 12 Altitude /km T21 T42 T63 T106 (a) Global Mean O 3 Impacts of resolution on the global O 3 budget for March/April 2001 showing (a) the mean O 3 profile, (b) the net chemical tendency, (c) the change in gross production relative to the T106 simulation, and (d) the change in gross destruction relative to T106. Table 2. Global Oxidant Budgets for March/April 2001 T21 T42 T63 T106 Mean O Burden (Tg) 294 284 278 275 Gross Production (Gg/day) 12290 12130 12040 11880 Gross Destruction (Gg/day) 12120 11650 11450 11290 Net O Production (Gg/day) 169 480 594 583 O Deposition (Gg/day) 2090 2210 2250 2300 O Strat/Trop Exch. (Gg/day) 2000 1760 1670 1730 O Chemical Lifetime (days) 24.25 24.34 24.25 24.34 CH Lifetime vs. OH (years) 8.06 8.32 8.44 8.57 Lifetime defined as burden divided by gross destruction. Net O 3 production over East Asia in springtime is 7-8% less at T106 than at T21, largely due to reduced distribu- tion of emitted precursors. Alternative model formula- tions: (1) more rapid PBL mixing (greater mixing, higher O 3 production) and (2) climatological aerosol loading (reduced photolysis, slower production) both show similar impacts due to resolution. Increasing resolution from T21 (5.6˚) to T106 (1.1˚) leads to (a) reduced chemical O 3 production and destruction, (b) reduced descent from stratosphere, (c) reduced global O 3 burden, and (d) increased surface deposition. Net chemical production of O 3 is higher, and the lifetime of CH 4 is longer. These reflect changes in geographical location for O 3 , its production and removal. 0 1 2 3 4 5 6 7 8 Horizontal Grid Resolution /deg 100 120 140 160 Net O 3 Tendency /Gg/day Standard Run 1-hr Mixed PBL Aerosol O 3 Production in PBL over East Asia in March/April 2001 T106 T63 T42 T21 Surface NO x emissions over East Asia in March 2001 at T106 resolution. Ozonesonde launch sites and NASA DC-8 and P-3B aircraft flight tracks during the TRACE-P campaign are indicated; the region used for diagnostics is highlighted. µg m -2 yr -1 Table 1. CTM vs. Ozonesonde Comparisons Slope Mean Bias Abs Bias T21 0.526 1.17 7.05 12.03 T42 0.567 1.11 7.15 11.20 T63 0.574 1.04 6.41 10.52 T106 0.578 1.01 5.95 9.87 Comparison of boundary layer O 3 below 800 hPa with data from 137 ozonesondes over the Western Pacific in Spring 2001, showing correlation coefficient (r), slope of linear regression and mean and absolute biases (in ppb). 6. Conclusions (1) Boundary layer O 3 production is less at higher resolution emissions less smeared, production lower, precursor export greater; agreement with aircraft/sonde measurements better at higher resolution (2) Global O 3 production is less affected by resolution chemical changes buffered by changes in deposition and distribution and by poorer representation of strat-trop exchange at T21 (3) Demonstrate convergence with increasing resolution geometric convergence occurring for T42-T63-T106 sequence (4) Large errors in regional O 3 production still present at T106 For East Asian industrial sources regional production is overestimated by 27% at T21, 13% at T42, 9% at T63, and 5% at T106 Suggests that assessments of source-receptor relationships with current CTMs focusing on climate or air quality are significantly biased; further work will be required to address these issues. 0 10 20 30 40 50 60 70 80 90 100 Ozonesonde PBL O 3 /ppb 0 10 20 30 40 50 60 70 80 90 100 FRSGC/UCI CTM PBL O 3 /ppb Sapporo Tateno Cheju Kagoshima Naha Taiwan Hong Kong Hilo Trinidad Head = 0.28 = 1.17 = 12.0 r 2 Slope Abs Bias T21 0 10 20 30 40 50 60 70 80 90 100 Ozonesonde PBL O 3 /ppb 0 10 20 30 40 50 60 70 80 90 100 FRSGC/UCI CTM PBL O 3 /ppb Sapporo Tateno Cheju Kagoshima Naha Taiwan Hong Kong Hilo Trinidad Head = 0.33 = 1.01 = 9.9 r 2 Slope Abs Bias T106 v Table 3. Con ergence and Resolution Errors in Oxidant Budgets Budgets Estimated Errors T21 T42 T63 T106 T N ε21 ε 42 ε 63 ε 106 fr Global Budgets om All Global Emissions Global gross production (Gg/yr) 12286 12130 12043 11877 11710 1.0 578 422 335 169 Global O 3 burden (Tg) 294 284 278 275 273.6 2.2 20.2 10.0 4.1 1.3 CH 4 lifetime (years) 8.06 8.32 8.44 8.57 8.73 1.0 -0.7 -0.4 -0.3 -0.2 Production from East Asian Industrial Emissions Only Regional net production (Gg/yr) 58.8 49.2 47.3 45.5 43.0 1.0 15.8 6.2 4.3 2.5 Regional gross production (Gg/yr) 102.1 90.3 88.7 86.6 84.1 1.8 18.0 6.2 4.5 2.5 Regional O 3 burden (Tg) 27.4 22.3 21.1 20.9 20.8 2.9 6.6 1.4 0.3 0.1 Global gross production (Gg/yr) 231.0 223.1 215.4 211.9 210.4 2.3 20.6 12.8 5.0 1.5 Global O 3 burden (Tg) 56.2 52.9 51.0 50.0 49.6 2.1 6.6 3.4 1.4 0.5 The O 3 production terms and burdens are generally well-behaved, with N 2, so that the resolution error ε ∝ h 2 . For some quantities such as the net stratospheric flux or O 3 lifetime the sequence is not monotonic, but in these cases the errors are usually small. Note that the convergence and error terms calculated here are based on emissions supplied at 0.5˚x 0.5˚ resolution (about 50 x 50 km), and that sub-grid-scale processes occurring at the smaller scales associated with urban plumes are not considered here. Even neglecting these small scales, significant errors remain at T106 (120 km scale). References Wild, O., and M.J. Prather, Excitation of the primary chemical mode, J. Geophys. Res. 105, 24647-24660, 2000 Wild, O., and M.J. Prather, Quantifying errors due to grid resolution, under revision for J. Geophys. Res. 0 10 20 30 40 50 Days from Start of Pulse 0 20 40 60 80 100 120 Cumulative Gross O 3 Production /Gg T106 Global T106 Regional T21 Global T21 Regional Cumulative Gross O 3 Production Isolate impacts of resolution on chemical evolution by applying a 5-day pulse of industrial NO x , CO and NMHC emissions over East Asia at each resolution. Find greater export of NO y at high resolution, but subsequent O 3 production in the global troposphere is little affected.

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Page 1: Ozone Production in Global Tropospheric Models: Quantifying … · 2010-09-27 · Ozone Production in Global Tropospheric Models: Quantifying Errors due to Grid Resolution UNIVERSITY

Ozone Production in Global Tropospheric Models:Quantifying Errors due to Grid Resolution UNIVERSITY OF

CAMBRIDGEFRCGC/JAMSTEC

Oliver Wild1,2 and Michael Prather3

AGU Fall Meeting 2005Poster No. A13B-0911

Contact:[email protected]

1 Frontier Research Center for Global Change, JAMSTEC, Japan; 2 now at Centre for Atmospheric Science, University of Cambridge, UK3 Earth System Science, University of California, Irvine, California

1. IntroductionOzone production in global chemical models is dependent on

model resolution because ozone chemistry is inherently nonlinear, the timescales for chemical production are short, and precursors are artificially distributed over the spatial scale of the model grid.

Here we examine the sensitivity of ozone, its precursors, and its production to resolution by running a global chemical transport model at four different resolutions: T21 (5.6˚x 5.6˚), T42 (2.8˚x 2.8˚), T63 (1.9˚x 1.9˚) and T106 (1.1˚x1.1˚) under the same conditions and then by quantifying the errors in regional and global budgets.

2. Model StudiesWe use the FRSGC/UCI CTM [Wild and Prather, 2000] to study the

global impacts of model resolution and consider East Asia to provide a regional focus. Measurements from the NASA TRACE-P campaign in Spring 2001 allow a detailed assessment of model performance.

TRACE-P aircraft measurements over the Western Pacific during Spring 2001 compared with CTM data sampled along flight tracks. Distributions over each 2-km altitude bin are given by the mean (circles), median (vertical bar), quartiles (defining box) and 10th/90th percentiles (horizontal lines). Observed tendencies derived with a photochemical steady-state box model driven by observations.

5. Quantifying Resolution ErrorsQuantify the errors due to resolution (ε) by deriving values for the

limit of infinite resolution (T∞) based on the convergence T42-T63-T106, and assume that the absolute error is proportional to some power (N) of the grid size (h), i.e., ε∝hN (Richardson extrapolation).

3. Global O3 Production

4. Regional O3 Production

-2 -1 0 1 2P(O

3) /ppb/day

(b) Net O3 Production

-5 0 5 10(T-T106)/T106 /%

(c) ∆ O3 Production

-5 0 5 10(T-T106)/T106 /%

(d) ∆ O3 Destruction

0 50 100 150O

3 /ppb

0

4

8

12

Alt

itu

de

/km

T21T42T63T106

(a) Global Mean O3

Impacts of resolution on the global O3 budget for March/April 2001 showing (a) the mean O3 profile, (b) the net chemical tendency, (c) the change in gross production relative to the T106 simulation, and (d) the change in gross destruction relative to T106.

Table 2. Global Oxidant Budgets for March/April 2001

T21 T42 T63 T106Mean O Burden (Tg) 294 284 278 275Gross Production (Gg/day) 12290 12130 12040 11880Gross Destruction (Gg/day) 12120 11650 11450 11290Net O Production (Gg/day) 169 480 594 583O Deposition (Gg/day) 2090 2210 2250 2300O Strat/Trop Exch. (Gg/day) 2000 1760 1670 1730O Chemical Lifetime (days) 24.25 24.34 24.25 24.34CH Lifetime vs. OH (years) 8.06 8.32 8.44 8.57

Lifetime defined as burden divided by gross destruction.

Net O3 production over East Asia in springtime is 7-8% less at T106 than at T21, largely due to reduced distribu-tion of emitted precursors. Alternative model formula-tions: (1) more rapid PBL mixing (greater mixing, higher O3 production) and (2) climatological aerosol loading (reduced photolysis, slower production) both show similar impacts due to resolution.

Increasing resolution from T21 (5.6˚) to T106 (1.1˚) leads to (a) reduced chemical O3 production and destruction, (b) reduced descent from stratosphere, (c) reduced global O3 burden, and (d) increased surface deposition. Net chemical production of O3 is higher, and the lifetime of CH4 is longer. These reflect changes in geographical location for O3, its production and removal.

0 1 2 3 4 5 6 7 8Horizontal Grid Resolution /deg

100

120

140

160

Net

O3 T

end

ency

/G

g/d

ay

Standard Run 1-hr Mixed PBL Aerosol

O3 Production in PBL over East Asia in March/April 2001

T106 T63 T42

T21

Surface NOx emissions over East Asia in March 2001 at T106 resolution. Ozonesonde launch sites and NASA DC-8 and P-3B aircraft flight tracks during the TRACE-P campaign are indicated; the region used for diagnostics is highlighted.

µg m-2 yr-1

Table 1. CTM vs. Ozonesonde ComparisonsSlope Mean Bias Abs Bias

T21 0.526 1.17 7.05 12.03T42 0.567 1.11 7.15 11.20T63 0.574 1.04 6.41 10.52T106 0.578 1.01 5.95 9.87

Comparison of boundary layer O3 below 800 hPa with data from 137 ozonesondes over the Western Pacific in Spring 2001, showing correlation coefficient (r), slope of linear regression and mean and absolute biases (in ppb).

6. Conclusions(1) Boundary layer O3 production is less at higher resolution

emissions less smeared, production lower, precursor export greater;agreement with aircraft/sonde measurements better at higher resolution

(2) Global O3 production is less affected by resolutionchemical changes buffered by changes in deposition and distribution and by poorer representation of strat-trop exchange at T21

(3) Demonstrate convergence with increasing resolutiongeometric convergence occurring for T42-T63-T106 sequence

(4) Large errors in regional O3 production still present at T106For East Asian industrial sources regional production is overestimated by27% at T21, 13% at T42, 9% at T63, and 5% at T106

Suggests that assessments of source-receptor relationships with current CTMs focusing on climate or air quality are significantly biased; further work will be required to address these issues.

0 10 20 30 40 50 60 70 80 90 100

Ozonesonde PBL O3 /ppb

0

10

20

30

40

50

60

70

80

90

100

F

RSG

C/U

CI

CTM

PB

L

O

3 /

pp

b

Sapporo

Tateno Cheju

Kagoshima

Naha Taiwan Hong Kong

Hilo Trinidad Head

= 0.28= 1.17= 12.0

r2

SlopeAbs Bias

T21

0 10 20 30 40 50 60 70 80 90 100

Ozonesonde PBL O3 /ppb

0

10

20

30

40

50

60

70

80

90

100

FRSG

C/U

CI

CTM

PB

L

O

3 /

pp

b

Sapporo

Tateno Cheju

Kagoshima

Naha Taiwan Hong Kong

Hilo Trinidad Head

= 0.33= 1.01= 9.9

r2

SlopeAbs Bias

T106

vTable 3. Con ergence and Resolution Errors in Oxidant Budgets

Budgets Estimated Errors

T21 T42 T63 T106 T∞ N ε21 ε42 ε63 ε106

frGlobal Budgets om All Global EmissionsGlobal gross production (Gg/yr) 12286 12130 12043 11877 11710 1.0 578 422 335 169Global O3 burden (Tg) 294 284 278 275 273.6 2.2 20.2 10.0 4.1 1.3CH4 lifetime (years) 8.06 8.32 8.44 8.57 8.73 1.0 -0.7 -0.4 -0.3 -0.2

Production fromEast Asian Industrial Emissions OnlyRegional net production (Gg/yr) 58.8 49.2 47.3 45.5 43.0 1.0 15.8 6.2 4.3 2.5Regional gross production (Gg/yr) 102.1 90.3 88.7 86.6 84.1 1.8 18.0 6.2 4.5 2.5Regional O3 burden (Tg) 27.4 22.3 21.1 20.9 20.8 2.9 6.6 1.4 0.3 0.1Global gross production (Gg/yr) 231.0 223.1 215.4 211.9 210.4 2.3 20.6 12.8 5.0 1.5Global O3 burden (Tg) 56.2 52.9 51.0 50.0 49.6 2.1 6.6 3.4 1.4 0.5

The O3 production terms and burdens are generally well-behaved, with N ≈ 2, so that the resolution error ε ∝ h2. For some quantities such as the net stratospheric flux or O3 lifetime the sequence is not monotonic, but in these cases the errors are usually small.

Note that the convergence and error terms calculated here are based on emissions supplied at 0.5˚x 0.5˚ resolution (about 50 x 50 km), and that sub-grid-scale processes occurring at the smaller scales associated with urban plumes are not considered here. Even neglecting these small scales, significant errors remain at T106 (120 km scale).

ReferencesWild, O., and M.J. Prather, Excitation of the primary chemical mode, J. Geophys. Res. 105, 24647-24660, 2000Wild, O., and M.J. Prather, Quantifying errors due to grid resolution, under revision for J. Geophys. Res.

0 10 20 30 40 50Days from Start of Pulse

0

20

40

60

80

100

120

Cu

mu

lati

ve G

ross

O3

Pro

du

ctio

n /

Gg

T106 Global T106 Regional

T21 GlobalT21 Regional

Cumulative Gross O3 Production

Isolate impacts of resolution on chemical evolution by applying a 5-day pulse of industrial NOx, CO and NMHC emissions over East Asia at each resolution. Find greater export of NOy at high resolution, but subsequent O3 production in the global troposphere is little affected.