11th conference on air quality modeling - us epa...3) 11 _10m _10m _10m _10m. august 12, 2015...

23
AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 11TH CONFERENCE ON AIR QUALITY MODELING OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN Bart Brashers and Ralph Morris, Ramboll Environ Jason Maranche, Allegheny County Health Department 1

Upload: others

Post on 20-Jun-2020

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

11TH CONFERENCE ON AIR QUALITY MODELING

OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAINBart Brashers and Ralph Morris, Ramboll EnvironJason Maranche, Allegheny County Health Department

1

Page 2: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

INTRODUCTION TO MMIF

CALPUFFAERMODSCICHEM

MM5WRF

MMIF

NWP Models Dispersion Models

Page 3: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

INTRODUCTION TO MMIF FOR AERMOD

MMIF supports AERMOD in three ways

1. WRF + MMIF + AERMOD“Direct” or “AERMOD Mode”

2. WRF + MMIF + AERMET + AERMOD“AERMET Mode”

3. WRF + MMIF + AERCOARE + AERMODFor use over water

Page 4: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

THE SITUATION• The Monongahela River Valley in Allegheny County, SE of Pittsburgh

• Several sources of SO2 in the area, mostly near the valley floor

• Liberty SO2 monitor (on hill) measured 1-hr SO2 NAAQS violations

• Non-attainment area (NAA) designated, SIP revision required

4

Page 5: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

• Test many dispersion models against SO2 observations

• Hope for a clear winner

THE APPROACH – A “MODEL SHOOT-OUT”

OBS WRF

CALWRFMMIF

CALMET

CALPUFF

AERMET

AERMODSCICHEM

5

Page 6: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

WRF DOMAIN

• Five nested domains: 36, 12, 4, 1.333 and 0.444 km spacing

• Useable domain spans NAA plus some Sourcesoutside NAA

• One year used for Model Shoot-Out

• Three-year WRF production run

6

Page 7: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

444m WRF TERRAIN

• WRF terrain is smoothed for numerical stability reasons

• Approximately 130m difference between valley floor and Liberty site

KAGC (Airport)

Liberty

1430 1435 1440 1445LCC Easting (RPO projection)

160

165

170

175

180

LCC

Nor

thin

g (R

PO p

roje

ctio

n)

200 m210 m220 m230 m240 m250 m260 m270 m280 m290 m300 m310 m320 m330 m340 m350 m360 m370 m380 m390 m400 m

7

Page 8: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

TWO MET SITES, TWO SOURCES, & 444m GRID

8

Page 9: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

KEY FEATURES OF THE APPROACH

• Receptors at SO2 Site, plus rings at 100, 200… 500m

• One MMIF extraction point and AERMOD run for each facility

• Run MMIF

• Optionally run AERMET

• Run AERMOD

• Output to POSTFILEs

• Sum POSTFILEs, perform Cox-Tikvart-style statistics

• Hourly and Max-Daily statistics

Sensitivity Runs:

• How tall a MET “tower”?

• Emulate a 10m tower• Not much in each PFL file

• Emulate a tall multi-level tower• 10 levels: FLM CALPUFF levels• 17 levels: WRF levels to 250m• Not (yet) MMIF Guidance levels

• WRF domain resolution• 4km, 1.3km, or 444m

• WRF vs. re-diagnosed PBL

9

Page 10: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

COLOR-CODED STATISTICAL PERFORMANCE

10

Page 11: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

SELECTED STATISTICS – MAX DAILY VALUES AT LIBERTY SITE (ug/m3)

11

_10m

_10m

_10m

_10m

Page 12: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

12

QQ PLOTS: OBS + AERMET + AERMOD

• Traditional AERMET + AERMOD under-predicts the high range

Page 13: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

QQ PLOTS USING MMIF 10m & 250m TOWERSMMIF + AERMET + AERMODMMIF + AERMOD

13

10m

Tow

er25

0m T

ower

Page 14: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

SELECTED STATISTICS – MAX DAILY VALUES WRF RESOLUTION (ug/m3)

14

_444m

_444m

_444m

_444m

Page 15: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

Comment:

Draft MMIF Guidance (EPA-HQ-OAR-2015-0310-0008) doesn’t mention which mixing height should be used.

Draft MMIF Evaluation(EPA-HQ-OAR-2015-0310-0009) doesn’t mention which mixing height was used (it was WRF).

The following plots should tell us if more work is needed.

Note: No OBS here, just models…

1. WRF produces PBLH

• Quantized to WRF levels

• Each PBL scheme gets to define PBLH – no common method or diagnosis

2. MMIF (optionally) re-diagnoses Mixing Height

• Critical bulk Richardson number method

3. AERMET’s model

• Mechanical at night, Convective during the day

THREE SOURCES FOR MIXING HEIGHT

15

Page 16: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

WRF VS. AERMET CONVECTIVE MIXING HEIGHTS

16

Page 17: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

WRF VS. AERMET MECHANICAL MIXING HEIGHTS

17

Page 18: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

MMIF VS. AERMET CONVECTIVE MIXING HEIGHTS

18

Page 19: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

MMIF VS. AERMET MECHANICAL MIXING HEIGHTS

19

Page 20: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

SO2 DISTRIBUTION STATISTICS FORDIFFERENT MIXING HEIGHTS (ug/m3)

20

_MMIF_MIXHT

_MMIF_MIXHT

_MMIF_MIXHT

_MMIF_MIXHT

Page 21: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

• MMIF + AERMOD can give results on par with OBS + AERMOD

• A 250m MET tower is not necessarily better than a 10m tower• Depends on which statistic you value

• Finer WRF resolution doesn’t necessarily give better statistical performance (1.3km vs. 444m, 4km was too coarse in this case)

• Using too coarse of a WRF resolution under-predicts maximum SO2 concentrations

• Using WRF, MMIF, or AERMET mixing heights gave similar statistical performance of SO2 distributions

• MMIF in AERMET and AERMOD modes give similar results

CONCLUSIONS FOR THE LIBERTY SITE

21

Page 22: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

• Overall, this work supports proposed changes to Appendix W regarding MMIF

• Requiring that MMIF use AERMET mode (vs. AERMOD mode): • Assumes AERMET’s surface layer similarity is better than WRF’s• Precludes the use of MMIF in locations where AERMET’s assumptions

aren’t appropriate (e.g. over water)• Would benefit from more testing, e.g. sites in MMIF Eval. document

• Suggestion: expand MMIF Guidance document about when MMIF in AERMOD mode would be acceptable

• Suggestion: more clarity in MMIF Guidance document on MMIF’s PBL_recalc setting

• Would benefit from more testing, e.g. sites in MMIF Eval. document

COMMENTS

22

Page 23: 11th Conference on Air Quality Modeling - US EPA...3) 11 _10m _10m _10m _10m. AUGUST 12, 2015 OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN 12. ... 3. AERMET’s model • Mechanical

AUGUST 12, 2015OPTIMIZED USE OF MMIF FOR AERMOD IN COMPLEX TERRAIN

THANK YOU

23