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Evaluation of the AIRPACT2 modeling system for the Pacific Northwest Abdullah Mahmud MS Student, CEE Washington State University.

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Presentation on theme: "Evaluation of the AIRPACT2 modeling system for the Pacific Northwest Abdullah Mahmud MS Student, CEE Washington State University."— Presentation transcript:

1 Evaluation of the AIRPACT2 modeling system for the Pacific Northwest Abdullah Mahmud MS Student, CEE Washington State University

2 Introduction/Motivation Research objective Modeling system Evaluation approach Results Summary Acknowledgements Presentation outline

3  Air Indicator Report for Public Access and Community Tracking (AIRPACT) version 2 is a numerical air quality modeling system for the Pacific Northwest  AIRPACT was developed during 2000-2001  Updated to AIRPACT2 in September 2003 by incorporating air toxics, and expanding the domain Introduction

4  Next day air quality forecasts  Long term simulation record  Public education –Web products available daily to enhance public awareness –Detailed picture of air pollutant behavior— neighborhood air quality –Provides ‘what-if’ view of potential control strategies –Ideal academic resource Motivation

5 Evaluate model performance in order to understand the strengths and weaknesses of the modeling system, and find ways to improve it AIRPACT2 follows a classical photochemical modeling system that includes met, emission, and chemistry & transport components Research objectives Modeling system

6 MCIP&CALMET (met preprocessor) u, v formatted for each layer of CALMET u, v formatted for each layer of CALMET 3D met field: u, v, w, T, BL variables 3D met field: u, v, w, T, BL variables O3, VOC, NOx, primary PM Air toxics O3, VOC, NOx, primary PM Air toxics IC/BC (NCEP GFS) Landuse, terrain Landuse terrain IC/BC of gaseous & PM species, chemical mechanism, dry deposition MM5 (met model) SMOKE (emissions processor) Hourly speciated & gridded emissions Hourly speciated & gridded emissions Annual/monthly emissions, landuse & land cover CALGRID (transport & photochemical model) Model Evaluation Tool

7 AIRPACT2 animations www.airpact.wsu.edu

8 Evaluation approach  No standards for model evaluation, although some guidelines are available  Compare gas phase modeled mixing ratios, and particulate concentrations with those of measured  Extract model data for a 3x3 grid matrix for surface layer  Apply statistical metrics

9 Air quality monitoring stations

10 Evaluation metrics Mean Bias (ppb) Fractional Bias (%) Mean Error (ppb) Fractional Error (%)

11 Results  Ambient O 3 mixing ratios, and PM 2.5 concentrations for Sep 2003 were obtained from Washington Department of Ecology telemetric data network, and from ODEQ  Air toxics data were obtained from the Urban Air Toxics Measurement Campaign in Seattle for Sep – Oct 2003  Data were analyzed temporally and spatially

12 Enumclaw, WA Carus. OR Episode Non-episode Better forecasting capability Model over-predicts, although captures the diurnal pattern Hourly O 3 simulations

13 Ranked O 3 performance Relatively better performance at higher levels Over- estimates at lower mixing ratios

14 8-h max O 3 prediction performance statistics (September 2003)

15 O 3 time series (Sep 2003)

16 Air toxics simulations

17 Air toxics simulations at Seattle Beacon Hill site (Sep-Oct 2003) Ratio analysis

18 Long-term simulations (monthly average air toxics)

19 PM 2.5 simulations PM 2.5 time-series (Sep 1-15, 2003) CALGRID misses secondary formation of PM 2.5

20 Summary Airpact2 Evaluation –Good performance for O 3 during episodes –Over-estimation of non-episode O 3 mixing ratios –Over-estimation of air toxics (single site sub-grid effects?) –Captures trends and relative ratios for most species Conversion to CMAQ underway –Continue Sept 2003 evaluation for comparison to CALGRID with 4-km resolution –Expanded domain: Idaho, Oregon, Washington, southern BC with 12 km resolution –Evaluation of regional S, N, & Hg deposition

21 Acknowledgements  Joe Vaughan, Jack Chen, Jeremy Avise, Brian Lamb, and Hal Westberg  NW-AIRQUEST supports AIRPACT2  NW International Air Quality & Environmental Science Technology Consortium –17 local, state and federal agencies –Environment Canada & other Canadian agencies –WSU, UW, and UBC  Mission: provide sound science in support of regional air quality management


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