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Daily PM 2.5 : Feb, 2000 – Feb., 2001 Mass: by Partisol FRM Ions: SO4, NO3, NH4, K, Na, Cl, PO4 by IC Elements: by ICP-AES and ICP-MS Carbon by TOT.

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Presentation on theme: "Daily PM 2.5 : Feb, 2000 – Feb., 2001 Mass: by Partisol FRM Ions: SO4, NO3, NH4, K, Na, Cl, PO4 by IC Elements: by ICP-AES and ICP-MS Carbon by TOT."— Presentation transcript:

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3 Daily PM 2.5 : Feb, 2000 – Feb., 2001 Mass: by Partisol FRM Ions: SO4, NO3, NH4, K, Na, Cl, PO4 by IC Elements: by ICP-AES and ICP-MS Carbon by TOT (O1, O2, O3, O4, EC) Organic Acids: by Capillary Electrophoresis Sampling Schedule: 9 AM – 9 AM (reduces volatile losses?) Ions on (NH3 & HNO3-denuded) Teflon with backup Nylon for volatile NO3 (what happens to NH4 from NH4NO3 on nylon?) Carbon on quartz by “modified TOT (NIOSH+TOR) and with OP quantified at each thermal stage on subset of samples, with ratios used to disaggregate OP among O1 – O4 (& with no blank subtract?)

4 Phase 1: “Blind” Receptor Modeling Comparison A. PMF run by Jeff & Pat (initial 8-source solution) B. UNMIX run by VT DEC (initial 7-Source solution) Phase 2: “Illuminated” Receptor Modeling Analysis A. Exchange/Compare Phase 1 Results (5 “similar” Sources) B. Re-model – based on inter-comparison results C. Add Meteorological Analyses (Surface Met & Trajectories) Phase 3: Interpretation & Synthesis A. Interpret Sources, Identify “Convergent Results” and B. Explore “Divergent Results” (areas of greatest uncertainty)

5 Comparing (quartz filter TOT) carbon data with independently measured species shows substantial offset (y intercept) for all TOT fractions --- suggesting positive carbon artifact on quartz. Carbon values were reduced by subtracting small constant = to lowest observed value for each TOT fraction (for UNMIX modeling).

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7 4 small sources (smelter 1, smelter 2, road dust & primary coal) were “moderately similar” (R=0.5 to 0.7) between PMF & UNMIX phase 1. Large Carbonaceous Sources were Totally Uncorrelated Large (but vague) “Secondary Nitrate” & “Secondary Coal” Sources were in nearly perfect agreement between the 2 model runs

8 Phase I UNMIX compositions: 4 small “trace element”sources explain almost none of the mass 3 “big mass” sources are vague

9 4 Small Sources (Primary Coal, Road Dust and 2 Smelters) which account for Most (> 90%) of the Trace Elements (As, Se, Fe, Zn, Mn) but Almost None (<10%) of the Major Mass-Contributing Species. 3 Large Sources (Secondary Sulfates, Nitrates, & “Mot. Veh.”) which account for Most (> 90%) of all the Major Mass-Contributing Species (SO4, NO3, NH4, C) but Almost None (<10%) of the Trace Elements. So for Phase 2 UNMIX modeling, the 4 small sources were retained, their (small) masses subtracted from total mass and the “explained” trace elements were excluded as model input in a “Re-run” which included new Mass, SO4, NO3, NH4, PO4, O1, O2, O3, O4, EC & Oxalic Acid as input.

10 UNMIX Re-Modeling yields 5 “New” Sources (plus 4 Retained Sources) = 9 Sum of 9 new sources reproduces measured mass (slope = 1.05, R 2 =0.93) “Perfectly” reproduces “reconstructed mass” (sum of all species + O & H) Original UNMIX & PMF “Secondary Nitrate” source remains “unchanged” Other New Sources: “(NH4)2SO4, 2ndary Acids, Gas MV & Diesel MV”

11 Interpretation of “final” PMF & UNMIX Sources: PMF divides Road-Related Sources into 2: MV + Road Dust & MV + Road Salt UNMIX divides Same into 3: Gasoline MV, Diesel MV & Road Dust…? “Smelter-Zn” source may be fugitive emissions from temporary local construction

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13 “Ammonium Sulfate” source: 75% SO4, 29% NH4, 7% NO3, and about 1% each of O4 & oxalic acid “Secondary Acids” source: 40% SO4 and about 10% each of NH4, O1, 2, 3, 4; 4% Oxal & EC; & 1% PO4 Ammonium Sulfate (& Ammonium nitrate) sources are both “neutral”: SO4 + NO3 = NH4 (in ueq/m3) Secondary Acid source has 2:1 SO4:NH4 ratio (in ueq/m3) consistent with ammonium bisulfate. Why do PO4 & some organics co-vary with acidic SO4? “Gasoline MV” source is 80% carbon & has OC:EC ratio (O1 +O2 + O3 + O4):EC of 50:1 “Diesel MV” source is 84% carbon & has OC:EC ratio (O1 +O2 + O3 + O4):EC of 3:1 Both Gas & Diesel “MV sources include small amounts (2-5%) of SO4 & NO3 (but no NH4?) Relative abundances of O1 - EC are opposite in gas & diesel sources. How come?

14 UNMIX % Source Compositions for Major Mass-Contributing Species

15 For Similar PMF & UNMIX Secondary Sulfate Sources: NH4/SO4 Ratios are consistent with (NH 4 ) 2 SO 4 in “Neutral” Sources, and NH 4 HSO 4 in “Acidic” Sources (for which High OC is consistent with “Acid Catalyzed SOA” observed by Jang et al. (2002) Science, 25:814

16 (NH4)2SO4 has both Summer & Winter Maxima Acid Sulfates show 3:1 Summer:Winter ratio Carbonaceous Gasoline & Diesel MV Sources Don’t show consistent Seasonal Variations (NH4)2SO4 & Acid Sulfate Sources Don’t show Any distinct Day-of-Week Variations Gas MV source increases Sunday through Friday Diesel MV source shows 3:1 Weekday:Weekend

17 For 3 UNMIX MV-related sources, DOW is strongest for Diesel, weakest for Gas & intermediate for Road Dust. Unlike UNMIX sources, PMF MV-related sources show strong opposite seasonality, but DOW means are similar for 2 PMF’s vs. 3 UNMIX’s.

18 UNMIX sources by local surface met (averaged from 2 Airports) Source concentrations averaged by 22.5 deg. sectors, expressed as % by which sector mean deviates from all-sector mean (-100 to 100%) 2ndary NO3 > 50% > average with surface winds from SW & WSW, 3 “coal-related” sources > 50% > average from SSE through SSW, 3 “MV-related” sources don’t show strong directional tendencies.

19 Slow vs Fast WS: MV sources all decrease with increasing WS. Coal sources all decrease with increasing WS except with winds from the South (slight W offset for primary coal?) 2ndary NO3 also increases with increasing WS from WSW, SW

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21 HY-SPLIT back trajectories (24/day at 3 start heights: 250, 500, 750m) used to calculate “everyday”, “high day” & “low day” Probability Fields 1. Everyday 2. High Day (top 10%) 3. Low Day (low 10%) 4. Hi Inc. Prob. (2–1) 5. “Not Low” Inc Prob (3-1) 6. Hi & Not Low ((4-5)/2) 2ndary NO3 source Blue = NegativeBlue = Positive 2ndary NO3 source Blue = Negative

22 Incremental Probabilities for 3 “Similar” UNMIX & PMF Sources

23 Incremental Probabilities for 3 UNMIX & 2 PMF MV-related Sources

24 Incremental Probabilities for 3 UNMIX & PMF “Coal-related” Sources

25 “Local” MV-Related & Smelter Sources Dominate on Cleanest Days, Secondary Ammonium Nitrate Dominates on Moderate Days, and “Coal-Related” Secondary Sulfate Sources Dominate on Worst Days.

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27 Aerosol Nitrate at Toronto and many other Eastern sites appears to be associated with flows passing over the “Corn Belt” region of high ammonia emissions density from agricultural sources.


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