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EFFECT OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT: IMPLICATIONS FOR AIR QUALITY AND HEALTH Pandolfi, M. 1 , Tobias, A. 1 , Alastuey, A. 1 , Sunyer, J. 2,3 , Schwartz, J. 4 , Lorente J. 5 , Pey, J. 1,6 and Querol, X. 1 1 Institute of Environmental Assessment and Water Research (IDAEA-CSIC), c/ Jordi-Girona 18-26, 08034, Barcelona, Spain; 2 Centre for Research in Environmental Epidemiology (CREAL), c/ Doctor Aiguader 88, 08003, Barcelona, Spain; 3 Pompeu Fabra University, Plaça de la Mercè 10-12, 08002, Barcelona, Spain; 4 Department of Environmental Health, Harvard School of Public Health, 677 Huntington Avenue, 02115, Boston, MA, USA; 5 Department of Astronomy and Meteorology, University of Barcelona (UB), c/ Martí i Franquès 1, 08028, Barcelona, Spain 6 Aix-Marseille Université, CNRS, LCE FRE 3416, 13331 Marseille, France
Transcript

EFFECT OF SAHARAN DUST OUTBREAKS ON

MIXING LAYER HEIGHT:

IMPLICATIONS FOR AIR QUALITY AND

HEALTH

Pandolfi, M.1, Tobias, A.1, Alastuey, A.1, Sunyer, J.2,3, Schwartz, J.4, Lorente J.5, Pey, J.1,6 and

Querol, X. 1

1 Institute of Environmental Assessment and Water Research (IDAEA-CSIC), c/ Jordi-Girona 18-26, 08034, Barcelona, Spain;

2 Centre for Research in Environmental Epidemiology (CREAL), c/ Doctor Aiguader 88, 08003, Barcelona, Spain; 3 Pompeu Fabra University, Plaça de la Mercè 10-12, 08002, Barcelona, Spain;

4 Department of Environmental Health, Harvard School of Public Health, 677 Huntington Avenue, 02115, Boston, MA, USA; 5 Department of Astronomy and Meteorology, University of Barcelona (UB), c/ Martí i Franquès 1, 08028, Barcelona, Spain

6 Aix-Marseille Université, CNRS, LCE FRE 3416, 13331 Marseille, France

OUTLOOK

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT RATIONALE OF THIS WORK

RESULTS

CONCLUSIONS

Less solar radiationreaching the surface thuslimiting the convectivegrowth of MLH

BARCELONA (NE SPAIN)

Pérez et al., ATMENV, 2004

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT (1/3)

0

500

1000

1500

2000

2500

3000

290 300 310 320

Adapted from Pandolfi et al., STOTEN, 2014

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT (2/3)

Alastuey et al., ATMENV, 2005

MLH

TENERIFE -CANARY ISLANDS (28.321 N, 16.381 W, 105 m.a.s.l.)

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT (3/3)

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT (MLH)

Alastuey et al., ATMENV, 2005

Pandolfi et al., ACP, 2013

Pandolfi et al., ACP, 2013

SAHARAN DUST OUTBREAK

ATLANTIC ADVECTION

1000 m

500 m100 m

BARCELONA (NE SPAIN)

Barcelona

Less solar radiationreaching the surface thuslimiting the convectivegrowth of MLH

BARCELONA (NE SPAIN)

Pérez et al., ATMENV, 2004

0

500

1000

1500

2000

2500

3000

290 300 310 320

Pandolfi et al., STOTEN, 2014

Alastuey et al., ATMENV, 2005

MLH

TENERIFE -CANARY ISLANDS (28.321 N, 16.381 W, 105 m.a.s.l.)

Perez et al., 2012Barcelona (NE Spain)

RATIONALE OF THIS WORK (1/1)

MLH represents the maximum volume of air at disposal for vertical dilution of pollutants at midday; The lower the MLH, the higher the concentration of local pollutants.

400

500

600

700

800

900

1000

1100

1200

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90

MLH

[m

a.s

.l.]

400

600

800

1000

1200

NAF>p90

20

30

40

50

60

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p9020

30

40

50

60

NO

2[m

gm-3

]

0

10

20

30

40

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p900

10

20

30

40

NO

[m

gm-3

]

0.2

0.3

0.4

0.5

0.6

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90

CO

[m

gm-3

]

0.2

0.3

0.4

0.5

0.6

NAF>p90

12000

14000

16000

18000

20000

22000

24000

26000

28000

30000

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p9012000

NAF>p90

16000

20000

24000

24000

nu

mb

er

[cm

-3]

10

15

20

25

30

35

40

45

50

55

60

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p9010

20

30

40

50

60

O3

[mgm

-3]

NAF>p90

%

%

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean%

%

0

10

20

30

40

0 1 2 3 4 5 6

mean

0

10

20

30

40

0 1 2 3 4 5 6

mean

0

10

20

30

40

0 1 2 3 4 5 6

mean

0

10

20

30

40

0 1 2 3 4 5 6

mean

0

10

20

30

40

0 1 2 3 4 5 6

mean

0

10

20

30

40

0 1 2 3 4 5 6

mean

-40

-30

-20

-10

00 1 2 3 4 5 6

mean

-40

-30

-20

-10

00 1 2 3 4 5 6

mean

%

• 2003 – 2010 • 2513 MLH (radiosounding at 12:00 UTC in Barcelona, NE Spain)

EFFECT OF MLH VARIATIONS ON AIR QUALITY DURING SAHARAN DUST OUTBREAKS (1/2)

0

15

30

45

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p900

15

45

30

PM

1[m

gm-3

]

0

10

20

30

40

50

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p900

10

20

30

40

50

PM

2.5

-10

[mgm

-3]

0

10

20

30

40

50

60

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p900

10

20

30

40

50

60P

M2

.5[m

gm-3

]

400

500

600

700

800

900

1000

1100

1200

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90

MLH

[m

a.s

.l.]

400

600

800

1000

1200

NAF>p90

0

10

20

30

40

50

60

70

80

90

100

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p900

20

40

60

80

100

PM

10[m

gm-3

]

Saharan dust

Local contribution

Local contribution > 35-50%

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

%

%

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

%

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

0

20

40

60

80

100

0 1 2 3 4 5 6

mean

mean

%

EFFECT OF MLH VARIATIONS ON AIR QUALITY DURING SAHARAN DUST OUTBREAKS (2/2)

10000

12000

14000

16000

18000

20000

22000

24000

26000

28000

30000

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

10000

20000

30000

#cm

-3<300

0.2

0.4

0.6

0.8

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <4500.2

MLH [m]

0.4

0.6

0.8

CO

[m

gm-3

]

0

10

20

30

40

50

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

10

20

30

40

50

NO

[m

gm-3

]

20

25

30

35

40

45

50

55

60

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <30020

MLH [m]

30

40

50

60

NO

2[m

gm-3

]

0

1

2

3

4

5

6

7

8

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

2

4

6

8

SO2

[mgm

-3]

0

10

20

30

40

50

60

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

10

20

30

40

50

60

O3

[mgm

-3]

non-dust days during the period 2003-2010 and analysis stratified by different heights of the mixing layer (<300m, <450m, <530m, <600m and <1000 m).

%

0

20

40

60

80

100

0 1 2 3 4 5 6 7

mean

%

0

20

40

60

80

100

0 1 2 3 4 5 6 7

mean

0

20

40

60

80

100

0 1 2 3 4 5 6 7

mean

0

20

40

60

80

100

0 1 2 3 4 5 6 7

mean

%

%

0

10

20

30

40

0 1 2 3 4 5 6 7

mean

0

10

20

30

40

0 1 2 3 4 5 6 7

mean

0

10

20

30

40

0 1 2 3 4 5 6 7

mean

0

10

20

30

40

0 1 2 3 4 5 6 7

mean

-50

-40

-30

-20

-10

00 1 2 3 4 5 6 7

mean

-50

-40

-30

-20

-10

00 1 2 3 4 5 6 7

mean

%

0

10

20

30

40

0 1 2 3 4 5 6 7

%

0

10

20

30

40

0 1 2 3 4 5 6 7

mean

0

10

20

30

40

50

60

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

10

20

30

40

50

60

O3

[mgm

-3]

EFFECT OF MLH VARIATIONS ON AIR QUALITY DURING NON-SAHARAN DAYS (1/2)

10

15

20

25

30

35

40

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <30010

MLH [m]

15

20

25

30

35

40

PM

2.5

[mgm

-3]

5

10

15

20

25

30

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <300

MLH [m]

5

10

15

20

25

30

PM

1[m

gm-3

]

0

5

10

15

20

25

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

5

10

15

20

25

PM

2.5

-10

[mgm

-3]

20

30

40

50

60

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <30020

30

40

50

60

PM

10

[mgm

-3]

MLH [m]

%

%

%

%

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

0

10

20

30

0 1 2 3 4 5 6 7

mean

EFFECT OF MLH VARIATIONS ON AIR QUALITY DURING NON-SAHARAN DAYS (2/2)

-8

-6

-4

-2

0

2

4

6

8

0 200 400 600 800 1000 1200

MLH

PM10

IRR

[%

]

non-NAF days MLH [m]

< < < < <

-8

-6

-4

-2

0

2

4

6

8

0 200 400 600 800 1000 1200

MLH

PM10

IRR

[%

]

non-NAF days MLH [m]

< < < < <<200 <400 <600 <800 <1000

-1.3%

-3.6%

+1.2%

+3.2%

EFFECT OF MLH ON HEALTH AND PARTICLE TOXICITY DURING NON-SAHARAN DAYS (1/1)

-30

-20

-10

0

10

-6-30369

12

-4

0

4

8

12

16

-6

0

6

12

-10

0

10

20

IRR

[%]

IRR

[%

]IR

R [%

]IR

R [

%]

IRR

[%

]

MLH

PM1

PM2.5

PM2.5-10

PM10

-1.6%

+2.4%

-16%

+6%

+11%

non-NAF NAF<p75 P75<NAF<p90 NAF>p90

EFFECT OF MLH AND PM ON HEALTH DURING SAHARAN DUST OUTBREAKS (1/1)

CONCLUSIONS

The depth of ML is a key parameter for both AQ and health. It contributes to determine the degree of accumulation of local man-made pollutants and the lower the MLH the higher the concentration of pollutants

The thinning of ML makes more toxic the ambient air we breathe through a progressive accumulation of fine particulate matter, gaseous compounds and particle number of anthropogenic origin

The outbreaks of Saharan dust can cause a reduction of MLH with consequent accumulation of man-made local pollutants, thus contributing to the increased harmful effects on health of PM during NAF days observed in past studies The results put forward that other atmospheric components may have adverse health effects in urban environments and reflect the relevance of a synergic effect of atmospheric pollutants on health

In addition to a direct health effect of African dust, the observed increasing concentrations of local pollution with decreasing MLH may favor the formation of specific relevant PM species likely from condensation of accumulated gaseous precursors on the surface of dust particles and/or formation of new fine particles

The evidence that the same concentration of PM10 was less toxic on days with higher mixing layer heights may reflect lower toxicity of transported secondary particles than primary particles which predominate on low MLH days. It would be useful to apply the presented methodology to similar data from other Mediterranean cities to explore if and where the MLH is causing effects similar to those observed in Barcelona. Does the MLH reduce during NAF in other Mediterranean cities? Is there any effect of MLH on particle toxicity in other Mediterranean cities? Does the MLH thinning contribute to explain the differences observed in particle toxicity across the Mediterranean during Saharan dust outbreaks (different advection patterns and season from West to East)?

Thank you

0%10%20%30%40%50%60%70%80%90%

100%

non-NAF <1000m <600m <530m <450m <300m

autumn (S-O-N) summer (J-J-A)

spring (M-A-M) winter (D-J-F)fr

eq

ue

ncy

0%10%20%30%40%50%60%70%80%90%

100%

ALL days non-NAF NAF<p75 p75<NAF<p90 NAF>p90

autumn (S-O-N) summer (J-J-A)spring (M-A-M) winter (D-J-F)

fre

qu

en

cy

0

10000

20000

30000

40000

50000

60000

70000

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p902003-2010 non-NAF NAF<p75 p75<NAF<p90 NAF>p90

# ve

hic

les

0

10000

20000

30000

40000

50000

60000

70000

0

10000

20000

30000

40000

50000

60000

70000

non-NAF <1000m <600m <530m <450m <300mnon-NAF <1000 <600 <530 <450 <300

# ve

hic

les

0

10000

20000

30000

40000

50000

60000

70000

10

14

18

22

26

30

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p9010

NAF>p90

14

18

22

26

30

T [º

C]

50

55

60

65

70

75

80

85

90

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p9050

NAF>p90

60

70

80

90

RH

[%]

0

1

2

3

4

5

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p900

NAF>p90

1

2

3

4

5

Ws[

ms-1

]

0

50

100

150

200

250

300

350

400

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p900

NAF>p90

50

100

150

200

250

300

350

400

rad

[Wm

-2]

400

500

600

700

800

900

1000

1100

1200

ALL non-NAF NAF<p75 p75<NAF<p90 NAF>p90

µg

/m3

2003-2010 non-NAF NAF<p75 p75<NAF<p90

MLH

[m

a.s

.l.]

400

600

800

1000

1200

NAF>p90

5

10

15

20

25

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3005

MLH [m]

10

15

20

25

T [

ºC]

50

55

60

65

70

75

80

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <30050

MLH [m]

60

70

80

RH

[%

]

0

50

100

150

200

250

300

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

50

100

150

200

250

300

rad

[W

m-2

]

0

1

2

3

4

5

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

1

2

3

4

5

ws

[ms-1

]

0

1

2

3

4

5

6

7

8

9

10

NoN-NAF <1000m <600 <530 <450 <300

µg

/m3

non-NAF <1000 <600 <530 <450 <3000

MLH [m]

2

4

6

8

10

pre

c[m

m]

Effect of MLH oscillations on meteorology without Saharan dust outbreaks

Pandolfi et al., ACP, 2013 Pandolfi et al., ACP, 2013

SAHARAN DUST OUTBREAK

ATLANTIC ADVECTION

1000 m

500 m100 m

BARCELONA (NE SPAIN)

EFFECTS OF SAHARAN DUST OUTBREAKS ON MIXING LAYER HEIGHT (4/4)

-30

-20

-10

0

10

-6-30369

12

-4

0

4

8

12

16

-6

0

6

12

-10

0

10

20

-30

-20

-10

0

10

-6-30369

12

-4

0

4

8

12

16

-6

0

6

12

-10

0

10

20

IRR

[%]

IRR

[%]

IRR

[%]

IRR

[%]

IRR

[%

]

MLH

PM1

PM2.5

PM2.5-10

PM10

2003 - 2010 2003 - 2007

non-NAF NAF<p75 P75<NAF<p90 NAF>p90

-1.0% (2003-2010)

+1.1% (2003-2010)

-11% (2003-2010)

+3% (2003-2010)

+5.8% (2003-2010)

-1.6% (2003-2007)

+2.4% (2003-2007)

-16% (2003-2007)

+5.7% (2003-2007)

+11% (2003-2007)

clinically relevant differences observed among the 4 considered categories

PM

1[m

gm

-3]

year

2003

20

15

10

2004

2005

2006

2007

2008

2009

2010

2011

2012

PM

2.5

[mgm

-3]

year

30

25

20

15

PM

10

[mgm

-3]

year

45

40

35

30

25

MLH

[m

]

year

1000

950

900

850

800

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

16

14

12

10

8

6.43 [-49.4, 48.8] units/year

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

year

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

PM

2.5

-10

[mgm

-3]

16

14

12

10

8

0

2

4

6

8

10

12

14

16

18

2002 2004 2007 2010

year

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

NA

F c

on

tr. t

oP

M1

0[m

gm

-3]

12

8

4

0

16

49

50 31

36

75

40

39

30

(a) (b) (c)

(d) (e) (f)

Perez et al., 2012Barcelona (2003-2007)

EFFECT OF MLH AND PM ON HEALTH DURING SAHARAN DUST OUTBREAKS (1/1)


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