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13 th TFMM annual meeting: 17 th –19 th April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

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A source apportionment study and model validation for HMs and POPs air concentrations of MINNI project C. Silibello 1 , G. Calori 1 , M. Costa 1 , P. Radice 1 , M. Mircea 2. 1 ARIANET Srl, Via Gilino, 9, 20128, Milan, Italy 2 ENEA, National Agency for New Technologies, Energy and Sustainable - PowerPoint PPT Presentation
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A source apportionment study and A source apportionment study and model validation for HMs and POPs air model validation for HMs and POPs air concentrations of MINNI project concentrations of MINNI project C. Silibello C. Silibello 1 , G. Calori , G. Calori 1 , M. Costa , M. Costa 1 , P. Radice , P. Radice 1 , , M. M. Mircea Mircea 2 2 13 th TFMM annual meeting: 17 th –19 th April 2012 - Grand Hotel – Mgarr – Gozo – MALTA 1 ARIANET Srl, Via Gilino, 9, 20128, Milan, Italy 2 ENEA, National Agency for New Technologies, Energy and Sustainable Economic Development, via Martiri di Monte Sole 4, 40129, Bologna, Italy
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Page 1: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

A source apportionment study and A source apportionment study and model validation for HMs and POPs air model validation for HMs and POPs air

concentrations of MINNI projectconcentrations of MINNI project

C. SilibelloC. Silibello11, G. Calori, G. Calori11, M. Costa, M. Costa11, P. Radice, P. Radice11, , M. M. MirceaMircea22

13th TFMM annual meeting:17th–19th April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

1 ARIANET Srl, Via Gilino, 9, 20128, Milan, Italy

2 ENEA, National Agency for New Technologies, Energy and Sustainable

Economic Development, via Martiri di Monte Sole 4, 40129, Bologna, Italy

Page 2: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Outline

Simulation setup

Wind re-suspension from soil and seawater

Comparison with experimental data

Source apportionment: foreign sources contribution

and sector contribution

Summary and future plans

Page 3: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Simulation setupSimulation setup

Page 4: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

The MINNI ProjectAtmospheric Modelling System

Transfer matrices

RAINSRAINS

Chemical-Chemical-transporttransportSubsystemSubsystem

EmissionEmissionSubsystemSubsystem

MeteorologicalMeteorologicalSubsystemSubsystem

RAMSSURFPRO

Local data

ECMWF fields

Reference Meteorological

year

Reference inventory

Space,time, species info

Emission Manager

ConcentrationDeposition

fields

B.C.

MSC-W: Inorganic/Organic

MSC-East:POPs/HMs

FARM

Reference Emission year

Page 5: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

ECMWF fields

Re-analysis

Meteorology

SYNOPs

RAMS 1 | 2 grids, 4DDA

Meteorology subsystem

Page 6: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Emission subsystemNational emission inventory for heavy

metals: year 2005

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

100%

As Cd Cr Hg Ni Pb Cu Se Zn

Energy Production Comb in ResidentialComb.in Industry Prod. ProcessesRoad Transport Other Transport & Mobile MachineryWaste Treatment

(ISPRA, 2009)

Page 7: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Emissions of surrounding countries from EMEP

National emission inventoryby province and sector (NUTS3 and SNAP2/3) +

LPS (~140)

Emission subsystemIntegration of inventories

Page 8: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

International (EMEP)National

Total

Emission subsystemExample: Sea traffic

Page 9: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

EMEP area

Agreed area for Italy

EMEP MSC-E air concentrations 50 kmx50km, 6 hours

• HMs:•Pb, Cd, Hg, As, Ni, Cr, Zn, Cu, Se;

• POPs:•4 indicator PAHs;•γ-HCH;•HCB;•17 congeners of PCDD/Fs;

•5 congeners PCBs.

Boundary conditions: EMEP Meteorological Synthesizing Centre East (MSC-E)

Page 10: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

EMEP50km x 50km

MINNI20km x 20km

Yearly average concentrations of As

Page 11: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Wind re-suspension from soil and Wind re-suspension from soil and seawaterseawater

Page 12: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Wind re-suspension from soil and seawater

Wind re-suspension of particles from soil and with sea-salt is estimated using Vautard et al. (2005) and Zhang et al. (2005). The production of dust from soils is not taken into account if precipitation during the last 48 hours exceeds 0.5 mm.

Emission factors of heavy metals for suspension with sea-salt aerosol

Metal Emission factor (mg/kg)

Reference

As 300 Nriagu, 1989

Cd 40 Richardson et al., 2001

Cr 80 Nriagu, 1989

Ni 180 Nriagu, 1989

Pb 4000 Richardson et al., 2001

From: MODELLING OF HEAVY METALS ATMOSPHERIC DISPERSION IN EUROPE by Oleg Travnikov and Ilia Ilyin; Meteorological Synthesizing Centre – East of EMEP

Page 13: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

As concentration in topsoilSpatial distribution of heavy metal concentration in soil has obtained using data available from FOREGS web site.For Eastern Europe and Africa default concentration values based on the literature data were used (Table below).

Metal

Soil concentration,

mg/kgReference

As 5 Beyer & Cromartie, 1987

Cd 0.2 Nriagu, 1980aCr 50 Shacklette et al.,

1970Ni 15 Nriagu, 1980bPb 15 Reimann and

Cariat, 1998

Default concentrations of heavy metals in soil

Page 14: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

All sources

Yearly averaged concentration of AsMINNI

Wind re-suspension from soil and seawater

The contribution from Aeolian resuspension is about 1%

Page 15: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Comparison with experimental dataComparison with experimental data

Page 16: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Background monitoring sites

Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)Alpe S.Colombano (SO)

Cerano - BagnoCerano - BagnoCerano - BagnoCerano - BagnoCerano - BagnoCerano - BagnoCerano - BagnoCerano - BagnoCerano - Bagno SondrioSondrioSondrioSondrioSondrioSondrioSondrioSondrioSondrio

MI - Via PascalMI - Via PascalMI - Via PascalMI - Via PascalMI - Via PascalMI - Via PascalMI - Via PascalMI - Via PascalMI - Via Pascal

MI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via MessinaMI - Via Messina

Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)Saronno (VA)

MonzaMonzaMonzaMonzaMonzaMonzaMonzaMonzaMonza

Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)Abbadia Cerreto (LO)

Vicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via TommaseoVicenza - via Tommaseo

Casale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - CastelloCasale M.to - Castello

Borgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - TonellaBorgosesia - Tonella

Biella - SturzoBiella - SturzoBiella - SturzoBiella - SturzoBiella - SturzoBiella - SturzoBiella - SturzoBiella - SturzoBiella - Sturzo

Borgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiBorgaro T. - CadutiDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La MandriaDruento - La Mandria

Treviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di NovaraTreviso - via Lancieri di Novara

Padova - MandriaPadova - MandriaPadova - MandriaPadova - MandriaPadova - MandriaPadova - MandriaPadova - MandriaPadova - MandriaPadova - Mandria

Feltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via ColomboFeltre - via Colombo

Venezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco BissiuolaVenezia Mestre - Parco Bissiuola

Serravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - SpinetoSerravalle S. - Spineto

Saliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - MoizoSaliceto - Moizo

Alba - TanaroAlba - TanaroAlba - TanaroAlba - TanaroAlba - TanaroAlba - TanaroAlba - TanaroAlba - TanaroAlba - Tanaro

Asti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'AcquistoAsti - D'Acquisto

Buttigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - RivaButtigliera d'Asti - Riva

Pinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - AlpiniPinerolo - Alpini

TO - GaidanoTO - GaidanoTO - GaidanoTO - GaidanoTO - GaidanoTO - GaidanoTO - GaidanoTO - GaidanoTO - Gaidano

Susa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - RepubblicaSusa - Repubblica

Cuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - AlpiniCuneo - Alpini

Belluno centroBelluno centroBelluno centroBelluno centroBelluno centroBelluno centroBelluno centroBelluno centroBelluno centro

Roma - CinecittàRoma - CinecittàRoma - CinecittàRoma - CinecittàRoma - CinecittàRoma - CinecittàRoma - CinecittàRoma - CinecittàRoma - Cinecittà

stazioni_fondo by Zona

Rurale (5)Suburbana (5)Urbana (19)

Page 17: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Borgaro

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Asyearly averaged concentration

All stations

[ng/m3]

0

0.1

0.3

0.5

1

2

5

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

Computed

ObservedDruento

0

1

2

3

4

5

6

7

8

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Saliceto

0

0.5

1

1.5

2

2.5

3

3.5

4

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

VE Mestre

0

1

2

3

4

5

6

7

8

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Target value 6 ng m-3

Page 18: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

[ng/m3]

0

0.1

0.5

1

2

5

10

20

Niyearly averaged concentrations

All stations

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

Computed

Observed

VE Mestre

0

0.5

1

1.5

2

2.5

1 2 3 4 5 6 7 8 9 10 11 12

month

Borgaro

0

0.5

1

1.5

2

2.5

1 2 3 4 5 6 7 8 9 10 11 12

month

Druento

0

0.5

1

1.5

2

2.5

1 2 3 4 5 6 7 8 9 10 11 12

month

Saliceto

0

0.5

1

1.5

2

2.5

1 2 3 4 5 6 7 8 9 10 11 12

month

Target value 20 ng m-3

Page 19: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

[ng/m3]

0

0.03

0.05

0.1

0.2

0.3

0.5

Cdyearly averaged concentrations

All stations

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

Computed

Observed

VE Mestre

0

2

4

6

8

10

12

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Borgaro

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8

2

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Druento

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Saliceto

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Target value 5 ng m-3

Page 20: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

[ng/m3]

0

1

2

4

6

10

20

Pbyearly averaged concentrations

All stations

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

Computed

Observed

Borgaro

0

20

40

60

80

100

120

140

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Druento

0

10

20

30

40

50

60

70

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

VE Mestre

0

10

20

30

40

50

60

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Saliceto

0

2

4

6

8

10

12

14

16

1 2 3 4 5 6 7 8 9 10 11 12

month

[ng/

m3]

Limit value 500 ng m-3

Page 21: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

[ng/m3]

0

1

2

4

6

10

20

B[a]Pyearly averaged concentrations

All stations

0

1

2

3

4

5

6

1 2 3 4 5 6 7 8 9 10 11 12

Computed

ObservedDruento

0

0.5

1

1.5

2

2.5

3

3.5

4

1 2 3 4 5 6 7 8 9 10 11 12

month

Borgaro

0

0.5

1

1.5

2

2.5

3

3.5

4

1 2 3 4 5 6 7 8 9 10 11 12

month

Saliceto

0

0.5

1

1.5

2

2.5

3

3.5

4

1 2 3 4 5 6 7 8 9 10 11 12

month

VE Mestre

0

0.5

1

1.5

2

2.5

3

3.5

4

1 2 3 4 5 6 7 8 9 10 11 12

month

Target value 1 ng m-3

Page 22: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Source apportionmentSource apportionment

Page 23: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Sector contribution:• Emission scenario: decrease of sector emissions (-20%);• Two months run of the AMS (winter –January- and summer –July-);• Computation of the variation between reference and scenario averaged

concentrations (). The percentage contribution of a sector i is computed as: i / i N

Source apportionment

Foreign sources:

A) Zeroing BCs ( “Long-range contribution”);B) Zeroing both BCs and emissions in surrounding countries

For both cases:a. Two months run of the AMS (winter –January- and summer –July-);b. Computation of the variation between reference and ‘case run’

concentrations (). The percentage contribution of the ‘case run’ is computed as: 100* / Creference

Page 24: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Foreign sources contributions:Foreign sources contributions:Ni and B[a]PNi and B[a]P

Page 25: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.1

0.5

1

2

5

10

20

[%]0.1

1

2

5

10

20

30

40

50

60

70

80

90

NiLong-range contribution (A)

Contribution % Variation i

Page 26: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

NiLong-range contribution (A)

Contribution %

[ng/m3]

0

0.1

0.5

1

2

5

10

20

[%]0.1

1

2

5

10

20

30

40

50

60

70

80

90

Page 27: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.1

0.5

1

2

5

10

20

[%]0.1

1

2

5

10

20

30

40

50

60

70

80

90

NiSurrounding countries emissions (B)

Contribution % Variation i

Page 28: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.01

0.05

0.1

0.3

0.5

1

2

[%]0.1

1

2

5

10

20

30

40

50

60

70

80

90

B[a]PLong-range contribution (A)

Contribution % Variation i

Page 29: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.01

0.05

0.1

0.3

0.5

1

3

[%]0.1

1

2

5

10

20

30

40

50

60

70

80

90

B[a]PSurrounding countries emissions (B)

Contribution % Variation i

Page 30: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Major sectors contribution on Major sectors contribution on concentrationsconcentrations

Sector contribution:• combustion in energy production and transformation (Sector 1);• non-industrial combustion, residential and commercial (Sector 2);• combustion in manufacturing industry (Sector 3);• industrial processes (Sector 4);• road transport (Sector 7);• other mobile sources (Sector 8);• waste treatment and disposal (Sector 9).

Page 31: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

PbCombustion in Residential, Combustion in Industry and

Production Processes

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

100%

As Cd Cr Hg Ni Pb Cu Se Zn

Energy Production Comb in ResidentialComb.in Industry Prod. ProcessesRoad Transport Other Transport & Mobile MachineryWaste Treatment

Page 32: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.001

0.005

0.01

0.05

0.1

0.3

0.5

1

5

[% ]0.1

1

2

5

10

20

30

40

50

60

70

80

90

[ng/m 3]

PbNon-industrial combustion, residential and commercial (Sector 2)

Contribution % Variation i

Page 33: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.001

0.005

0.01

0.05

0.1

0.3

0.5

1

5

[% ]0.1

1

2

5

10

20

30

40

50

60

70

80

90

[ng/m 3]

PbCombustion in manufacturing industry (Sector 3)

Contribution % Variation i

Page 34: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.001

0.005

0.01

0.05

0.1

0.3

0.5

1

5

[% ]0.1

1

2

5

10

20

30

40

50

60

70

80

90

[ng/m 3]

PbProduction processes (Sector 4)

Contribution % Variation i

Page 35: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

0

0.001

0.005

0.01

0.05

0.1

0.3

0.5

1

[% ]0.1

1

2

5

10

20

30

40

50

60

70

80

90

[ng/m 3]

B[a]PNon-industrial combustion, residential and commercial (Sector 2)

Contribution % Variation i

Page 36: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Summary and future plans the atmospheric modelling system of the MINNI project is able to simulate realistic

concentrations of heavy metals and B[a]P;

lower values of modelled concentrations suggest a significant underestimation in the emissions. A better knowledge in emission inventories may improve predictions;

more observations, for longer periods and covering the whole country, are necessary for a comprehensive validation of model results;

the contribution of Aeolian resuspension to heavy metals concentrations is low; B[a]P concentrations are strongly influenced by national sources, over most of the Italian territory;

the effect of foreign emissions is higher near the Alpine border at the north, over the islands (Sardinia and Sicily) and in some rural areas in the central-southern part of the Italian peninsula, far from densely inhabited zone;

civil heating, particularly in the regions where wood burning devices are used, is the main contributor B[a]P concentrations. The contribution of the industrial sector isrelevant around major facilities, with the largest absolute contribution in Taranto, whose steel industries are the largest individual source of PAH in the country according to the national emission inventory. Road traffic contributes for a few percentage points, with highest absolute contributions in the Po Valley and near Rome and Naples metropolitan areas. The remaining sectors play an almost negligible role.

simulations for other years, with higher spatial resolution, coupling of POPs partitioning to full chemical model (SAPRC99 and AERO3)

Page 37: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

Acknowledgements

This work is part of the MINNI (Integrated National Model in support to the International Negotiation on Air Pollution) project, funded by the Italian Ministry of Environment, Territory and Sea.

We wish to thank Ilia Ilyin, Marina Varygina and Alexey Vladimirovich Gusev (EMEP MSC-E) and Anna Carlin Benedictow and Michael Gauss (EMEP MSC-W) for providing EMEP models output.

We also wish to thank Beatrice Bondanelli (Autonomous Province of Bolzano), Monica Angelucci (Environmental Agency of Umbria Region), Sandro Zampilloni (Lazio Region), Carla Contardi (Piemonte Region), Fulvio Stel (Environmental Agency of Region Friuli-Venezia Giulia), Giuseppe Onorati (Campania Region), Salvatore Patti (Environmental Agency of Veneto Region) for supplying monitoring data.

Page 38: 13 th  TFMM annual meeting: 17 th –19 th  April 2012 - Grand Hotel – Mgarr – Gozo – MALTA

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