tfeip workshop, istanbul, may 2013 emissions data for of heavy metal and pop modelling oleg...

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TFEIP Workshop, Istanbul, May 20 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev , Ilia Ilyin, Olga Rozovskaya, Victor Shatalov

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TFEIP Workshop, Istanbul, May 2013 EMEP officially reported emissions data Completeness of reported HMs emission totals for  Complete datasets of emission totals are available for 28 countries  There is no national emissions data for 9 EMEP countries

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Page 1: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Emissions data for of heavy metal and POP modelling

Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

Shatalov

Page 2: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Requirements to emissions data for modelling

• Spatially resolved data for the whole EMEP region• Multi-year emissions for assessment of long-term

trends• Additional emission parameters:

- Chemical speciation and congener composition- Temporal variation of emissions- Height of emission sources

• Historical emissions and emissions to other media for multi-media modelling

• Emissions in other regions/continents for assessment of intercontinental transport

Page 3: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

EMEP officially reported emissions data

0

20

40

60

80

100

Aus

tria

Bel

arus

Bul

garia

Cro

atia

Cyp

rus

Cze

ch R

epub

licD

enm

ark

Est

onia

Finl

and

Fran

ceG

erm

any

Hun

gary

Irela

ndLa

tvia

Liec

hten

stei

nM

aced

onia

Mon

aco

Net

herla

nds

Nor

way

Pol

and

Por

tuga

lR

ep. o

f Mol

dova

Ser

bia

Slo

veni

aS

pain

Sw

eden

Sw

itzer

land

Uni

ted

Kin

gdom Ita

lyM

onte

negr

oA

lban

iaS

lova

kia

Rus

sian

Fed

erat

ion

Mal

taLi

thua

nia

Rom

ania

Ukr

aine

Luxe

mbo

urg

Bel

gium

Arm

enia

Kyr

gyzs

tan

Gre

ece

Aze

rbai

jan

Bos

nia

& H

erz.

Geo

rgia

Icel

and

Kaz

akhs

tan

Tajik

ista

nTu

rkey

Turk

men

ista

nU

zbek

ista

n

Dat

a co

mpl

eten

ess,

%

Completeness of reported HMs emission totals for 1990-2011

Complete datasets of emission totals are available for 28 countries There is no national emissions data for 9 EMEP countries

Page 4: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

EMEP officially reported emissions data

0

20

40

60

80

100

Aus

tria

Bul

garia

Cro

atia

Cyp

rus

Den

mar

kE

ston

iaFi

nlan

dFr

ance

Ger

man

yH

unga

ryIc

elan

dIre

land

Latv

iaN

ethe

rland

sP

olan

dP

ortu

gal

Rep

. of M

oldo

vaS

erbi

aS

love

nia

Spa

inS

wed

enU

nite

d K

ingd

om Italy

Mon

tene

gro

Alb

ania

Bel

arus

Slo

vaki

aLi

echt

enst

ein

Mon

aco

Nor

way

Sw

itzer

land

Cze

ch R

epub

licB

elgi

umR

oman

iaR

ussi

an F

eder

atio

nLi

thua

nia

Luxe

mbo

urg

Geo

rgia

Mal

taU

krai

neM

aced

onia

Arm

enia

Kyr

gyzs

tan

Aze

rbai

jan

Bos

nia

& H

erz.

Gre

ece

Kaz

akhs

tan

Turk

eyTa

jikis

tan

Turk

men

ista

nU

zbek

ista

n

Dat

a co

mpl

eten

ess,

%

Completeness of reported POPs emission totals for 1990-2011

Complete datasets of emission totals are available for 22 countries There is no national emissions data for 8 EMEP countries

Page 5: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Data completeness: Emission sectors

Contribution of major source categories to HCB emissions

Public electricity and heat production (1A1a)

Road transport (1A3)

Iron and steel production (2C1)

Agriculture (4G)

Waste incineration (6C)

Other

France Spain United Kingdom

Page 6: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

EMEP domain

Spatial distribution and gaps filling

- National totals - TNO totals

t cell-1 y-1

Emission totals: Reported data (40 countries) TNO inventory for 2000 and

projections for 2010

Gridded data: Reported grids (27 countries) TNO inventory for 2000 and

projections for 2010 CGEIC global Pb emissions

inventory (1°×1°) for 1989 scaled to present

Example: Pb anthropogenic emissions in 2011

Page 7: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

0%

20%

40%

60%

80%

100%

HgHCB

PCDD/FsBaP PCB Pb Cd

Contribution of regional vs. global sources to HM and POP pollution

Global sources

EMEP sources

Hg deposition over the globe and in EMEP region (2010)

Global sources and intercontinental transport

Page 8: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Available ‘expert estimates’Dataset Chemicals Years ResolutionEuropeTNO inventory Pb, Cd, Hg,

BaP, PCDD/Fs, HCB

2000, 2010/20

(projections)

50×50 km2

POPCYCLING-Baltic

BaP, PCDD/Fs, HCB

1970-1995 50×50 km2

ESPREME Pb, Cd, Hg, … 2000 50×50 km2

DROPS PCDD/Fs, PCBs 2000 50×50 km2

GlobalNILU/CGEIC Pb 1989 1°×1°AMAP/UNEP Hg 2010 0.5°×0.5°Tao et al., 2009 PAHs 2004 n/aBailey et al., 2001

HCB 1995 n/a

NILU inventory PCBs 1930-2100 1°×1°No global data for Cd and PCDD/Fs

Page 9: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Chemical speciation of emissions: Hg

Hg species: Hg0, Hg(II)gas, Hg(II)part

Reported emissions: total HgExpert estimates: Axenfeld et al., 1991; Pacyna et al., 2001

Effect of emission speciation on Hg deposition (2010)

All Hg emissions as Hg0 All emissions as Hg(II)

Page 10: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Chemical speciation of emissions: PAHs

PAH indicator compounds: B[a]P, B[b]F, B[k]F, IPReported emissions: depends on a countryExpert estimates: TNO inventory

No data5 countries (11%)

All 4 PAHs30 countries (64%)

Only some PAHs5 countries (11%)

Sum of 4 PAHs7 countries (14%)

Reporting of PAHs emissions (2011)

Page 11: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Chemical speciation of emissions: PCDD/Fs

PCDD/F composition: 17 toxic congenersReported emissions: total toxicity equivalentExpert estimates: POPCYCLING-Baltic project

0%

5%

10%

15%

20%

TCD

F12

PeC

DF

23P

eCD

F14

HxC

DF

16H

xCD

F23

HxC

DF

19H

xCD

F78

HpC

DF

89H

pCD

FO

CD

FTC

DD

PeC

DD

4HxC

DD

6HxC

DD

7HxC

DD

HpC

DD

OC

DD

40%Congener composition of PCDD/Fs emissions (EMEP region)

Page 12: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Temporal variation of emissionsSectors of BaP emissions in

EMEP countries (2010)

0%

20%

40%

60%

80%

100%

OthersWaste incinerationIndustrial processesRoad transportResidential heating

Industry and road transport (Schaap et al., 2005)

0

5

10

15

20

Jan

Feb

Mar

Apr

May Jun

Jul

Aug

Sep Oct

Nov

Dec

Em

issi

ons,

t/m

onth

Industrial processesRoad transport

0.0

0.1

0.2

0.3

0.4

Em

issi

ons,

mg/

m2 /d

ay

Jan

Dec

NovOct

SepAugJu

l

Jun

MayApr

Mar

Feb

Residential heating (Aulinger et al., 2010)

Single location in Czech Republic

Seasonal variation of BaP air concentration at Kosetice (CZ3)

0.0

0.2

0.4

0.6

0.8

1.0

Jan

Feb

Mar

Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

BaP

air

conc

entra

tion,

ng/

m3 Observations

No variation

ObservationsModel (no variation)

0.0

0.2

0.4

0.6

0.8

1.0

Jan

Feb

Mar

Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

BaP

air

conc

entra

tion,

ng/

m3 Observations

No variation

ObservationsModel (emission)

Page 13: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Arcelor-Mittal Ostrava Steel PlantEmission: 859 kg/y (26%)

Prunéřov II Power StationEmission: 207 t/y (6%)

Contribution (%)

Contribution of large point sources to Cd deposition

Note: Contribution of single LPS can exceed 10-20% of Cd total anthropogenic deposition over large areas of the country

Emissions from large point sources

Page 14: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

h

Required parameters: Stack height Stack diameter Gas outflow velocity Gas temperature

Emissions from large point sources

0

300

600

900

1200

1500

Jan

Feb

Mar Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

Em

issi

on h

eigh

t, m

Prunéřov II Power Plant

Estimates of effective emissions height (Brigg’s

approach)

Stack height - 300 m

Change in annual Pb deposition due to vertical redistribution of

emissions Percents

Page 15: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

HCB air concentration (2011)

EMEP anthropogenic

sources

Global anthropogenic

sourcesGlobal

secondary sources

EMEP secondary

sources

EMEP

Historical emissions of POPs

0%

20%

40%

60%

80%

100%

1945

1950

1955

1960

1965

1970

1975

1980

1985

1990

1995

2000

2005

2010

AirSoilOcean

HCB accumulation in different media

0

5

10

15

20

1945

1950

1955

1960

1965

1970

1975

1980

1985

1990

1995

2000

2005

2010

HC

B e

mis

sion

, kt/y

0.0

0.1

0.2

0.3

1990

1995

2000

2005

2010

HCB global emissions (1945-2010)

Page 16: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Emissions of POPs to other media

PCDD/Fs emissions in Europe(17 EU countries)

to land85%

to air15%

[Wenborn et al., 1999]

PCDD/Fs emissions to land

0 5 10 15Emission to land, kg I-TEQ

Pesticide production

Accidental fires

Waste incineration

Waste disposal

Pesticide use

Other

PCDD/F air concentration(model vs. observations)

0.1

1

10

100

1000

0.1 1 10 100 1000

Observed, fg TEQ/m3M

odel

led,

fg T

EQ

/m3

Emission to air only

0.1

1

10

100

1000

0.1 1 10 100 1000

Observed, fg TEQ/m3M

odel

led,

fg T

EQ

/m3

Emission to air only

Emission to air & soil

Underestimation by a factor of

5

Page 17: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

Pb concentration in air (2007)

0

3

6

9

12

15

Jan

Feb

Mar Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

Pb

conc

entra

tion,

ng/

m3

ObservedModel

0

3

6

9

12

15

Jan

Feb

Mar Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

Pb

conc

entra

tion,

ng/

m3

Observed

ModelOptimized

Adjoint modelling Application of adjoint modelling for evaluation of emission

fields

Košetice (CZ3)

Adjoint model:An adjoint model to a CTM provides estimates of spatially resolved influence functions ∂C/∂E for a chosen receptor:

Applied approach:• Model simulation of influence

functions for particular receptor

• Analysis of the optimized fields from the view point of possible emission uncertainties

• Variational optimization of emission fields to minimize model-measurement discrepancies at selected receptor

ij

ijijR ΔEECΔC

Influence function for CZ3October 2007

Influence function

CZ3

Page 18: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

What can be improved?

Officially reported data:• Completeness of national totals and

gridded emissions• Emissions differentiation by source

categories and coverage of all emission sectors

• Information on large point sources (emissions, co-ordinates, height, etc.)

• Projections of future emissions• Uncertainty estimates or lower/upper

limits

Page 19: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

What can be improved?

Expert estimates:• Updated inventories for EMEP countries and

non-EMEP regions• Global scale emissions data (Hg, HCB)• Chemical speciation or congener composition

of emissions (Hg, PCDD/Fs, PAH, PCBs)• Temporal variation of emissions (e.g. by

sectors)• Historical emissions (HCB, PCDD/Fs, Hg)• Emissions to other media (soil, water)

Page 20: TFEIP Workshop, Istanbul, May 2013 Emissions data for of heavy metal and POP modelling Oleg Travnikov, Alexey Gusev, Ilia Ilyin, Olga Rozovskaya, Victor

TFEIP Workshop, Istanbul, May 2013

0

3

6

9

12

15

Jan

Feb

Mar Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

Pb

conc

entra

tion,

ng/

m3

ObservedModel

Pb concentration in air (2007)

0

3

6

9

12

15

Jan

Feb

Mar Apr

May Ju

n

Jul

Aug

Sep Oct

Nov

Dec

Pb

conc

entra

tion,

ng/

m3

Observed

ModelOptimized

Optimized (anthrop.)

Application of adjoint modelling Optimization of HM anthropogenic emissions distribution

Changes of total Pb emission

0

200

400

600

Poland Ita

ly

France

German

y

Slovakia

Belgium

Czech

Rep

.

Netherland

s

Hungary

Switzerla

nd

Austria

Pb

emis

sion

s, t/

y Original

Optimized

October 2007

Influence function

CZ3

Optimization coefficients

CZ3

Anthrop. emissions