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Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

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Page 1: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Trend analysis of HMs and POPs on the basis of measurements and

modelling dataVictor Shatalov and Oleg Travnikov,

MSC-E

Page 2: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Approach to the trend analysis

Measurements of B[a]P air concentrations at CZ3

Decomposition of time series: (modelling and measurement results)

Main trend parameter: total reduction

0

0.5

1

1.5

2

2.5

3

3.5

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

ng/m

3

Time series

Trend (deleting “random” component)

0

0.5

1

1.5

2

2.5

3

3.5

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

ng/m

3

Time series

Main component (deleting seasonal component)

0

0.5

1

1.5

2

2.5

3

3.5

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

ng/m

3

Time seriesTime series

Page 3: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Monitoring: data for trend analysisLong-term data on POPs in air and precipitation at EMEP

sites (PCBs, HCB and PAHs)

Site (code)

Zeppelin (NO42)

Birkenes (NO02/99)

Pallas (FI36)

Storhofdi (IS91)

Aspvreten (SE12)

Råö/Rörvik (SE02/14)

Kosetice (CZ03)

Westerland (DE01)

Zingst (DE09)Region covered by long-term

measurement data

No data on PCDD/Fs under EMEP

Page 4: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Air concentrations of PCBs: declining trends at almost all sites

Monitoring (CCC)

Air concentrations of B[a]P: no clear time-trend at any station

B[a]P in precipitation: small declining trends at few sites

HCB, air: decreasing trend at NO42 in 1990s and increasing trend during the last decade

Page 5: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

0%

20%

40%

60%

80%

100%

CZ3 FI96 IS91 NO42 SE12 SE2/14

Observed Modelled

Total reduction of PCB-153 calculated by trend analysis of

measurement and modelling data

Comparison of observed and modelled air concentrations at

particular locationsSE12

0

2

4

6

8

10

12

19

95

19

96

19

97

19

98

19

99

20

00

20

01

20

02

20

03

20

04

20

05

20

06

20

07

20

08

20

09

20

10

20

11

20

12

pg/m

3

Observed Modelled

CZ3

0

20

40

60

80

100

120

140

19

97

19

98

19

99

20

00

20

01

20

02

20

03

20

04

20

05

20

06

20

07

20

08

20

09

20

10

20

11

20

12

pg/m

3

Observed Modelled

Better agreement in second part of the period

Combined measurement/modelling trend analysis (PCBs)

Page 6: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Modelling data

Long-term trends: EMEP domain (B[a]P)

Emissions

0

100

200

300

400

500

600

700

800

19

90

19

92

19

94

19

96

19

98

20

00

20

02

20

04

20

06

20

08

20

10

20

12

ton

ne

s/ye

ar

Value Trend

Total reduction 36%Growth from 2005 to 2012 1%

0

0.02

0.04

0.06

0.08

0.1

0.12

0.14

19

90

19

92

19

94

19

96

19

98

20

00

20

02

20

04

20

06

20

08

20

10

20

12

ng/m

3

Value Trend

Total reduction 28%Growth 2005 - 2012 7%

Air concentrations

Statistically significant increase at 95% confidence level from 2005 to 2012 (7%)

Page 7: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Example: Germany

Air concentrations (modelling) Emissions (official data)

Long-term trends: countries (B[a]P)

Trend analysis of measurements at German sites

DE1

0

2

4

6

8

19

96

19

97

19

981

999

20

00

20

01

20

02

20

03

20

042

005

20

06

20

07

20

08

20

092

010

20

11

20

12

ng

/l

Total reduction 56%Growth from 2005 to 2012 29% DE9

0

2

4

6

8

19

961

997

19

981

999

20

002

001

20

022

003

20

042

005

20

062

007

20

082

009

20

102

011

20

12

ng

/lTotal reduction 57%Growth from 2005 to 2012 22%

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1990

1992

1994

1996

1998

2000

2002

2004

2006

2008

2010

2012

Air

con

cen

tra

tion

s, n

g/m

3

Value Trend

Total reduction 68%Growth from 2005 to 2012 22%

0

20

40

60

80

100

120

140

160

1990

1992

1994

1996

1998

2000

2002

2004

2006

2008

2010

2012

Em

issi

on

s, t

/y

Value Trend

Total reduction 77%Growth from 2005 to 2012 31%

Page 8: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Countries with statistically significant increase of B[a]P air concentrations

from 2005 to 2012

Increase of emissions

(2005-2012)

Croatia 38%

Germany 37%

Spain 32%

Finland 29%

Portugal 28%

Hungary 25%

Estonia 19%

Bulgaria 18%

Poland 14%

Italy 11%

Lithuania 10%

Slovenia 6%

United Kingdom 5%

Long-term trends: countries (B[a]P)

Page 9: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Total reduction of POP air concentrations in the EMEP domain from 1990 to 2012

Modelling data Monitoring data

Long-term trends: EMEP domain

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

B[a]P PCDD/Fs PCB-153 HCB

B[a]P - no clear trend

PCDD/Fs - EMEP: no data; National: decline

PCBs - declining trends

HCB - increasing trend during the last decade (NO42, AMAP, IADN)

Page 10: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

59 sites45 sites

Long-term measurements of heavy metals (1990-2013)

Monitoring of heavy metals within EMEP

8 sites16 sites

Pb in precipitationPb in air

Page 11: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Selected sites

Pb, Cd

Hg

- in air - in precip. - co-located

0

10

20

30

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

Air

con

cen

tra

tion

s, n

g/m3

Measured and modelled Pb air concentration

Zingst (DE9), Germany

Historical trends of heavy metal pollution

Joint analysis of measurements and modelling (1990-2012)

MeasurementsModelling

Page 12: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Wet dep.

Mea

sure

men

ts

Mod

elling

-20

0

20

40

60

80

100

Mea

sure

men

ts

Mod

elling

To

tal r

ed

uct

ion

, %

Air conc.

Lead

-20

0

20

40

60

80

100

Mea

sure

men

ts

Mod

elling

Mea

sure

men

ts

Mod

elling

To

tal r

ed

uct

ion

, %

Air conc. Wet dep.

Mercury

-20

0

20

40

60

80

100

Mea

sure

men

ts

Mod

elling

Mea

sure

men

ts

Mod

elling

To

tal r

ed

uct

ion

, %

Air conc. Wet dep.

Cadmium

Trends: Joint analysis at monitoring sites

Total reduction of heavy metal levels (1990-2012)

- Measurements

- Modelling0.0

0.2

0.4

0.6

19

92

19

93

19

94

19

95

19

96

19

97

19

98

19

99

20

00

20

01

20

02

20

03

20

04

20

05

20

06

20

07

20

08

20

09

20

10

20

11

20

12

Air

conc

entr

atio

ns,

ng/m

3 Schmücke (DE 8), GermanyCd air concentration

0

20

40

60

19

96

19

97

19

98

19

99

20

00

20

01

20

02

20

03

20

04

20

05

20

06

20

07

20

08

20

09

20

10

20

11

20

12

Wet

dep

ositi

on,

g/km

2 /y

De Zilk (NL91), NetherlandsHg wet deposition

Page 13: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Pb wet deposition (2012)

0.0

0.5

1.0

1.5

2.0

1990

1992

1994

1996

1998

2000

2002

2004

2006

2008

2010

2012

Me

an

dep

osi

tion

, g

/m2 /m

on

th

Mercury

0.0

1.0

2.0

3.0

4.0

5.0

1990

1992

1994

1996

1998

2000

2002

2004

2006

2008

2010

2012

Me

an

dep

osi

tion

, g

/m2 /m

on

th

Cadmium

0.00

0.05

0.10

0.15

0.20

0.25

1990

1992

1994

1996

1998

2000

2002

2004

2006

2008

2010

2012

Me

an

dep

osi

tion

, kg

/m2 /m

on

th

Lead

Trends: Changes in the whole EMEP domain

Long-term trends of Pb, Cd, Hg deposition (1990-2012)

Total reduction: 23%

Total reduction: 53%

Total reduction: 78%

Pb Cd Hg

Monitoring sites

80 55-65

10-30

Total reduction (%)

EMEP domain 78 53 23

Page 14: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Trends: Changes in individual countries

0

2

4

6

8

10

19

90

19

92

19

94

19

96

19

98

20

00

20

02

20

04

20

06

20

08

20

10

20

12

Mea

n de

posi

tion,

g/k

m2/m

onth

France

0

2

4

6

8

10

19

90

19

92

19

94

19

96

19

98

20

00

20

02

20

04

20

06

20

08

20

10

20

12

Mea

n de

posi

tion,

g/k

m2 /

mon

th

Armenia

Country mean deposition of Cd (1990-2012)

-20

0

20

40

60

80

100

Pb Cd Hg

Tot

al r

edc

utio

n, %

EU28EECCA

Reduction of heavy metal deposition (1990-

2012)

Page 15: Trend analysis of HMs and POPs on the basis of measurements and modelling data Victor Shatalov and Oleg Travnikov, MSC-E

Joint EMEP/WGE meeting, Geneva, 2015

Summary

• Pollution levels of Pb, Cd and Hg in the EMEP region reduced by 80%, 55% and 25% during 1990-2012

• Substantial decrease for the same period was estimated for PCBs and HCB (80-90%), PCDDF (50%), whereas for PAHs it was insignificant (below 30%)

• Maximum reduction of HMs and POPs pollution took place in early 1990-s, in the second half of the period the reduction slowed or even changed to growth (PAHs and HCB)

• Decline of HM and POP levels in EECCA countries is generally smaller than that in EU

• Main factors controlling long-term changes of HM and POP pollution are anthropogenic and secondary emissions and intercontinental transport of long-living species (Hg, HCB, PCBs, PCDDFs)

Information on long-term trends of HMs and POPs have been

prepared for the CLRTAP Assessment 2016 and discussed at TFMM

(Krakow, May 2015) and Expert Group meeting (Moscow, August

2015)