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ASSE SSME NT of L ONG- T E RM T RE ND of T URKE YS GRE E NHOUSE GAS E MISSIONS USING MANN KE NDAL L T E ST F atma ztr k Abant zzet Baysal University, Faculty of Engineering and Ar c hite c tur e , E nvir onme


slide-1
SLIDE 1

ASSE SSME NT

  • f L

ONG- T E RM T RE ND of T URKE Y’S GRE E NHOUSE GAS E MISSIONS USING MANN KE NDAL L T E ST

F atma Öztür k

Abant İzzet Baysal University, Faculty of Engineering and

Ar c hite c tur e , E nvir

  • nme ntal E

ngine e r ing De par tme nt, T ur ke y Visiting Sc ie ntist as Post- Doc tor al Stude nt NOAA, E SRL , Che mic al Sc ie nc e s Division, CO

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SLIDE 2

CONT E NT

Intr

  • duc tion

– What is Gr

e e nhouse E ffe c t?

– Gr

e e nhouse gase s (GHGs)

– Kyoto Pr

  • toc ol

– T

ur ke y’s Position in Kyoto Pr

  • toc ol

Me thodology

– Mann Ke ndall te st – Se n’s slope e stimator

Re sults

– GHG- spe c ific tr

e nds

– Se c tor

  • spe c ific tr

e nds

– Compar

ison with othe r c ountr ie s Conc lusion

slide-3
SLIDE 3

Wha t is Gre e nhouse E ffe c t?

slide-4
SLIDE 4

Major Gr e e nhouse Gase s

L ife time (ye ar s) Global War ming Pote ntial (GWP) time hor izon 20 ye ar s 100 ye ar s 500 ye ar s Me thane (CH4) 12 72 25 7.6 Nitr

  • us oxide

(N2O) 114 310 298 153 PF C- 14 (CF

4)

50,000 5,210 7,390 11,200 PF C- 116 (C 2F

6)

10,000 8,630 12,200 18,200 Sulfur he xafluor ide (SF

6)

3200 16,300 22,800 32,600 Sour c e : “IPCC F

  • ur

th Asse ssme nt Re por t: Climate Change 2007”

slide-5
SLIDE 5

T he Kyoto pr

  • toc ol is an inte r

national tr e aty r e late d to the Unite d Nations F r ame wor k Conve ntion on Climate Change (UNF CCC or F CCC) Aim is to ac hie ve stabilization of gr e e nhouse gas c onc e ntr ations in the atmosphe r e at a le ve l that would pr e ve nt dange r

  • us

anthr

  • poge nic (man-made ) inte r

fe r e nc e with the c limate syste m T he Kyoto Pr

  • toc ol e stablishe s le gally binding c ommitme nts for

the r e duc tion of four gr e e nhouse gase s: CO 2, CH4, N2O, SF

6), and

two gr

  • ups of gase s (HF

Cs and PF Cs) By 2011, 192 c ountr ie s have r atifie d the pr

  • toc ol, whic h was

initially adopte d for use on 11 De c e mbe r 1997 in Kyoto, Japan and whic h e nte r e d into for c e on 16 F e br uar y 2005 Unde r Kyoto, industr ialize d c ountr ie s agr e e d to r e duc e the ir c olle c tive GHG e missions by 5.2% c ompar e d to the ye ar 1990

KYOT O PROT OCOL

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SLIDE 6

T ur ke y’s Position in Kyoto Pr

  • toc ol

T urke y wa s initia lly liste d in both Anne xe s I a nd II of the UNF CC in 1992 She wa s g ra nte d its omission from Anne x II a nd re ma ine d in Anne x I in 7th Confe re nc e of Pa rtie s, Ma rra ke c h, 2001 She ha s sig ne d UNF CCC on Ma y 24, 2004 a nd ra tifie d Kyoto Protoc ol (KP) on F e b 5, 2009 E urope a n Union (E U) a ims a t re duc ing e nvironme nta l polluta nts 30 % be low the 1990 le ve ls by 2020 KP de ma nds the re duc tion of GHG e missions to 5.2 % lowe r tha n the 1990 le ve l during 2008- 2012

slide-7
SLIDE 7

Global Map of ANNEX-I Countries btw 1990-2008 including LULUCF

T ur ke y, Ic e land, Spain, Por tugal, Austr alia, … .

slide-8
SLIDE 8

Shar e s of Wor ld Gr e e nhouse Gas E missions in 2005

Sour c e : Erdoğdu, E., Renewable and Sustainable Energy Reviews 14 (2010), 1111- 1117

slide-9
SLIDE 9

ME T HODOL OGY

  • SOURCE
  • f DAT

A

  • GHG emission data for ANNEX-I countries from UNFCCC web

page btw 1990 and 2008

  • Yearly mean values of sector-specific and GHG-specific data
  • GHG’s:CO2, CH4, N2O, PFCs, SF6
  • Sectors: Energy, Industrial Processes, Agriculture, Waste
  • Excluding LULUCF (Land Use, Land Use Change and Forestry)
  • T

RE ND ANAL YSIS

  • Non-parametric trend analysis tests: Mann-Kendall Test &

Sen’s Slope Estimator

  • Excel Template by Finish Meteorological Service
slide-10
SLIDE 10
  • 96 % inc r

e ase in total GHG e missions (without L UL UCF ) Se c tor

  • spe c ific GHG e missions be twe e n 1990 and 2008

50 100 150 200 250 300 350 400 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008

Year GHG Emission (Million Tones CO2 Eq.) Energy Industrial Processes Agriculture Waste

slide-11
SLIDE 11

ME T HODOL OGY

∑ ∑

− = + =

− =

1 n 1 k n 1 k j j

) sgn(x

k

x S

     > − − = − > − = − 1 1 ) sgn(

k j k j k j k j

x x if x x if x x if x x

MANN KE NDAL L T E ST :

  • Non- par

ame tr ic te st to de te c t tr e nd

  • Mann (1945) and Ke ndall (1975) (Gilbe r

t, 1987)

  • An e xc e l te mplate (MAKE

SE NS) by F innish Me te or

  • logic al Institute

WHE RE ;

  • n= numbe r
  • f ye ar

s

  • xj & xk= annual value s in ye ar

s ` j` and ` k` , j>k, r e spe c tive ly

1

slide-12
SLIDE 12

ME T HODOL OGY

      + − − + − =

= q p p p p

t t t n n n S VAR

1

) 5 2 )( 1 ( ) 5 2 )( 1 ( 18 1 ) (

         < + = > − = ) ( 1 ) ( 1 S if S VAR S S if S if S VAR S Z

2 3

q= number of tied (equal value) groups, tp= number of data values in the pth group

H0: no- tr e nd H1:monotonic inc r e asing or de c r e asing tr e nd H0 r e je c te d if Z > Z1-α/ 2

4

T E ST OF T RE ND MAKE SE NS pe r for ms c alc ulations at four diffe r e nt signific anc e le ve ls (α=0.001, 0.01,0.05 and 0.1)

slide-13
SLIDE 13

ME T HODOL OGY

B Qt t f + = ) (

k j x x Q

k j i

− − =

SE N’s SL OPE ME T HOD:

Q i value s for e ac h data pair ar e c alc ulate d and me dian value is take n as final slope of tr e nd

  • T

r ue slope of e xisting tr e nd (c hange pe r ye ar )

  • Se n’s non- par

ame tr ic me thod

  • Se n (1968) (Gilbe r

t,1987)

  • An e xc e l te mplate (MAKE

SE NS) by F innish Me te or

  • logic al Institute
  • Confide nc e inte r

val ar

  • und the

slope

slide-14
SLIDE 14

T OT AL GHG E MISSIONS

100 200 300 400 500 1 9 9 1 9 9 1 1 9 9 2 1 9 9 3 1 9 9 4 1 9 9 5 1 9 9 6 1 9 9 7 1 9 9 8 1 9 9 9 2 2 1 2 2 2 3 2 4 2 5 2 6 2 7 2 8

Year GHG (Mtonnes CO2 eq.)

GHG Sen's Slope 99 % Conf.min 99 % Conf.max

  • Inc r

e asing tr e nd with α=0.001 signific anc e le ve l

  • T

he r ate of inc r e ase (Se n’s Slope ) is 9.75 Mt/ ye ar

slide-15
SLIDE 15

GHG-specific Trend btw 1990-2008

50 100 150 200 250 300 350 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 Year

CO2 Emission (Mtonnes) CO2 Sen's Slope 99 % Conf.min 99 % Conf.max

10 20 30 40 50 60 70 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008

Year

CH4 Emission (Mtonnes CO2 eq.)

CH4 Sen's Slope 99 % Conf.min 99 % Conf.max

CO2:

Rate of inc r e ase 8.44 Mt/ yr @ α=0.001 signific anc e le ve l

CH4:

Rate of inc r e ase 0.9 Mt/ yr @ α=0.001 sig. le ve l

slide-16
SLIDE 16

GHG-specific Trend btw 1990-2008

5 10 15 20 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 Year N2O Emission (Mtonnes CO2 Eq.)

N20 Sen's Slope 99 % Conf.min 99 % Conf.max

N20:

Rate of inc r e ase 0.035 Mt/ yr @ > α=0.1 signific anc e le ve l

SF6:

Rate of inc r e ase 0.048 Mt/ yr @ α=0.05 signific anc e le ve l

0.2 0.4 0.6 0.8 1 1.2 1.4 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 Year SF6 Emission (Mtonnes CO2 Eq.)

SF6 Sen's Slope 99 % Conf.min 99 % Conf. max

slide-17
SLIDE 17

GHG-specific Trend btw 1990-2008

0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 1 9 9 1 9 9 1 1 9 9 2 1 9 9 3 1 9 9 4 1 9 9 5 1 9 9 6 1 9 9 7 1 9 9 8 1 9 9 9 2 2 1 2 2 2 3 2 4 2 5 2 6 2 7 Year PFCs Emission (Mtonnes CO2 Eq.)

PFCs Sen's Slope 99 % Conf.min 99 % Conf.max

PFCs: Rate of de c r

e ase 0.010 Mt/ yr @ α=0.01 signific anc e le ve l

slide-18
SLIDE 18

5 10 15 20 25 30 35 1 9 9 1 9 9 2 1 9 9 4 1 9 9 6 1 9 9 8 2 2 2 2 4 2 6 2 8

Year Mtonnes CO2 Eq.

Industry Sen's Slope 99 % Conf.min 99 % Conf.max

50 100 150 200 250 300 350 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008

Year Mtonnes CO2 Eq.

Energy Sen's Slope 99 % Conf.min 99 % Conf.max

Se c tor

  • spe c ific T

r e nd btw 1990- 2008

Industry:

Rate of inc r e ase 0.700 Mt/ yr @ α=0.001 signific anc e le ve l

Energy:

Rate of inc r e ase 7.9 Mt/ yr @ α=0.001 signific anc e le ve l

slide-19
SLIDE 19

5 10 15 20 25 30 35 40 45 50 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008

Year Mtonnes CO2 Eq.

Waste Sen's Slope 99 % Conf.min 99 % Conf.max

5 10 15 20 25 30 35 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008

Year Mtonnes CO2 Eq.

Agriculture Sen's Slope 99 % Conf.min 99 % Conf.max

Se c tor

  • spe c ific T

r e nd btw 1990- 2008

Waste:

Rate of inc r e ase 1.23 Mt/ yr @ α=0.001 signific anc e le ve l

Agriculture:

Rate of de c r e ase 0.308 Mt/ yr @ α=0.001 sig. le ve l

slide-20
SLIDE 20

Compar ison with othe r E ur

  • pe an

c ountr ie s

  • 1. SPAIN: 10
  • 2. T

URKE Y:9.7

  • 3. IT

AL Y: 3.8

  • 4. GRE

E CE : 2.0

  • 5. PORT

UGAL : 1.5

UPWARD T RE ND (Mt/ yr ) DOWNWARD T RE ND (Mt/ yr )

  • 1. UKRAINE

: 17.8

  • 2. GE

RMANY: 11.6

  • 3. GRE

AT BRIT AIN: 7.6

  • 4. POL

AND: 4.0

  • 5. ROMANIA: 2.5
slide-21
SLIDE 21

F utur e Pr

  • je c tions

100 200 300 400 500 600 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2012 2015 2020

Year ar

T

  • tal G HG E

mission (Mtonne s CO 2 E q.) G HG Se n's Slope Base Ye ar

Commitme nt Pe r iod

  • Assuming Se n’s slope r

e mains same , GHG’s for 2012, 2015, and 2020

  • 230 % sur

plus in GHG e missions as c ompar e d to KP c ase (2008- 2012)

  • ~ 370 % sur

plus in GHG e missions as c ompar e d to E U c ase (2020)

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SLIDE 22

T ur ke y’s Polic y to r e duc e GHG’s

  • Cle ane r

te c hnologie s

  • Re ne wable e ne r

gy te c hnologie s

  • E

ffic ie nt e ne r gy c onve r sion te c hnologie s

INCL UDE : NOT INCL UDE :

  • Car

bon taxation

  • E

mission tr ading

  • Spe c ific tar

ge t for e mission r e duc tion

slide-23
SLIDE 23

CONCL USION

T

  • tal GHG e missions inc r

e ase d with a r ate of 9.75 Mt/ ye ar btw 1990- 2008 Highe st inc r e ase obse r ve d for CO 2; CH4, N20, SF

6 inc r

e ase d De c r e asing tr e nd was de te c te d for PF Cs E missions fr

  • m industr

y, e ne r gy and waste inc r e ase d; while those of agr ic ultur e de c r e ase d Se c ond highe st r ate of inc r e ase was de te c te d for T ur ke y afte r Spain in E ur

  • pe

F utur e e mission sc e nar ios 230 % sur plus in GHG e missions as c ompar e d to KP c ase (2008- 2012) ~370 % sur plus in GHG e missions as c ompar e d to E U c ase (2020)

slide-24
SLIDE 24

Re fe r e nc e s

  • 1. Gilbe r

t, R.O., (1987), Statistic al me thods for e nir

  • nme ntal

pollution monitor ing

  • 2. IPCC F
  • ur

th Asse ssme nt Re por t: Climate Change 2007

  • 3. Erdoğdu, E., Renewable and Sustainable Energy Reviews

14 (2010), 1111- 1117

  • 4. UNF

CCC we b page : http:/ / unfc c c .int/ ghg_data/ ite ms/ 3800.php

  • 5. F

innish Me te or

  • logic al Institute , MAKE

SE NS e xc e l te mplate

slide-25
SLIDE 25