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IOSR Journal of Applied Geology and Geophysics (IOSR-JAGG)
e-ISSN: 2321–0990, p-ISSN: 2321–0982.Volume 3, Issue 3 Ver. I (May - Jun. 2015), PP 26-32
www.iosrjournals.org
www.iosrjournals.org 26 | PageDOI: 10.9790/0990-03312632
Enrichment Factor and Geo-accumulation Index for Heavy
Metals at Industrial Zone in Iraq
Walla AbdulqaderIsmaeel1
, AnmarDherar Kusag2
1First Master's student at the University of Anbar, Iraq
2
Second. Department of physics, College of education for pure science, anbar university, Iraq
Abstract: This field study was conducted in Al Anbar Province in Iraq in order to identify the level of
contamination inlarge industrial zones, 8samples soil had been collected with depth (0-2)cm, were analyzed by
X-ray Fluorescence for 6 metals (Pb, Ni, Cd, Co, Cr, Cu ).calculated Enrichment Factor and Geo-accumulation
Index to assess quantitatively the influences of human activities by these heavy metals.
Keyword: Heavy metal, Soil , Enrichment Factor , Geo accumulation Index , Pollutant.
I. Introduction
The problem of pollution is one of the most urgent environmental problems Which began to take a
serious environmental dimensions, economically and socially with large expansion supported by modern
technology [1]. The pollution extends to include even air and soilis addition to water and food caused by intense
and unplanned industrial activity and absence treatment of industrial waste[2].
The researchers such as Adel MashaanRabeeand others studied (Using Pollution Load Index (PlI) and
Geo-accumulation Index (I-Geo) six stations along Tigris river in Baghdad region; 2011)they have collected
samples from six stations along Tigris river to assess level of pollution by (Mn , Ni , Pb, Cu and Cd ).Indicating
that the studied stations in Tigris river were unpolluted by total studied heavy metals [3].
The researchers such as RashidaNazir and others during their studies of (Indoor/outdoor relationship of
trace metals in the atmospheric particulate matter of an industrial area; 2011) collected samples of aerosols
inside and outside homes in industrial areas using a high volume air sampler on glass fiber filters and through
the analysis of these samples chemically and measured device atomic absorption spectrometry have proved the
presence of some of the heavy elements[4]
The researchers such asJingliang Mei with others studied (Assessment of Heavy Metals in the Urban
River Sediments in Suzhou City, Northern Anhui Province, China; 2011) they collected 12 samples were
analyzed by X-ray Fluorescence for metals (Fe, Cu, Zn, As and Pb) Enrichment Factor (EF) and Geo-
accumulation index (Igeo) were used to quantitatively assess the influences of human activities , they found that
the sediments in urban river were polluted by Cu, Zn, and Pb [5] .
The researchers such as M.chakravarty and others studied (Metal Pollution Assessment in Sediment of
the Dikrong River, N.E. India ;2009) for metals (Al, Fe, Ti, Mn, Zn, Cu, Cr, Ni and Pb) have been studied and
assessed by using Enrichment Factor, Pollution Load Index and Geo-accumulation Index. They have achieved
that sediment have been contaminated by Cu and Pb.[6]
Based on the above method researches, it is necessary to investigate and assess concentration by heavy
metals in industrial .
II. Background and sample collection
Study region: Study region is located at industrial zone at Al-anbarprovince which is located in the western
part of Iraq at the longitude and latitude (41° 36' 0'' E, 32° 54' 0'' N). Anbar provincehas mineral resources
which encourage province and public sectors to establish many factories such as cement, phosphate,fertilizers,
glass, ceramics and many of Construction materials factories [7].
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 27 | PageDOI: 10.9790/0990-03312632
Fig1: show study area
Sampling: Only soil samples had been collected with depth (0-2) by using a homemade soil sampler.. Soil
sampling was carried out from October to December 2013.All the samples were taken from industrial zone
except one sample which has been taken from far away from any industrial zone activity. First of all samples
were air-dried in natural condition, and the debris of animals and plants had been removed by hands. Then
grinded and passed through a sieve (2mm) .
Analysis of samples: the samples had been analyzed by X-Ray Fluorescence and SPECTRO XEPOS device
from AMETEK was used for this purpose. The charts were drawn by using STATISTICA software (StatSoft,
1999).
III. Result anddiscussion
Heavy metals can produce complex compoundswhich are very harmful for human health . The
following tables shows the value of heavy metals [Pb, Ni, Cd, Co, Cr, Cu ] concentration.
Table 1: Heavy metals concentration (ppm) of soil samples at industrial zone
Zone Pb Ni Cd Co Cr Cu
A1 11 127.3 2 3.9 716.5 19.7
A2 19.4 86.9 2 8.5 214.2 8.5
A3 27 176.9 2 8.5 432.3 8.5
A4 244.6 98.9 2 3.9 450.1 3131
A5 34.7 141.3 2 9.2 529.6 48.9
A6 12.3 127. 2 3.9 781 28.3
A7 16.4 130.9 2 3.9 804.1 30.3
A8 56.1 96 2 14.6 386.8 49.6
Table 2: shows the minimum, maximum ,mean, with global average and zero level concentration
Mean Minimum Maximum global average zero level
Pb 52.68750 11 244.6 10 9
Ni 123.15 86.9 176.9 40 91.8
Cd 2 2 2 0.06 2
Co 7.05 3.9 14.6 8 3.9
Cr 539.3250 214.2 804.1 100 169.3
Cu 415.6 8.5 3131 30 16.5
Zero level: means the concentrations of heavy metals at area far away from any industrial zone.
The concentration of Pb ranging from (11 ppm ~ 244.6 ppm)with mean value(52.68750)has exceeded the global
average [8], zero level and mean value five time and at A4 zone Pb concentration exceeded more than 200% of
global average. Ni concentration began from 86.9 ppm ~ 176.9 ppm with mean value (123.15) ppm which is
more than global average and zero level . Cd in all zones had same concentration even at zero level but
hasexceeded global average. While Co was from 3.9 ppm to 14.6 ppm which is more than global average 8 ppm
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 28 | PageDOI: 10.9790/0990-03312632
and zero level 3.9 ppm ,more than mean value 7.05 ppm about 100% . minimum value of Cr was exceeded the
global average one time , and the mean value wasexceededmore five times compare with global average, while
the maximum value was exceeded eight times compare with global average value, finally Cu record
concentration value from 8.5 ppm to 3131 ppm with mean value 415.6 ppm which more than global average 30
ppm about 1300% . and more than zero level 16.5 about 2600% . the value of four heavy metal ( Pb, Ni, Cr, Cu
) recorded peaked at measurement zone A4, A3, A7 and A4 respectively.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
0
20
40
60
80
100
120
140
160
180
200
220
240
260concentrationon(ppm)
Pb
Fig 2: shows the concentration of Pb element at all measurement sites in comparison with global average value
and zero level.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
0
20
40
60
80
100
120
140
160
180
200
concentrationon(ppm)
Ni
Fig 3: shows the concentration of Ni element at all measurement sites in comparison with global average value
and zero level.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
0
1
2
3
4
concentrationon(ppm)
Cd
Fig 4: shows the concentration of Cd element at all measurement sites in comparison global average value and
zero level.
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 29 | PageDOI: 10.9790/0990-03312632
Red line: represent global average value.Green line: represent zero level value.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
2
4
6
8
10
12
14
16
concentrationon(ppm)
Co
Fig 5: show the concentration of Co element at all measurement sites campier with global average value and
zero level.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
0
100
200
300
400
500
600
700
800
900
concentrationon(ppm)
Cr
Fig 6: shows the concentration of Cr element at all measurement sites in comparison with global average value
and zero level.
A1 A2 A3 A4 A5 A6 A7 A8
measurement sites
0
500
1000
1500
2000
2500
3000
3500
concentrationon(ppm)
Cu
Fig 7: shows the concentration of Cu element at all measurement sites in comparison with global average value
and zero level.
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 30 | PageDOI: 10.9790/0990-03312632
IV. Estimation pollution level
A. Enrichment Factor (EF):
Enrichment factor which put forward by zoller [9], is method to estimating the anthropogenic impact
on sediments by calculating differentiate between the metals originating from human activities and those from
natural provenance or the mixed source of the metals [9]. The EF calculation seeks to reduce the metal
variability associated with variations in sediment ratios. The EF method normalizes the measured heavy metal
content with respect to a sample reference metal such as Fe or Al [10]. In this study we use Fe as a sample
reference metal to calculating the enrichment factor since Fe was considered that the distribution of Fe was not
related to other heavy metals, and usually has a relatively high concentration in the earth, The FE is calculated
by the following equation:
EF= Ci Cie s Ci Cie RS
Where Ci is the content of elementiin the sample of interest or the selected reference sample, and Cie is
content of immobile element in the sample or the selected reference sample. So Ci Cie s is the heavy metal to
immobile element ratio in the samples of interest, and Ci Cie RS is the heavy metal to immobile element ratio
in the selected reference sample[9].
five contamination categories are generally recognized on the basis of the enrichment factor :
EF<2,depletion to mineral enrichment; 2≤EF<5, moderate enrichment; 5 ≤EF<20, significant
enrichment;20≤EF<40, very high enrichment; and EF>40, extremely high enrichment.
B. Index of geo-accumulation
Index of geo – accumulation (Igeo ) was originally defined by Muller in 1969, in order to determine and define
metal contamination in sediments, by comparing current concentration with pre- industrial levels[11]. It can be
calculated by the following equation
Igeo = log 2 Ci 1.5 Cri
Where 𝐂𝐢 is the measured concentration of the examined metal i in the sediment , and Cri is the geochemical
background concentration or reference value of the metal i . Factor 1.5 is used because of possible variations in
background values for a given metal in the environment as well as very small anthropogenic influences. The
geo-accumulation index (Igeo ) was distinguished into seven classes by Muller:
Table 3:represent seven classes of geo-accumulation index by Muller.
𝐈 𝐠𝐞𝐨 𝐈 𝐠𝐞𝐨 class Sediment Quality
0-0 0 Unpolluted
0-1 1 Unpolluted to moderately polluted
1-2 2 moderately polluted
2-3 3 moderately polluted to highly polluted
3-4 4 Highly polluted
4-5 5 Highly polluted to very highly polluted
5-6 >5 very highly polluted
5. Result of estimation pollution level
5.1 A1 zone:Table 4: Enrichment factor and geo- accumulation index at A1 industrial zone.
Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation(Igeo) Degree of ( I geo)
Pb 1.332913264 Depletion -0.447458977 Unpolluted
Ni 3.85636042 Moderate 1.085198013 moderately
Cd 40.39131102 Extremely 4.473931188 High to very high polluted
Co 0.590722924 Depletion -1.621488377 Unpolluted
Cr 8.682112304 Significant 2.256004204 moderately to high
Cu 0.795708827 Depletion -1.191729372 Unpolluted
5.2 A2 zone:Table 5: Enrichment factor and geo- accumulation index at A2 industrial zone.
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 2.04721252 Moderate 0.371094152 unpolluted to moderately
Ni 2.292561443 moderate 0.534393676 unpolluted to moderately
Cd 35.17547285 very high 4.473931188 High to very high polluted
Co 11.21218197 significant -0.497499659 Unpolluted
Cr 2.260375885 Moderate 0.513995979 unpolluted to moderately
Cu 0.337330903 Depletion -1.541893779 Unpolluted
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 31 | PageDOI: 10.9790/0990-03312632
5.3 A3 zone:Table 6: Enrichment factor and geo- accumulation index at A3 industrial zone.
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 2.150948807 Moderate 0.847996907 unpolluted to moderately
Ni 3.523174482 moderate 1.559899642 Moderately
Cd 26.55492355 very high 4.473931188 High to very high polluted
Co 0.846438188 depletion -0.497499659 Unpolluted
Cr 3.443908035 Moderate 1.527070336 Moderately
Cu 0.22571685 depletion -2.404390255 Unpolluted
5.4 A4 zone:Table 7: Enrichment factor and geo- accumulation index at A4 industrial zone.
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 30.31579991 very high 4.027389998 high to very high
Ni 3.064424173 moderate 0.72100802 unpolluted to moderately
Cd 41.31343678 Extremely 4.473931188 High to very high polluted
Co 0.604209013 depletion -1.621488377 Unpolluted
Cr 5.578553369 Significant 1.585283064 Moderately
Cu 129.3523706 Extremely 6.120554697 very high polluted
5.5 A5 zone:Table 8: Enrichment factor and geo- accumulation index at A5 industrial zone.
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 2.570884547 Moderate 1.209973162 Moderately
Ni 2.617190105 moderate 1.23572706 moderately
Cd 24.69629728 very high 4.473931188 High to very high polluted
Co 0.852022256 depletion -0.38332864 unpolluted
Cr 3.923747713 Moderate 1.819940621 Moderately
Cu 1.207648937 depletion 0.119909464 unpolluted to moderately
5.6 A6 zone:Table 9: Enrichment factor and geo- accumulation index at A6 industrial zone.
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 1.487123685 Depletion -0.286304185 Unpolluted
Ni 3.847781405 Moderate 1.085198013 moderately
Cd 40.30145488 Extremely 4.473931188 High to very high polluted
Co 0.589408778 Depletion -1.621488377 unpolluted
Cr 9.442630879 Significant 2.380360048 moderately to high
Cu 1.140531173 depletion -0.669122948 Unpolluted
5.7 result A7 zone:Table 10: Enrichment factor and geo- accumulation index at A7 industrial zone
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 1.737398563 Depletion 0.128733314 unpolluted to moderately
Ni 3.466851707 Moderate 1.125430691 moderately
Cd 35.31297893 very high 4.473931188 High to very high polluted
Co 5.164523169 significant -1.621488377 unpolluted
Cr 8.518549908 Significant 2.422412429 moderately to high
Cu 1.069983262 Depletion -0.570607208 Unpolluted
.
5.8 result A8 zone:Table 11: Enrichment factor and geo- accumulation index at A8 industrial zone
Heavy metal Enrichment Factor
(EF)
Degree of enrichment geo-accumulation
( I geo)
Degree of ( I geo)
Pb 6.626740848 Significant 1.90303827 Moderately
Ni 2.834969347 Moderate 0.678071905 unpolluted to moderately
Cd 39.37457426 very high 4.473931188 High to very high polluted
Co 2.155757941 Moderate 0.282933963 unpolluted to moderately
Cr 4.569025597 Moderate 1.366625294 Moderately
Cu 1.952978883 depletion 0.140415119 unpolluted to moderately
V. Conclusions
1. Mean value of heavy metals Pb, Ni, Cr and Cu are 52.6 , 123.1 , 539.3 , 415.6 ppmwith global average
value 10, 40, 100, 30 ppm respectively , the soil is seriously polluted by these heavy metals.
2. According to the Enrichment factor A1 zone is extremely enriched by Cd (40.3) with significantly enriched
by Cr (8.6),A2 zone is very high enriched by Cd(35.1) withsignificantly enriched by Co (11.2) , A3 zone is
very high enriched by Cd (26.5). A4 is extremely enriched by Cu (129.3) and Cd (41.3) with very high
enrichment by Pb (30.3) and significantly enrichment by Cr (5.57) .A5 is very high enrichment by Cd
Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq
www.iosrjournals.org 32 | PageDOI: 10.9790/0990-03312632
(24.6). A6 is extremely enrichment by Cd (40.3) and significantly enrichment by Cr (9.4), A7 is very high
enrichment by Cd (35.3) with significantly enriched by Cr (8.5) and Co (5.1), A8 is very high enrichment
by Cd( 39.3) with significantly enrichment by Pb (6.6).
3. According to the geo- accumulation index all zones are polluted by Cd with degree high to very high
polluted . A4 zone is polluted by Pb (4.02)and Cu (6.12) with high to very high polluted degree. A1, A6,A7
are polluted by Cr with moderately to high polluted degree. While A1, A3,A5,A6,A7 are polluted by Ni
with moderately polluted degree.
Reference
[1]. AbdolhosseinParazanganeh, PooyaHajisoltani ,AbbasaliZamani,2010, Assessment of heavy metal pollution in surficial soils
surrounding Zinc Industrial Complex in Zanjan –Iran , Faculty of Science , Zanjan University.
[2]. Habib, R. Habib and others, 2012. Toxic Heavy Metals in Soil and Some Plants in Baghdad, Iraq, Journal of Al-Nahrain University,
Science, Vol.15 (2), June, , pp.1-16.
[3]. Adel MashaanRabee and others, 2011, Using Pollution Load Index (PlI) and Geo-accumulation Index (I-Geo) six stations along
Tigris river in Baghdad region; Journal of Al-Nahrain University ,Vol.14(4), December, pp.108-114.
[4]. Bing Chen , Ariel F. Stein , Pabla Guerrero Maldonado , Sanchez de la Campa,Yolanda Gonzalez-Castanedo,Nuria Castell, Jesus
D.dela Rosa2013,size distribution and concentration of heavy metals in atmospheric aerosols originating from industrial emissions
as predicted by the HYSPLIT model, center for research in sustainable Chemistry , University of Huelva
[5]. RashidaNazir and others, 2011. Indoor/outdoor relationship of trace metals in the atmospheric particulate matter of an industrial
area, Atmospheric Research 101 765–772. [6] M.chakravarty and A.D.patgiri, 2009 determined assessment pollution of Dikrong
river sediment , Atmospheric Environment, Elsevier journal J Hum Ecol, 27(1): 63-67.
[6]. www.anbarinvest.net. Accessed date 16/3/2015.
[7]. Lindsay, W. L., 1979. Chemical equilibria of soils. John Wiley and Sons, p.449.
[8]. W. H. Zoller, E. S. Gladney and R. A. Duce:Science. Vol. 183(1974), p 199-201.
[9]. M. Ravichandran, M. Baskaran, P. H. Santschi and T. Bianchi: Environment Sciences and Technology. Vol. 29(1995), p 1495-
1503.
[10]. G. Muller: Geojournal. Vol. 2(1969), p108-118.

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Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq

  • 1. IOSR Journal of Applied Geology and Geophysics (IOSR-JAGG) e-ISSN: 2321–0990, p-ISSN: 2321–0982.Volume 3, Issue 3 Ver. I (May - Jun. 2015), PP 26-32 www.iosrjournals.org www.iosrjournals.org 26 | PageDOI: 10.9790/0990-03312632 Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq Walla AbdulqaderIsmaeel1 , AnmarDherar Kusag2 1First Master's student at the University of Anbar, Iraq 2 Second. Department of physics, College of education for pure science, anbar university, Iraq Abstract: This field study was conducted in Al Anbar Province in Iraq in order to identify the level of contamination inlarge industrial zones, 8samples soil had been collected with depth (0-2)cm, were analyzed by X-ray Fluorescence for 6 metals (Pb, Ni, Cd, Co, Cr, Cu ).calculated Enrichment Factor and Geo-accumulation Index to assess quantitatively the influences of human activities by these heavy metals. Keyword: Heavy metal, Soil , Enrichment Factor , Geo accumulation Index , Pollutant. I. Introduction The problem of pollution is one of the most urgent environmental problems Which began to take a serious environmental dimensions, economically and socially with large expansion supported by modern technology [1]. The pollution extends to include even air and soilis addition to water and food caused by intense and unplanned industrial activity and absence treatment of industrial waste[2]. The researchers such as Adel MashaanRabeeand others studied (Using Pollution Load Index (PlI) and Geo-accumulation Index (I-Geo) six stations along Tigris river in Baghdad region; 2011)they have collected samples from six stations along Tigris river to assess level of pollution by (Mn , Ni , Pb, Cu and Cd ).Indicating that the studied stations in Tigris river were unpolluted by total studied heavy metals [3]. The researchers such as RashidaNazir and others during their studies of (Indoor/outdoor relationship of trace metals in the atmospheric particulate matter of an industrial area; 2011) collected samples of aerosols inside and outside homes in industrial areas using a high volume air sampler on glass fiber filters and through the analysis of these samples chemically and measured device atomic absorption spectrometry have proved the presence of some of the heavy elements[4] The researchers such asJingliang Mei with others studied (Assessment of Heavy Metals in the Urban River Sediments in Suzhou City, Northern Anhui Province, China; 2011) they collected 12 samples were analyzed by X-ray Fluorescence for metals (Fe, Cu, Zn, As and Pb) Enrichment Factor (EF) and Geo- accumulation index (Igeo) were used to quantitatively assess the influences of human activities , they found that the sediments in urban river were polluted by Cu, Zn, and Pb [5] . The researchers such as M.chakravarty and others studied (Metal Pollution Assessment in Sediment of the Dikrong River, N.E. India ;2009) for metals (Al, Fe, Ti, Mn, Zn, Cu, Cr, Ni and Pb) have been studied and assessed by using Enrichment Factor, Pollution Load Index and Geo-accumulation Index. They have achieved that sediment have been contaminated by Cu and Pb.[6] Based on the above method researches, it is necessary to investigate and assess concentration by heavy metals in industrial . II. Background and sample collection Study region: Study region is located at industrial zone at Al-anbarprovince which is located in the western part of Iraq at the longitude and latitude (41° 36' 0'' E, 32° 54' 0'' N). Anbar provincehas mineral resources which encourage province and public sectors to establish many factories such as cement, phosphate,fertilizers, glass, ceramics and many of Construction materials factories [7].
  • 2. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 27 | PageDOI: 10.9790/0990-03312632 Fig1: show study area Sampling: Only soil samples had been collected with depth (0-2) by using a homemade soil sampler.. Soil sampling was carried out from October to December 2013.All the samples were taken from industrial zone except one sample which has been taken from far away from any industrial zone activity. First of all samples were air-dried in natural condition, and the debris of animals and plants had been removed by hands. Then grinded and passed through a sieve (2mm) . Analysis of samples: the samples had been analyzed by X-Ray Fluorescence and SPECTRO XEPOS device from AMETEK was used for this purpose. The charts were drawn by using STATISTICA software (StatSoft, 1999). III. Result anddiscussion Heavy metals can produce complex compoundswhich are very harmful for human health . The following tables shows the value of heavy metals [Pb, Ni, Cd, Co, Cr, Cu ] concentration. Table 1: Heavy metals concentration (ppm) of soil samples at industrial zone Zone Pb Ni Cd Co Cr Cu A1 11 127.3 2 3.9 716.5 19.7 A2 19.4 86.9 2 8.5 214.2 8.5 A3 27 176.9 2 8.5 432.3 8.5 A4 244.6 98.9 2 3.9 450.1 3131 A5 34.7 141.3 2 9.2 529.6 48.9 A6 12.3 127. 2 3.9 781 28.3 A7 16.4 130.9 2 3.9 804.1 30.3 A8 56.1 96 2 14.6 386.8 49.6 Table 2: shows the minimum, maximum ,mean, with global average and zero level concentration Mean Minimum Maximum global average zero level Pb 52.68750 11 244.6 10 9 Ni 123.15 86.9 176.9 40 91.8 Cd 2 2 2 0.06 2 Co 7.05 3.9 14.6 8 3.9 Cr 539.3250 214.2 804.1 100 169.3 Cu 415.6 8.5 3131 30 16.5 Zero level: means the concentrations of heavy metals at area far away from any industrial zone. The concentration of Pb ranging from (11 ppm ~ 244.6 ppm)with mean value(52.68750)has exceeded the global average [8], zero level and mean value five time and at A4 zone Pb concentration exceeded more than 200% of global average. Ni concentration began from 86.9 ppm ~ 176.9 ppm with mean value (123.15) ppm which is more than global average and zero level . Cd in all zones had same concentration even at zero level but hasexceeded global average. While Co was from 3.9 ppm to 14.6 ppm which is more than global average 8 ppm
  • 3. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 28 | PageDOI: 10.9790/0990-03312632 and zero level 3.9 ppm ,more than mean value 7.05 ppm about 100% . minimum value of Cr was exceeded the global average one time , and the mean value wasexceededmore five times compare with global average, while the maximum value was exceeded eight times compare with global average value, finally Cu record concentration value from 8.5 ppm to 3131 ppm with mean value 415.6 ppm which more than global average 30 ppm about 1300% . and more than zero level 16.5 about 2600% . the value of four heavy metal ( Pb, Ni, Cr, Cu ) recorded peaked at measurement zone A4, A3, A7 and A4 respectively. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 0 20 40 60 80 100 120 140 160 180 200 220 240 260concentrationon(ppm) Pb Fig 2: shows the concentration of Pb element at all measurement sites in comparison with global average value and zero level. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 0 20 40 60 80 100 120 140 160 180 200 concentrationon(ppm) Ni Fig 3: shows the concentration of Ni element at all measurement sites in comparison with global average value and zero level. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 0 1 2 3 4 concentrationon(ppm) Cd Fig 4: shows the concentration of Cd element at all measurement sites in comparison global average value and zero level.
  • 4. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 29 | PageDOI: 10.9790/0990-03312632 Red line: represent global average value.Green line: represent zero level value. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 2 4 6 8 10 12 14 16 concentrationon(ppm) Co Fig 5: show the concentration of Co element at all measurement sites campier with global average value and zero level. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 0 100 200 300 400 500 600 700 800 900 concentrationon(ppm) Cr Fig 6: shows the concentration of Cr element at all measurement sites in comparison with global average value and zero level. A1 A2 A3 A4 A5 A6 A7 A8 measurement sites 0 500 1000 1500 2000 2500 3000 3500 concentrationon(ppm) Cu Fig 7: shows the concentration of Cu element at all measurement sites in comparison with global average value and zero level.
  • 5. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 30 | PageDOI: 10.9790/0990-03312632 IV. Estimation pollution level A. Enrichment Factor (EF): Enrichment factor which put forward by zoller [9], is method to estimating the anthropogenic impact on sediments by calculating differentiate between the metals originating from human activities and those from natural provenance or the mixed source of the metals [9]. The EF calculation seeks to reduce the metal variability associated with variations in sediment ratios. The EF method normalizes the measured heavy metal content with respect to a sample reference metal such as Fe or Al [10]. In this study we use Fe as a sample reference metal to calculating the enrichment factor since Fe was considered that the distribution of Fe was not related to other heavy metals, and usually has a relatively high concentration in the earth, The FE is calculated by the following equation: EF= Ci Cie s Ci Cie RS Where Ci is the content of elementiin the sample of interest or the selected reference sample, and Cie is content of immobile element in the sample or the selected reference sample. So Ci Cie s is the heavy metal to immobile element ratio in the samples of interest, and Ci Cie RS is the heavy metal to immobile element ratio in the selected reference sample[9]. five contamination categories are generally recognized on the basis of the enrichment factor : EF<2,depletion to mineral enrichment; 2≤EF<5, moderate enrichment; 5 ≤EF<20, significant enrichment;20≤EF<40, very high enrichment; and EF>40, extremely high enrichment. B. Index of geo-accumulation Index of geo – accumulation (Igeo ) was originally defined by Muller in 1969, in order to determine and define metal contamination in sediments, by comparing current concentration with pre- industrial levels[11]. It can be calculated by the following equation Igeo = log 2 Ci 1.5 Cri Where 𝐂𝐢 is the measured concentration of the examined metal i in the sediment , and Cri is the geochemical background concentration or reference value of the metal i . Factor 1.5 is used because of possible variations in background values for a given metal in the environment as well as very small anthropogenic influences. The geo-accumulation index (Igeo ) was distinguished into seven classes by Muller: Table 3:represent seven classes of geo-accumulation index by Muller. 𝐈 𝐠𝐞𝐨 𝐈 𝐠𝐞𝐨 class Sediment Quality 0-0 0 Unpolluted 0-1 1 Unpolluted to moderately polluted 1-2 2 moderately polluted 2-3 3 moderately polluted to highly polluted 3-4 4 Highly polluted 4-5 5 Highly polluted to very highly polluted 5-6 >5 very highly polluted 5. Result of estimation pollution level 5.1 A1 zone:Table 4: Enrichment factor and geo- accumulation index at A1 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation(Igeo) Degree of ( I geo) Pb 1.332913264 Depletion -0.447458977 Unpolluted Ni 3.85636042 Moderate 1.085198013 moderately Cd 40.39131102 Extremely 4.473931188 High to very high polluted Co 0.590722924 Depletion -1.621488377 Unpolluted Cr 8.682112304 Significant 2.256004204 moderately to high Cu 0.795708827 Depletion -1.191729372 Unpolluted 5.2 A2 zone:Table 5: Enrichment factor and geo- accumulation index at A2 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 2.04721252 Moderate 0.371094152 unpolluted to moderately Ni 2.292561443 moderate 0.534393676 unpolluted to moderately Cd 35.17547285 very high 4.473931188 High to very high polluted Co 11.21218197 significant -0.497499659 Unpolluted Cr 2.260375885 Moderate 0.513995979 unpolluted to moderately Cu 0.337330903 Depletion -1.541893779 Unpolluted
  • 6. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 31 | PageDOI: 10.9790/0990-03312632 5.3 A3 zone:Table 6: Enrichment factor and geo- accumulation index at A3 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 2.150948807 Moderate 0.847996907 unpolluted to moderately Ni 3.523174482 moderate 1.559899642 Moderately Cd 26.55492355 very high 4.473931188 High to very high polluted Co 0.846438188 depletion -0.497499659 Unpolluted Cr 3.443908035 Moderate 1.527070336 Moderately Cu 0.22571685 depletion -2.404390255 Unpolluted 5.4 A4 zone:Table 7: Enrichment factor and geo- accumulation index at A4 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 30.31579991 very high 4.027389998 high to very high Ni 3.064424173 moderate 0.72100802 unpolluted to moderately Cd 41.31343678 Extremely 4.473931188 High to very high polluted Co 0.604209013 depletion -1.621488377 Unpolluted Cr 5.578553369 Significant 1.585283064 Moderately Cu 129.3523706 Extremely 6.120554697 very high polluted 5.5 A5 zone:Table 8: Enrichment factor and geo- accumulation index at A5 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 2.570884547 Moderate 1.209973162 Moderately Ni 2.617190105 moderate 1.23572706 moderately Cd 24.69629728 very high 4.473931188 High to very high polluted Co 0.852022256 depletion -0.38332864 unpolluted Cr 3.923747713 Moderate 1.819940621 Moderately Cu 1.207648937 depletion 0.119909464 unpolluted to moderately 5.6 A6 zone:Table 9: Enrichment factor and geo- accumulation index at A6 industrial zone. Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 1.487123685 Depletion -0.286304185 Unpolluted Ni 3.847781405 Moderate 1.085198013 moderately Cd 40.30145488 Extremely 4.473931188 High to very high polluted Co 0.589408778 Depletion -1.621488377 unpolluted Cr 9.442630879 Significant 2.380360048 moderately to high Cu 1.140531173 depletion -0.669122948 Unpolluted 5.7 result A7 zone:Table 10: Enrichment factor and geo- accumulation index at A7 industrial zone Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 1.737398563 Depletion 0.128733314 unpolluted to moderately Ni 3.466851707 Moderate 1.125430691 moderately Cd 35.31297893 very high 4.473931188 High to very high polluted Co 5.164523169 significant -1.621488377 unpolluted Cr 8.518549908 Significant 2.422412429 moderately to high Cu 1.069983262 Depletion -0.570607208 Unpolluted . 5.8 result A8 zone:Table 11: Enrichment factor and geo- accumulation index at A8 industrial zone Heavy metal Enrichment Factor (EF) Degree of enrichment geo-accumulation ( I geo) Degree of ( I geo) Pb 6.626740848 Significant 1.90303827 Moderately Ni 2.834969347 Moderate 0.678071905 unpolluted to moderately Cd 39.37457426 very high 4.473931188 High to very high polluted Co 2.155757941 Moderate 0.282933963 unpolluted to moderately Cr 4.569025597 Moderate 1.366625294 Moderately Cu 1.952978883 depletion 0.140415119 unpolluted to moderately V. Conclusions 1. Mean value of heavy metals Pb, Ni, Cr and Cu are 52.6 , 123.1 , 539.3 , 415.6 ppmwith global average value 10, 40, 100, 30 ppm respectively , the soil is seriously polluted by these heavy metals. 2. According to the Enrichment factor A1 zone is extremely enriched by Cd (40.3) with significantly enriched by Cr (8.6),A2 zone is very high enriched by Cd(35.1) withsignificantly enriched by Co (11.2) , A3 zone is very high enriched by Cd (26.5). A4 is extremely enriched by Cu (129.3) and Cd (41.3) with very high enrichment by Pb (30.3) and significantly enrichment by Cr (5.57) .A5 is very high enrichment by Cd
  • 7. Enrichment Factor and Geo-accumulation Index for Heavy Metals at Industrial Zone in Iraq www.iosrjournals.org 32 | PageDOI: 10.9790/0990-03312632 (24.6). A6 is extremely enrichment by Cd (40.3) and significantly enrichment by Cr (9.4), A7 is very high enrichment by Cd (35.3) with significantly enriched by Cr (8.5) and Co (5.1), A8 is very high enrichment by Cd( 39.3) with significantly enrichment by Pb (6.6). 3. According to the geo- accumulation index all zones are polluted by Cd with degree high to very high polluted . A4 zone is polluted by Pb (4.02)and Cu (6.12) with high to very high polluted degree. A1, A6,A7 are polluted by Cr with moderately to high polluted degree. While A1, A3,A5,A6,A7 are polluted by Ni with moderately polluted degree. Reference [1]. AbdolhosseinParazanganeh, PooyaHajisoltani ,AbbasaliZamani,2010, Assessment of heavy metal pollution in surficial soils surrounding Zinc Industrial Complex in Zanjan –Iran , Faculty of Science , Zanjan University. [2]. Habib, R. Habib and others, 2012. Toxic Heavy Metals in Soil and Some Plants in Baghdad, Iraq, Journal of Al-Nahrain University, Science, Vol.15 (2), June, , pp.1-16. [3]. Adel MashaanRabee and others, 2011, Using Pollution Load Index (PlI) and Geo-accumulation Index (I-Geo) six stations along Tigris river in Baghdad region; Journal of Al-Nahrain University ,Vol.14(4), December, pp.108-114. [4]. Bing Chen , Ariel F. Stein , Pabla Guerrero Maldonado , Sanchez de la Campa,Yolanda Gonzalez-Castanedo,Nuria Castell, Jesus D.dela Rosa2013,size distribution and concentration of heavy metals in atmospheric aerosols originating from industrial emissions as predicted by the HYSPLIT model, center for research in sustainable Chemistry , University of Huelva [5]. RashidaNazir and others, 2011. Indoor/outdoor relationship of trace metals in the atmospheric particulate matter of an industrial area, Atmospheric Research 101 765–772. [6] M.chakravarty and A.D.patgiri, 2009 determined assessment pollution of Dikrong river sediment , Atmospheric Environment, Elsevier journal J Hum Ecol, 27(1): 63-67. [6]. www.anbarinvest.net. Accessed date 16/3/2015. [7]. Lindsay, W. L., 1979. Chemical equilibria of soils. John Wiley and Sons, p.449. [8]. W. H. Zoller, E. S. Gladney and R. A. Duce:Science. Vol. 183(1974), p 199-201. [9]. M. Ravichandran, M. Baskaran, P. H. Santschi and T. Bianchi: Environment Sciences and Technology. Vol. 29(1995), p 1495- 1503. [10]. G. Muller: Geojournal. Vol. 2(1969), p108-118.