Accepted Manuscript Study of urban puddle sediments for understanding heavy metal pollution in an urban environment Andrian A. Seleznev, Ilia V. Yarmoshenko PII: DOI: Reference:
S2352-1864(14)00002-9 http://dx.doi.org/10.1016/j.eti.2014.08.001 ETI 1
To appear in:
Environmental Technology & Innovation
Received date: 10 April 2014 Revised date: 30 July 2014 Accepted date: 8 August 2014 Please cite this article as: Seleznev AA, Yarmoshenko IV. Study of urban puddle sediments for understanding heavy metal pollution in an urban environment. Environmental Technology & Innovation (2014), http://dx.doi.org/10.1016/j.eti.2014.08.001 This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
Andrian A. Selezneva (corresponding author: e-mail:
[email protected], tel: +7 343 3623421, fax: +7 343 3743771), Ilia V. Yarmoshenkoa (e-mail:
[email protected]); affiliation: a Institute of Industrial Ecology, Ural Branch of Russian Academy of Sciences; address: S. Kovalevskoy St., 20, 620219, Ekaterinburg, Russia.
Manuscript
1
STUDY OF URBAN PUDDLE SEDIMENTS FOR UNDERSTANDING HEAVY
2
METAL POLLUTION IN AN URBAN ENVIRONMENT
3
Abstract
4
Natural processes cause sedimentation in local surface depressed zones of the urban
5
landscape with the formation of micro water bodies (puddles). The urban puddle sediments can
6
be defined as a separate peculiar subtype of geochemical traps of the recent technogenic and
7
anthropogenic sediments. Accumulation of pollutants over space and time is a remarkable
8
advantage of urban sediments in comparison with urban soils. The relevance of urban puddle
9
sediments as an object for the assessment of heavy metals pollution (Pb, Zn, Cu, Ni, Co, Mn,
10
Fe) of an urban ecosystem was studied on the example of Ekaterinburg city, Russia. Samples of
11
urban puddle sediments were collected from 213 locations in residential areas. The study of
12
heavy metals pollution in Ekaterinburg city showed that the puddle sediments provide further
13
opportunities for the analysis of the urban environment.
14
Keywords: puddle sediments, heavy metals, pollution, urban environment, environmental
15
assessment
16
1. Introduction
17
Studies of the environmental problems of urban areas are commonly based on the
18
investigations of the soil, air, and deposition media (snow, bottom sediments, dust etc.).
19
However, while the permanent migration of pollutants and sedimentation caused by natural
20
forces is a significant process which takes place under anthropogenic pressure in urban
21
ecosystems, the separate data on the pollution of the environmental compartments do not allow
22
for a comprehensive pattern of pollution in a large metropolis. The main disadvantage of a soil
23
investigation, as a common environmental diagnostic tool in the urban environment, is low
24
representativeness of a single urban soil core due to the spatial and temporal heterogeneity of
25
urban soil material caused by numerous natural and anthropogenic factors [1–5].
26
In recent decades, specialists have given much attention to the investigation of the
27
recent anthropogenic sediments in an urban ecosystem [6–10]. In particular, the sediments of
28
large water bodies, road dust, atmospheric depositions, street deposited sediments, soakaway
29
and sewage sediments are extensively involved in urban environmental studies [11–15].
30
The origin of various types of the urban sediments is associated with such natural and
31
technogenic processes as soil erosion, atmospheric deposition, and the transfer of traffic related
32
materials (tyre and brake abrasion products, combustion exhaust, and pavement wear) [6,16–
33
19]. In comparison with the other types of the recent anthropogenic sediments of the urban
34
environment, the puddle sediments and their role in the redistribution of pollutants is the least
35
studied. 1
1
The precipitated rain and surface water runoff form micro water bodies (puddles) in the
2
local surface depressed areas, filling them with the sedimentary material represented by the
3
solid and suspended particles of soil, erosion material, and other particles [20] washed out and
4
transported from the water catchment area. The puddle catchment area contains roofs of
5
buildings, grounds, pavements, local roads within the district or neighbourhood and green
6
zones with grass, trees, and bushes and other harvesting surfaces. The process of sedimentation
7
and migration provides an intermixing of soluble and insoluble pollutants over the puddle
8
catchment in the puddle sediments. Summarising all of the above, we can suppose that the
9
puddle sediments of local surface depressed zones of the urban landscape are an ultimate
10
accumulation depot of pollutants in an urban environment.
11
The objective of the research was to show the relevance of the puddle sediments as an
12
object for the assessment of heavy metals pollution of the urban ecosystem (on the example of
13
Ekaterinburg, Russia). To demonstrate the suggested approach, the set of metals (typical
14
pollutants and elements of the parent rock) for the city was chosen for the analysis. The
15
assessment of the heavy metal concentrations in urban puddle sediments and the comparison
16
with the results of the soil investigation was conducted.
17
2. Materials and methods
18
2.1. Description of the sampling area
19
Ekaterinburg is a major city of the Ural region of Russia, the administrative centre of
20
Sverdlovsk oblast. The linear dimensions of the city are approx. 25 km from north to south and
21
20 km from west to east. The population of Ekaterinburg is approx. 1.4 million people; the
22
number of cars is approx. 0.3 per person. The city is situated on the eastern side of the Ural
23
Mountains on the Iset River. Ekaterinburg and the Middle Ural region belong to the temperate
24
continental climatic zone with well-marked cold and warm seasons. The average temperature is
25
–14°C in January and +19°C in July. The winter lasts approx. 5 months – from November until
26
April. Summer in the Urals is short, with warm weather for only 65-70 days.
27
Metallurgy, electric power, chemical and petrochemical industries, manufacturers of
28
building materials, roads and rail transport, as well as machine building and metal working
29
plants are located in the northern part of Ekaterinburg, metallurgical – in the south and west.
30
Several major highways pass through the city. Three heat and power stations are also located in
31
the city (in the west, north, and east). The low scattering power of the atmosphere determines
32
the high degree of air pollution in the city. In recent years, the emissions from vehicles have
33
increased due to increasing number of cars. In addition, the emissions of industrial enterprises,
34
located in Ekaterinburg and in the suburbs, are superposed to each other under certain weather
35
conditions. 2
1
The environmental monitoring in Ekaterinburg is carried out by the authorised body
2
SRD FSHEM (The Sverdlovsk Regional Department of The Federal Service for
3
Hydrometeorology and Environmental Monitoring). Air pollution monitoring in Ekaterinburg
4
city is conducted by a network of eight stationary monitoring posts (one stationary post per 10-
5
15 km2 on average). The soil investigations are carried out every five years on an irregular grid
6
at 90 sites in the most polluted parts of the city located mainly in the vicinity of 10 km from the
7
large enterprises in the parks, forest park areas, and places where undisturbed soils are present.
8
The soil sampling is not conducted directly in residential districts. Background soil samples for
9
the city are collected at the sites located at a distance of 50-60 km to the southwest just outside
10
the city.
11
2.2. Sampling collection and preparation
12
Puddle sediments sampling sites were chosen on an irregular grid in 10 enlarged
13
residential districts (Fig. 1) consisting of microrayons (primary structural element of the
14
residential area development separated by the forest park zones, major highways, railways, and
15
industrial sites of enterprises). The majority of the contemporary microrayons in Ekaterinburg
16
were formed under the planned construction of the city during the 20th century.
17
All of the sampling sites were situated inside the territories of the residential yards. It
18
should be noted that the roads with heavy traffic and industrial plants are located at a
19
considerable distance from the residential areas, and at the same time the roads with medium-
20
intensive traffic are often across the microrayons. To avoid a sampling bias, all the sampling
21
sites have been chosen with the same typical features in the yards and have been located at an
22
equal distance from the nearest industrial plants (500-3000 m), the roads with heavy traffic (>
23
500 m) and from roads with medium-intensive traffic (100 m).
24
A member of the research team visited the yards and selected the depressed zones by
25
visual inspection. The urban puddle sediments samples were taken from the depressed zones
26
that seemed to be the oldest and the most undisturbed in recent years. The samples were taken
27
from the upper 5 cm layer, with a sample mass of approx. 1.5 kg (dry weight). Domestic
28
wastes, debris, roots, and foreign inclusions were removed during the sampling process. The
29
information on the location and the site specific descriptions of the puddles and their
30
environment was documented. The position of the sampling areas was assigned according to its
31
address and was marked on the city map. The photo documentation of the areas and samples
32
was also performed.
33
The puddle sediments samples were air-dried at ambient temperature in the laboratory
34
for 2 weeks. Dried samples were crushed, homogenised and passed through a 1 mm sieve. To
3
1
determine the total concentrations of metals, a small representative portion (20 g) of each
2
sample was taken from the sieved sample. Then, it was abraded to powder in agate pounder.
3
During the sampling collection and preparation processes, all the labware was cleaned
4
to prevent the accidental pollution of the given sample from the previous one. The sample was
5
taken with the plastic scoop that was cleaned with the disposable wet alcohol wipe after the
6
each collection of the sample. Under the sample preparation, the sieve, pounder, and other
7
labware was cleaned with disposable wet alcohol wipes after each sample preparation act.
8
2.3. Heavy metal analysis
9
Chemical analysis of the samples was conducted at the Chemical Analytical Center of
10
Institute of Industrial Ecology. The ‘total’ concentrations of heavy metals were determined in
11
each sample. The procedure of sampling preparation and analysis were conducted according to
12
the technique for measuring the metal content in solid objects by the spectrometry with
13
inductively coupled plasma PND F 16.1:2.3:3.11-98 [21] certified by The State Bureau for
14
Environmental Protection of Russian Federation. The preparation method of the samples is very
15
similar to the US EPA method [22]. The total concentrations of Pb, Zn, Cu, Ni, Co, Mn, and Fe
16
in the samples were determined with ICP-MS Perkin Elmer ELAN 9000 (Perkin Elmer Inc.,
17
USA).
18
The quality control procedure of measurements is provided by the use of certified
19
methodologies for measuring and accreditation and authorisation of the Chemical Analytical
20
Center of Institute of Industrial Ecology in The Systems of the State Accreditation laboratories.
21
3. Results
22
The samples of urban puddle sediments were collected in 213 locations in residential
23
areas in Ekaterinburg during the summer seasons in 2007-2010. The puddle sediments cocktail
24
is partly represented by the particles of the natural and the anthropogenically transformed soil.
25
The thickness of the sediments varies in a range less than 5 cm. The base surface substrate is
26
represented by the variety of materials such as urban sealed soil and ground, anthropogenic
27
landfill, soil surrogate (mainly turf), asphalt and different pavement surfaces. The material of
28
the sediments appeared to be easily identified and distinguished from the base surface substrate
29
due to the finer particle size composition (because of the significant amount of dust content)
30
and more homogeneous structure.
31
Table 1 summarises the results of the statistical analysis of concentrations of heavy
32
metals in urban puddle sediments in Ekaterinburg. The concentrations of Mn, Fe, and Co as
33
measured in the collected samples follow the normal distribution and concentrations of Ni, Cu,
34
Zn, and Pb – lognormal distribution. The association between the average concentrations of
35
heavy metals in puddle sediments (grey bars) and in soils in Ekaterinburg city (white bars) is 4
1
shown in Fig. 2. The ratios between the average heavy metal concentrations in the puddle
2
sediments and the soils in the city increased in the order of Co (1.05) < Cu (1.19) < Mn (1.29) <
3
Ni (1.40) < Fe (1.54) < Pb (2.02) < Zn (2.97).
4
The analysis of the spatial redistribution of concentrations of pollutants in urban puddle
5
sediments was conducted by 10 districts in Ekaterinburg (Table 2). According to the analysis of
6
variances (ANOVA), the mean values of the concentrations of Mn, Fe, and Co in puddle
7
sediments significantly differ by the city districts (p<0.001). The mean values of logarithms of
8
concentrations of Cu, Zn, and Pb also significantly differ by the city districts (p<0.01).
9
4. Discussion
10
4.1. Association between the heavy metal content in puddle sediments and in soils in the city
11
The obtained close association between the average concentrations of heavy metals in
12
puddle sediments (Fig. 2) may confirm the potential common origin of heavy metals in the
13
puddle sediments and in the urban soils. As can be seen in Fig. 2, the average values of the
14
concentrations of all the measured metals are higher in puddle sediments than in the urban soils.
15
The ratio between the average heavy metal concentrations in puddle sediments and soils above
16
1 may correspond to the migration of heavy metals into puddle sediments, concentration of
17
heavy metals by the substance of puddle sediments and additional pollution of puddle
18
sediments versus soils in the city. This means that the puddle sediments concentrate heavy
19
metals in the urban environment. At the same time, as the puddle sediments are represented by
20
the material of soil or soil surrogate (turf), which is substantially finer than surrounding soils,
21
they are potentially more carbon rich. This geochemical characteristic of the sediments (along
22
with other factors) can contribute to the metal enrichment of puddle sediments in all the
23
sampling sites.
24
The relationship between the content of the heavy metals in puddle sediments and the
25
geochemical characteristics of the parent rock of the Middle Ural was analysed. The puddle
26
sediments sampling sites were combined into the groups according to the primary types of the
27
lithogenic substrate in the city, which is represented on the State Geological Map of The
28
Russian Federation, Scale 1:1 000 000, series Ural [23]. The ANOVA showed the significant
29
differences of the mean concentration of Co, Fe, and Mn and insignificant differences of the
30
mean concentration of Ni, Cu, Zn, and Pb between the primary types of the lithogenic substrate.
31
It is also important that the concentrations of Co, Fe, and Mn follow normal distribution (Table
32
1), whereas concentrations of Ni, Cu, Zn, and Pb deviate from normal distribution significantly.
33
Comparison of the Clarke values [24] and concentrations of the metals demonstrate the same
34
associations: mean concentrations of Co, Fe, and Mn are close to the Clarke values; mean
35
concentrations of Ni, Cu, Zn, and Pb are several times higher. Thus, the comparison with the 5
1
geochemical background demonstrated that the content of Co, Fe, and Mn can be associated
2
with the main types of parent rock (typomorphic geochemical association), while Ni, Cu, Zn,
3
and Pb may be partly associated with the anthropogenic origin (technogenic geochemical
4
association).
5
4.2. The spatial distribution of heavy metal concentrations in urban puddle sediments
6
The origin of Pb, Cu, and Zn may be mostly related to the pollution from the automobile
7
traffic. The potential sources of these metals include vehicle emissions from the dense network
8
of roads and can be tied to automobile by-products. Pb was an additive to gasoline in Russia
9
until 1997 and was an important component of the automobile emissions, whereas Cu and Zn
10
contaminations can occur from brake emissions and tyre abrasions, respectively. The other
11
sources of these three elements in an urban environment can be incinerators, pipes, cables, and
12
paints [25–27]. In the Southeastern, Southeastern Suburb, and Southern Suburb districts, the
13
concentrations of these three elements are lower than the average value because these districts
14
are not affected by the intensive industrial emissions and have less intensive automobile traffic.
15
The analysis of the spatial redistribution of other metals does not reveal any additional patterns
16
of pollution in the city.
17
A strong correlation of Cu vs Pb and Zn vs Pb was observed in the central districts
18
(West, Center, South, East) where a high automobile traffic density is typical. Thus, the higher
19
concentrations of these three metals in puddle sediments in the central districts can be attributed
20
to high automobile emissions. Nevertheless, the contribution of industrial enterprises (besides
21
the automobile traffic) to the pollution of puddle sediments is still undetermined. It should be
22
noted that the powerful source of copper pollution (Sredneuralsky Copper Smelter Plant) is
23
situated in the western direction, 30 km outside of Ekaterinburg. However, according to the
24
data on the copper content in puddle sediments, the correlation between the pollution of the
25
samples of this metal and the western direction has not been identified.
26
4.3. Temporal conditions of the formation of puddle sediments pollution
27
The time period of the formation of a puddle may vary from several hours to several
28
days. However, the time periods and changes in water loading insignificantly influence the
29
loading of the sedimentary material during the time of their existence. In the case when the
30
pollution of the soil is caused by the atmospheric emissions, the concentration of heavy metals
31
in an upper soil layer increases permanently with time. In the urban environment, the
32
concentration of metals depends on the time of exposure of the ground to atmospheric fallouts
33
that starts after covering the surface by a layer of manmade ‘clean’ soil surrogate. Therefore,
34
the pollution of the ground depends on the age of the local landscape of the urban environment.
6
1
While the sediments may be removed, the age cannot be assessed using the thickness of the
2
sediments.
3
It should be noted that the permanent cycle of migration of the sedimentary material is
4
occurring in an urban environment. The origin of the sedimentary material is related to the
5
constantly increasing volume of suspended and solid particulate matter and dust from
6
automobile and industrial emissions, soil erosion, abrasion, and corrosion products of different
7
materials (building construction materials, tire and brake abrasion products, combustion
8
exhaust and pavement wear) [6,14,16,28,29]. Natural processes of deposition, wind,
9
atmospheric and rainwater/stormwater transfer and anthropogenic activities (landscape
10
planning accompanying residential construction and development practices, installations of
11
footpath, lawns, drainages, clearing the territories) lead to the constant migration cycle of
12
particulate matter between the environmental compartments and sedimentation [30–35]. The
13
nature of the transfer of sediments and pollution makes obtaining reliable information on the
14
dominant sources of sediments and the association between the sediment substance and
15
contaminants within the urban landscape difficult. However, this migration cycle led to the
16
additional integration of pollution over the space.
17
The parts of the catchment area are formed in different time periods and have a different
18
age and pollution. Nevertheless, the particles of hard material originating from different parts of
19
the puddle catchment area are intermixed within the local surface depressed zone during the
20
process of sedimentation. Analysis was conducted to reveal the relationship between the heavy
21
metal concentration and the parameters characterising the age of the specific site where the
22
puddle sediments were formed. One of such parameters was the year of construction of the
23
residential buildings in the block of houses where the puddle sediments sample was collected.
24
The year of construction of each residential building was taken from the public resource of Ural
25
Chamber of Real Estate. Each puddle catchment site corresponded to the several (usually 2-4)
26
residential buildings in the block of houses. The mean, minimal, and maximal value of the year
27
of construction was calculated for each site of the sampling of puddle sediments.
28
According to the analysis, the widest variability of the concentration of Pb and Zn is
29
related to two temporal factors: the mean value of the age of the residential building and the
30
difference between the minimal and maximal ages of the site of landscape. The years of
31
construction of the residential buildings were combined into four groups as shown in Fig. 3.
32
The average year in the groups 1 and 2 is in the range 1960-1970. Groups 1 and 2
33
contain the sites where the difference between the minimal and maximal years of construction
34
is up to 40 years and below 10 years on average, respectively. The average year of construction
35
in groups 3 and 4 is in the range 1980-1990; the difference between the minimal and maximal 7
1
years in group 3 does not exceed 30 years, but in group 4 it does not exceed 10 years.
2
According to the analysis of variances, these two factors influence the concentration of Pb and
3
Zn in the puddle sediments. The relations between the average concentrations of Pb and Zn and
4
the age are shown in Fig 4.
5
As can be seen in Fig. 4, the maximal content of Pb and Zn is revealed at the sampling
6
sites where the residential buildings were constructed before 1986 on average. Minimal
7
concentrations are observed for the group of the average range of year of construction 1984-
8
1993. The analysis of the relation between the Pb and Zn concentration in the puddle sediments
9
and the age of the residential buildings shows the dynamics of their pollution in an urban
10
environment, which increased with the amount of vehicles in the city and decreased with the
11
legitimating ban on the use of leaded gasoline in Sverdlovsk region in 1997 [36].
12
No correlations between the age of the residential buildings and other metals
13
concentrations were obtained. Apparently, the process of pollution of the atmosphere with the
14
other heavy metals was less intensive and did not significantly contribute to the final
15
concentration of those metals.
16
5. Conclusion
17
A specific part of the urban landscape is a local surface depressed zone of terrain which
18
provides the conditions for forming puddles and sedimentation. The amount of pollutant
19
concentrated in puddle sediments is proportionate to the time integral of the precipitation of
20
pollutants over the catchment area for the period of the average time of existence of the
21
catchments area from its forming until moment of collecting the sample of the sediments. The
22
urban puddle sediments are an independent compartment of the environment. Accumulation of
23
the pollutants over space and time is a remarkable advantage of urban sediments in comparison
24
with urban soils, which are affected by generally unknown migration processes. Urban puddle
25
sediments characterise a larger area than the soil samples while the catchment area may reach a
26
few hundred square metres.
27
Another important advantage of the puddle sediments consists in the possibility to
28
investigate the residential blocks directly, whereas undisturbed soil samples characterise
29
territories outside of the residential area. For this reason, the soil investigation cannot provide
30
the representative information on the pollution of the residential areas of the city.
31
Study of heavy metals pollution in Ekaterinburg city showed that the puddle sediments
32
provide further opportunities for the analysis of the urban environment. In general, the
33
concentrations of heavy metals show wide ranges of values. Elevated heavy metals
34
concentrations in the city are likely to reflect the long history of urban and industrial
8
1
development. For Ekaterinburg city, the concentrations of Pb and Zn in the puddle sediments
2
are the most sensitive indicators of pollution.
3
The puddle sediments require appropriate geochemical classification as anthropogenic
4
sedimentary deposits of the urban environment. The urban puddle sediments reflect the recent
5
natural and technogenic processes, such as rainwater surface runoff, weathering, and erosion
6
processes in the urban ecosystem. The process of formation of urban puddle sediments occurs
7
through interactions of natural processes and urban management. The urban puddle sediments
8
can be defined as a separate peculiar subtype of geochemical traps of the recent anthropogenic
9
sediments. This type of urban sediments starts forming simultaneously with the development,
10
construction, and landscape planning of a residential district. The puddle sediments show and
11
reflect the environmental state at the local territory and environmental changes during the time
12
of the existence of the urban landscape.
13 14
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2
Inductively Coupled Plasma-Atomic Emission Spectrometry, Revision 5.0, U.S. Environmental
3
Protection Agency, Office of Science and Technology, Washington, DC, 2001.
4
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Pages O-41 – Ekaterinburg, Federal State Unitary Enterprise «A.P. Karpinsky Russian
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Geological Research Institute», Ministry of Natural Resources and Ecology of the Russian
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Federation, Federal Agency of Mineral Resources, 2011. (in Russian)
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atmospheric deposition to stormwater runoff in a small impervious urban catchment, Water
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Pollution from Urban Areas, United States Environmental Protection Agency, Office of Water,
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12
1
Figure captions
2 3
Fig.1. Association between the average concentrations of heavy metals in puddle sediments
4
(grey bar) and in soils in Ekaterinburg city (white bar). The data on the soil pollution in the city
5
were obtained from The Report on Soil Pollution of Ekaterinburg City with Industrial Toxicants
6
for 2010 issued by the SRD FSHEM (SRD FSHEM, 2011).
7 8
Fig.2. Location of the residential districts in Ekaterinburg city: North (N), Northwestern (NW),
9
West (W), Center (C), East (E), Southwestern (SW), South (S), Southeastern (SE), Southern
10
Suburb (SS), Southeastern Suburb (SES). The main road network in the city is also shown.
11 12
Fig. 3. The groups of years of construction of residential buildings according to the data of The
13
Ural Chamber of Real Estate. Max, min and average values of the year in the groups are
14
represented.
15 16
Fig. 4. Relative concentrations of Pb and Zn in the groups by years of construction of buildings.
13
*Highlights (for review)
Highlights Puddle sediments are attractive urban objects to use in an environmental study. Urban puddle sediments accumulate pollution over space and time. Puddle sediments are collected in the residential blocks directly. Concentrations of Pb and Zn in puddle sediments reveal urban pollution.
Table
Table 1. Concentrations of metals in urban puddle sediments in Ekaterinburg city. Element
Range of concentration
Average concentr ation
SD
Geometric mean
Geometric standard deviation
Distribution type
Mn, mg/kg Fe, g/kg Co, mg/kg
263-2212 6-75 5-47
823 37 22
262 12 7
-
-
Normal Normal Normal
Ni, mg/kg
26-663
175
106
148
1.80
Lognormal
Cu, mg/kg
14-370
105
50
94
1.57
Lognormal
Zn, mg/kg
57-4676
455
524
336
2.02
Lognormal
Pb, mg/kg
14-1027
103
123
74
2.07
Lognormal
Table 2. Average concentrations of heavy metals in urban puddle sediments by 10 residential districts in the city. District, parameter East (E) West (W) North (N) Northwestern (NW) Center (C) South (S) Southeastern (SE) Southeastern Suburb (SES)
Arithmetic mean Mn, Fe, Co, mg/kg g/kg mg/kg 857* 44* 24* 778* 34 20 854* 37* 23*
Ni, mg/kg 195* 130 189*
Geometric mean Cu, Zn, mg/kg mg/kg 127* 473* 104* 380* 93 277
Pb, mg/kg 104* 90* 71
Number of samples 21 28 45
838*
35
19
119
96*
237
75*
7
779 879* 673
32 40* 41*
21 23* 19
141 148* 136
103* 104* 77
433* 509* 230
91* 101* 57
30 10 21
1115*
46*
28*
147
82
281
52
9
Southwestern (SW)
649
28
16
122
91
399*
82*
18
Southern Suburb (SS)
964*
36
23*
126
79
285
46
24
* Districts where the mean concentrations of metals in puddle sediments are higher than the mean value for the city (for Mn, Fe and Co the represented mean value is arithmetic and for Ni, Cu, Zn and Pb – geometric mean).
Figure 1
1000
Concentration
soil sediments 100
10
1 Co, mg/kg
Fe, g/kg
Pb, mg/kg
Cu, mg/kg
Ni, mg/kg
Zn, mg/kg
Mn, mg/kg
Figure 2
N NW
W
E
C
SE
SW
S
SS
SES
Figure 3
2010 2000 max 1990
Year
1980 1970
average
1960 min 1950 1940 1930 1920 1954-1993
1960-1969
1974-2006
Year of construction
1985-1993
Figure 4
1 Zn Pb 0.8
0.6
0.4
0.2
0 Average range of year of construction: 1954-1994
1961-1970
1972-2006
1984-1993
Average year of construction: <1986
>1986