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GIS com . yahoo @ parifarzaneh . cm pH .

GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

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Page 1: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

GIS

com.yahoo@parifarzaneh

.

cm

pH.

Page 2: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,
Page 3: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,
Page 4: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

HCLHNO

ICP-AES

pHpH

- Mean - Median - Standard Deviation - Coefficient of Variation - Skewness

z

hN

iiii hxzxz

hNh

1

2

2

1)(

)(hi

hNh

ixz

z x

hxz izh

ArcGIS

Z*(x )= iZ(xi)

Page 5: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

Z*(x ) =

d

z(x )

.

Z*

i

i

MAE

1

1*

n

i

MAE z Xi Z Xin

MBE

1

1*

n

i

MBE z Xi Z Xin

Z*(x )x

ii

Z(xi)i

mg/kg

.

Page 6: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

.

mg/kg

mg/kg

mg/kg

mg/kg

mg/kg

pH

pH

pH

pH

pH

pH

pH

Page 7: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

k-sp

.

rp

rpr(p

rp<rp<

SiltSand ClayPHCrCuNiPbCo

Co **

Pb *

**

Ni **

Cu *

**

**

**

Cr

PH **

**

Clay **

**

**

Sand **

*

**

Silt

Page 8: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

MAEMBECC+CC / C+C

km)

MAEMBE

Page 9: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,
Page 10: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

mg/kg

-

mg/kg.

Page 11: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

IDW

Page 12: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

. Bowen, H. J. M., , The

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Page 13: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

Treated Soils as Determined by Three

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Page 14: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

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Page 15: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

Spatial distribution of (Ni, Cr, Pb, Cu and Co)in the Surface

(Superficial) Soil of Hamadan county with Geostatistic & GIS

Parisa Farzaneh

Alireza Soffianian

Faramarz Moattar

Abstract

Introduction:

Heavy metals are one of the most important soil pollutants. The increased level of them in

environment in respect to their stability has led to researchers attraction at recent decades. The

principal goal of present study is to determine the spatial distribution of heavy metals (Ni, Cr, Pb,

Cu and Co) in surface soil of Hamadan county.

Material and methods: For this Sampling was carried out based on systematic method from depth - cm. heavy metals

concentration and soil characteristics including PH, silt,clay and sand percentage were measured.

Interpolation for heavy metals levels concentrations were done by geo-statistics methods . Different

elements were interpolated through Radial basic function(RBF), Ordinary and Disjunctive Kriging and

inverse distance weighting .The method accuracies were compared by using mean absolute error and

mean bayas error.

Results: for heavy metal concentration maps, Cr,Co and Pb, we used (RBF),for Cu inverse distance

weighting(IDW),for Ni ordinary kriging with exponential model. Overplaying heavy metals

distribution maps with geology and land use maps showed that Cr, Co and Ni have geological origin,

The highest levels of Lead concentration is controlled by geological formation, agricultural activities

and also urban pollution.

Cu have originated from bed rock. But, excessive consumption of chemical fertilizers according to

agricultural activities can increase most of these elements in soil.

- MSc Student in environmental Pollution major, Basic Sciences School , Tehran Sciences and researches azad

university.

- Assistant. Prof.s. Department of Natural Resources, Isfahan University of

Technology, Iran - Environment Department Professor, Basic Sciences school, Tehran Sciences and researches azad

university.

Page 16: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

Key words: Spatial distribution, geostatistics , heavy metals, geographical information system(GIS),

Hamadan county.

Page 17: GIS - دانشگاه آزاد اسلامی واحد ...he.srbiau.ac.ir/article_6209_8fda2f0674be3eb8d91ab1c79bbcc04e.pdf · Bowen, H. J. M., , The environmental chemistry of elements,

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