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Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
96
A Study of Himreen Reservoir Water Quality Using in Situ
Measurement and Remote Sensing Techniques
Dr. Salah A. H. Saleh
College of Science , Nahrain University, Baghdad - IRAQ
Abstract
The use of remote sensing and GIS in water monitoring and management has been long recognized. This paper is
an application of remote sensing technique and in situ measurement for monitoring water quality parameters of
Himreen Dam reservoir water. Himreen dam constructed in 1980 lies in Diyala governorate east part of IRAQ
is used mainly for Control Diyala river flood and power generation.
The output results shows that high correlation found between reflectance values were extracted from
landsat TM 1989 and ETM+ 2002 images with water depth and its turbidity and there is no sources of thermal
pollution in water. Generally, Himreen reservoir water can be classified according to the standard Specification
(US Standards) as good medium salt water.
Keywords: Remote sensing, Water quality, Himreen reservoir, Landsat TM and ETM+ images.
Introduction
Water is valuable natural resources that essential to human survive and the ecosystems health. The
characteristic of water can be categorized into three namely physical, biological and chemical. These
characteristics are used in water monitoring program. In situ measurements and collection of water samples for
subsequent laboratory analyses are currently used to evaluate
water quality. These measurements are accurate for a point in time and space but do not give the spatial and
temporal view of water quality in wide space. Thus, the technologies such as remote sensing and GIS are very
useful as a tool in evaluating and monitoring water quality(5).
Although remote sensing has proven useful for water quality monitoring, it will never replace traditional field
surveying and sampling. However, when coupled with such techniques, remote sensing can enhance and
complement existing approaches to maximize resources and cost effectiveness
The technology of remote sensing can be considered as a fast method for quantifying the suspended
solids in surface water in our days, which offers a unique method of data collection and analysis for water
resource managers and engineers. This technology, like all others, has its capabilities and limitation. Also this
technique is increasing capability of providing precise and updated information on suspended solids in surface
water.
Suspended sediments cause several technical problems in reservoirs, dams, and turbines of electrical
energy generation stations which depend on water energy. Therefore it is very important to study suspended
sediments in water, its seasonal changes, and the percent of its concentrations.
The purpose of this research is to study some quality parameters of Himreen reservoir water, measured
spectral characteristics of water from landsat images data and noticed the effect of suspended sediment on
water quality.
Himreen Reservoir Description:
Along the course of Diyala river two major dams exist, these are Derbendikhan dam in the extreme
north of the river and Himreen dam in the middle parts of the basin. Both reservoirs is considered as multi-
purpose reservoir providing the following:
1. Control of Diyala river flood.
2- Regulation of Diyala River for supplying of water for irrigation.
3- Power generation utilizing regulated outflows for irrigation requirements.
4- Meeting municipal and industrial downstream requirements.
Himreen dam lies in the intersection of Himreen mountain with Diyala river, about 10 km from the
position of Diyala fixed dam which is known in the name of Al-Sodor. The dam was constructed in 1980; it is
3360 m long and 40 m in height and it has a spillway of 70 m wide with five gates which gives a maximum
discharge of 4000 cubic meter per second (figure-1).
Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
97
Fig(1) GPS Coordinates of Himreen reservoir : N 34° 10' 43.58", E 45° 00‘ 17.17"
Climate of Himreen Reservoir Area
Climate is considered one of the most important factors that affect environmental components of water,
air and soil. The climate of Himreen reservoir area is characterized by large changes throughout the year. Long
hot summer with as well as short winter with limited and seasonal rainfall. The maximum mean monthly
temperature for the period of study was during July is 44 0
c and the minimum during January is 150
c. Table (1)
shows average mean annual values of temperature, rainfall, relative humidity and evaporation for the period of
study.
Table(1) Average mean average values of temperature, rainfall, relative humidity and evaporation (6)
Mean annual
Temperature
( co
)
Minimum
mean annual
Temp
( co
)
Maximum
mean annual
Temp
( co
)
Average
mean annual
Rainfall
( mm)
Average mean
annual Relative
Humidity(RH%)
Mean annual
Evaporation
(mm)
23 16 30.5 21 47 739
Practical Work
Data sets used in this study are:-
1- Two Landsat images dated 06/9/1989, and 06 sep. 2002 for Himreen reservoir. The two Landsat images are
shown in figure (2-a & 2-b) show the region of study which represents Himreen reservoir.
Journal of Environment and Earth Science
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
a- Landsat TM 1989 b
Fig(2) Himreen reservoir satellite images
2- Water Laboratory tests: - obtained from General Management of Reservoir and dams. These tests were carried
out at the same date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity
(EC) and (PH) value.
For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen
reservoir as shown figure (3).
Fig. (3) 12 Selected locations in Himreen Reservoir
It is well known that there is positive relationship between suspended material and water reflectance, increasing
in the concentration of suspended sediments in surface
from these sediments which are suspended in surface water. This principle is basic principle of digital processing
detection of water with high suspended martial from satellite images.
points is given in table(2).
0948 (Online)
98
Landsat TM 1989 b- Landsat ETM+ 2002
Fig(2) Himreen reservoir satellite images
obtained from General Management of Reservoir and dams. These tests were carried
date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity
For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen
Fig. (3) 12 Selected locations in Himreen Reservoir
It is well known that there is positive relationship between suspended material and water reflectance, increasing
in the concentration of suspended sediments in surface water will cause increasing in the radiant energy reflected
from these sediments which are suspended in surface water. This principle is basic principle of digital processing
detection of water with high suspended martial from satellite images. The contour values of selected location
www.iiste.org
Landsat ETM+ 2002
obtained from General Management of Reservoir and dams. These tests were carried
date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity
For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen
It is well known that there is positive relationship between suspended material and water reflectance, increasing
water will cause increasing in the radiant energy reflected
from these sediments which are suspended in surface water. This principle is basic principle of digital processing
our values of selected location
Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
99
Table (2) Contour values for 12 selected points (2)
Locations
Contour (m)
1 110
2 90
3 90
4 110
5 105
6 100
7 100
8 105
9 95
10 90
11 105
12 100
Spatial analysis of ARCGIS software is used to produce reflectance distribution maps for 1989 and
2002 landsat image bands, as shown in figuers (4) and (5).
Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
100
It can be clearly noticed that reflectance values in the meeting region of Diyala river with Himreen reservoir in
1989 image was higher than 2002 image. That means low concentration of suspended sediments carried out
in 2002 by Diyala river.
Thermal Detection:
For the surface temperature estimation, the radiation emitted from the target on the surface is measured
by using thermal infrared region (10.4-12.5 µm) of landsat image. Surface temperature of wide areas can be
extracted under assumption that satellite sensor should have proximity to the black body. In this study we
estimated the surface temperature using NASA model. The digital numbers were transformed into absolute
radiance (7); Using:
Lλ = GAIN * DN +OFFSET
This can also be expressed as:
Lλ = (Lmax - Lmin)/255 * DN + Lmin
Where: Lλ is the spectral radiance, Lmin and Lmax [mW cm -2sr -1 µm-1] are spectral radiances for each band
at digital numbers 0 and 255 respectively.
The spectral radiances (Lλ) were converted into effective at-satellite temperatures T by:
T= K2 / ln ( K1 / Lλ +1)
Where: K1 = 666,09 w*m -2 *sr -1 *µm-1 and K2 = 1282.71 K respectively.
From the thermal band of Landsat 1989 and 2002 images, the surface temperature of Himreen water
was found to be around (27 C 0
) for all regions of reservoir for both dates. The temperature of Himreen reservoir
water is homogenous which means that there is no thermal pollution waste thrown in reservoir.
Himreen Reservoir Water Quality
From the results of reservoir water laboratory test (from General Management of Reservoirs and Dams -
Ministry of Water Resources) and water temperatures ( from landsat images) as shown in table (3).
Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
101
Table (3) Watery Year 1989 – 1990
Date PH EC (µm/CM) TDS (PPM) Temp(c)
Sep 1989 8.18 510 330 27
Sep 2002 7.87 584 391 27.3
The water of Himreen reservoir lake classified as good quality for drink and irrigation with medium salt water
according to U.S classification standards of water quality given in tables (4&5) below:-
Table (4) US Standards (4)
WATER CLASS TDS (mg/L)
Low salt 0 - 160
Medium salt 160 - 480
High salt 480 - 1440
Very high salt 1440 - 3200
Table (5 ) US Standards (4)
Adequate for agriculture Water nature EC (µµµµc/cm)
Excellent Low salt 100 - 250
Good Medium salt 250 - 750
Accept Highly salt 750 - 2250
Bad v-highly salt 2250 - 5000
Digital Image Classification
Classification is the process of grouping pixels or regions of the image into classes representing
different ground-cover types.
Maximum Likelihood classification (MLC) technique is used to classify 1989 and 2002 landsat images .The
study area images were classified to five classes represent deep water, shallow water, barren land, rocks and
vegetation. Figures (6 &7) and tables (6 &7) shows the result of supervised classification for 1989 and 2002
images.
Classified 1989 landsat image shows the distribution of deep and shallow water through reservoir. The meeting
region of Diyala river and Himreen reservoir, shows shallow water region ( high concentration of suspended
sediments) , it can be easily noticed that the region near the Dam appears as a deep clear water region( low
concentration of suspended sediments) .
Also it shows that Diyala river before meeting Himreen reservoir appears with a cyan color which refers to
shallow water region with high concentration of suspended sediments. The high concentration of suspended
sediments in Diyala river results from soil erosion process which occurs on both sides of Diyala basin and also
from sedimentation process.
Journal of Environment and Earth Science
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
Fig. (6) Classified Landsat ™ Image, 06 Sep. 1
Table (6) Statistical Information of the (1989) classes.
CLASSES
1
2
3
4
5
Classified 2002 landsat image shows
regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a
shallow water region with high suspended sediment concentration
0948 (Online)
102
Fig. (6) Classified Landsat ™ Image, 06 Sep. 1989
Table (6) Statistical Information of the (1989) classes.
COLOR DESCRIPTION AREA %
Blue Deep water 22.667
Cyan Shallow water 6.0646
Yellow Barren land 23.3394
Coral Rocks 35.0713
Green Vegetation 12.8580
at image shows that some shallow highly concentration of suspended sediments water
regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a
shallow water region with high suspended sediment concentration, which results from soil erosion and
www.iiste.org
that some shallow highly concentration of suspended sediments water
regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a
, which results from soil erosion and
sedimentation.
Journal of Environment and Earth Science
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
Fig. (7) Classified Landsat ETM+ Image, 06 Sep. 2002
Table (7) Statistical Information of the (2002) classes.
CLASSES
1
2
3
4
5
Conclusion
The results are summarized as
1) Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface
water. Increase in concentration of suspended sediments lead to increasing in reflectance of water,
or (water reflectance).
2) Incapability of determining the type of suspended materials in water by using remote sensing
techniques, unless connected to field mea
comparison.
3) Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in
rainfall, shortage of water supply from Diyala river and increase of temperature with tim
study area which indicate the effect of regional climate changes.
4) Himreen reservoir Water can be classified according to the range of the standard Specification (US
Standards) as good medium salt water.
References
1- Al-Ansari, N. A., 1987. "Geological and Hydrological Investigations of Himreen Reservoir", J. of Water
Resources, Special Publication No. 2.
0948 (Online)
103
Fig. (7) Classified Landsat ETM+ Image, 06 Sep. 2002
Table (7) Statistical Information of the (2002) classes.
COLOR DESCRIPTION AREA %
Blue Deep water 23.2124
Cyan Shallow water 11.6486
Yellow Barren land 20.6984
Coral Rocks 28.5775
Green Vegetation 15.8631
Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface
ter. Increase in concentration of suspended sediments lead to increasing in reflectance of water,
Incapability of determining the type of suspended materials in water by using remote sensing
techniques, unless connected to field measurements with image numerical density and performing a
Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in
rainfall, shortage of water supply from Diyala river and increase of temperature with tim
study area which indicate the effect of regional climate changes.
Himreen reservoir Water can be classified according to the range of the standard Specification (US
Standards) as good medium salt water.
eological and Hydrological Investigations of Himreen Reservoir", J. of Water
Resources, Special Publication No. 2.
www.iiste.org
Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface
ter. Increase in concentration of suspended sediments lead to increasing in reflectance of water,
Incapability of determining the type of suspended materials in water by using remote sensing
surements with image numerical density and performing a
Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in
rainfall, shortage of water supply from Diyala river and increase of temperature with time in the
Himreen reservoir Water can be classified according to the range of the standard Specification (US
eological and Hydrological Investigations of Himreen Reservoir", J. of Water
Journal of Environment and Earth Science www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol. 3, No.7, 2013
104
2-Al-Ansari, N. A., and Al-Gebbari , M., 1988. " Hydrological and Sediment Investigations of Himreen
Reservoir ".
3- Ayers, R.S., and D. W. Westcot.” Water quality for agriculture”.FA0 irrigation and drainage paper No.
29.FAO publications . Rome. Italy ,1985.
4- Boyd ,C.E., 2000 , Water Quality An Introduction ,Kluwer Academic publishers, London.
5- Chen, Q.; Zhang, Y. & Hallikainen, M. (2007). Water quality monitoring using remote sensing in support of
the EU water framework directive (WFD): A case study in the Gulf of Finland. Environmental Monitoring and
Assessment, Vol. 124, No. 1, 157-166.
6- I.M.O. (Iraq Meteorological Organaization), 2008. Climatological section, Khanaqin section data , Baghdad -
IRAQ
7- Schott, J.R. & Volchock, W.J. (1985): Thematic Mapper infrared calibration. , Photogramm. Eng. Remote
Sensing , 51, 9, p. 1351 - 1357, Falls Church, VA.
This academic article was published by The International Institute for Science,
Technology and Education (IISTE). The IISTE is a pioneer in the Open Access
Publishing service based in the U.S. and Europe. The aim of the institute is
Accelerating Global Knowledge Sharing.
More information about the publisher can be found in the IISTE’s homepage:
http://www.iiste.org
CALL FOR PAPERS
The IISTE is currently hosting more than 30 peer-reviewed academic journals and
collaborating with academic institutions around the world. There’s no deadline for
submission. Prospective authors of IISTE journals can find the submission
instruction on the following page: http://www.iiste.org/Journals/
The IISTE editorial team promises to the review and publish all the qualified
submissions in a fast manner. All the journals articles are available online to the
readers all over the world without financial, legal, or technical barriers other than
those inseparable from gaining access to the internet itself. Printed version of the
journals is also available upon request of readers and authors.
IISTE Knowledge Sharing Partners
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A study of himreen reservoir water quality using in situ

  • 1. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 96 A Study of Himreen Reservoir Water Quality Using in Situ Measurement and Remote Sensing Techniques Dr. Salah A. H. Saleh College of Science , Nahrain University, Baghdad - IRAQ Abstract The use of remote sensing and GIS in water monitoring and management has been long recognized. This paper is an application of remote sensing technique and in situ measurement for monitoring water quality parameters of Himreen Dam reservoir water. Himreen dam constructed in 1980 lies in Diyala governorate east part of IRAQ is used mainly for Control Diyala river flood and power generation. The output results shows that high correlation found between reflectance values were extracted from landsat TM 1989 and ETM+ 2002 images with water depth and its turbidity and there is no sources of thermal pollution in water. Generally, Himreen reservoir water can be classified according to the standard Specification (US Standards) as good medium salt water. Keywords: Remote sensing, Water quality, Himreen reservoir, Landsat TM and ETM+ images. Introduction Water is valuable natural resources that essential to human survive and the ecosystems health. The characteristic of water can be categorized into three namely physical, biological and chemical. These characteristics are used in water monitoring program. In situ measurements and collection of water samples for subsequent laboratory analyses are currently used to evaluate water quality. These measurements are accurate for a point in time and space but do not give the spatial and temporal view of water quality in wide space. Thus, the technologies such as remote sensing and GIS are very useful as a tool in evaluating and monitoring water quality(5). Although remote sensing has proven useful for water quality monitoring, it will never replace traditional field surveying and sampling. However, when coupled with such techniques, remote sensing can enhance and complement existing approaches to maximize resources and cost effectiveness The technology of remote sensing can be considered as a fast method for quantifying the suspended solids in surface water in our days, which offers a unique method of data collection and analysis for water resource managers and engineers. This technology, like all others, has its capabilities and limitation. Also this technique is increasing capability of providing precise and updated information on suspended solids in surface water. Suspended sediments cause several technical problems in reservoirs, dams, and turbines of electrical energy generation stations which depend on water energy. Therefore it is very important to study suspended sediments in water, its seasonal changes, and the percent of its concentrations. The purpose of this research is to study some quality parameters of Himreen reservoir water, measured spectral characteristics of water from landsat images data and noticed the effect of suspended sediment on water quality. Himreen Reservoir Description: Along the course of Diyala river two major dams exist, these are Derbendikhan dam in the extreme north of the river and Himreen dam in the middle parts of the basin. Both reservoirs is considered as multi- purpose reservoir providing the following: 1. Control of Diyala river flood. 2- Regulation of Diyala River for supplying of water for irrigation. 3- Power generation utilizing regulated outflows for irrigation requirements. 4- Meeting municipal and industrial downstream requirements. Himreen dam lies in the intersection of Himreen mountain with Diyala river, about 10 km from the position of Diyala fixed dam which is known in the name of Al-Sodor. The dam was constructed in 1980; it is 3360 m long and 40 m in height and it has a spillway of 70 m wide with five gates which gives a maximum discharge of 4000 cubic meter per second (figure-1).
  • 2. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 97 Fig(1) GPS Coordinates of Himreen reservoir : N 34° 10' 43.58", E 45° 00‘ 17.17" Climate of Himreen Reservoir Area Climate is considered one of the most important factors that affect environmental components of water, air and soil. The climate of Himreen reservoir area is characterized by large changes throughout the year. Long hot summer with as well as short winter with limited and seasonal rainfall. The maximum mean monthly temperature for the period of study was during July is 44 0 c and the minimum during January is 150 c. Table (1) shows average mean annual values of temperature, rainfall, relative humidity and evaporation for the period of study. Table(1) Average mean average values of temperature, rainfall, relative humidity and evaporation (6) Mean annual Temperature ( co ) Minimum mean annual Temp ( co ) Maximum mean annual Temp ( co ) Average mean annual Rainfall ( mm) Average mean annual Relative Humidity(RH%) Mean annual Evaporation (mm) 23 16 30.5 21 47 739 Practical Work Data sets used in this study are:- 1- Two Landsat images dated 06/9/1989, and 06 sep. 2002 for Himreen reservoir. The two Landsat images are shown in figure (2-a & 2-b) show the region of study which represents Himreen reservoir.
  • 3. Journal of Environment and Earth Science ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 a- Landsat TM 1989 b Fig(2) Himreen reservoir satellite images 2- Water Laboratory tests: - obtained from General Management of Reservoir and dams. These tests were carried out at the same date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity (EC) and (PH) value. For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen reservoir as shown figure (3). Fig. (3) 12 Selected locations in Himreen Reservoir It is well known that there is positive relationship between suspended material and water reflectance, increasing in the concentration of suspended sediments in surface from these sediments which are suspended in surface water. This principle is basic principle of digital processing detection of water with high suspended martial from satellite images. points is given in table(2). 0948 (Online) 98 Landsat TM 1989 b- Landsat ETM+ 2002 Fig(2) Himreen reservoir satellite images obtained from General Management of Reservoir and dams. These tests were carried date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen Fig. (3) 12 Selected locations in Himreen Reservoir It is well known that there is positive relationship between suspended material and water reflectance, increasing in the concentration of suspended sediments in surface water will cause increasing in the radiant energy reflected from these sediments which are suspended in surface water. This principle is basic principle of digital processing detection of water with high suspended martial from satellite images. The contour values of selected location www.iiste.org Landsat ETM+ 2002 obtained from General Management of Reservoir and dams. These tests were carried date of the two of Landsat images. Water tests included, total dissolved solids (TDS), Electricity For temporal analysis of Himreen reservoir water quality , 12 sample locations have selected in Himreen It is well known that there is positive relationship between suspended material and water reflectance, increasing water will cause increasing in the radiant energy reflected from these sediments which are suspended in surface water. This principle is basic principle of digital processing our values of selected location
  • 4. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 99 Table (2) Contour values for 12 selected points (2) Locations Contour (m) 1 110 2 90 3 90 4 110 5 105 6 100 7 100 8 105 9 95 10 90 11 105 12 100 Spatial analysis of ARCGIS software is used to produce reflectance distribution maps for 1989 and 2002 landsat image bands, as shown in figuers (4) and (5).
  • 5. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 100 It can be clearly noticed that reflectance values in the meeting region of Diyala river with Himreen reservoir in 1989 image was higher than 2002 image. That means low concentration of suspended sediments carried out in 2002 by Diyala river. Thermal Detection: For the surface temperature estimation, the radiation emitted from the target on the surface is measured by using thermal infrared region (10.4-12.5 µm) of landsat image. Surface temperature of wide areas can be extracted under assumption that satellite sensor should have proximity to the black body. In this study we estimated the surface temperature using NASA model. The digital numbers were transformed into absolute radiance (7); Using: Lλ = GAIN * DN +OFFSET This can also be expressed as: Lλ = (Lmax - Lmin)/255 * DN + Lmin Where: Lλ is the spectral radiance, Lmin and Lmax [mW cm -2sr -1 µm-1] are spectral radiances for each band at digital numbers 0 and 255 respectively. The spectral radiances (Lλ) were converted into effective at-satellite temperatures T by: T= K2 / ln ( K1 / Lλ +1) Where: K1 = 666,09 w*m -2 *sr -1 *µm-1 and K2 = 1282.71 K respectively. From the thermal band of Landsat 1989 and 2002 images, the surface temperature of Himreen water was found to be around (27 C 0 ) for all regions of reservoir for both dates. The temperature of Himreen reservoir water is homogenous which means that there is no thermal pollution waste thrown in reservoir. Himreen Reservoir Water Quality From the results of reservoir water laboratory test (from General Management of Reservoirs and Dams - Ministry of Water Resources) and water temperatures ( from landsat images) as shown in table (3).
  • 6. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 101 Table (3) Watery Year 1989 – 1990 Date PH EC (µm/CM) TDS (PPM) Temp(c) Sep 1989 8.18 510 330 27 Sep 2002 7.87 584 391 27.3 The water of Himreen reservoir lake classified as good quality for drink and irrigation with medium salt water according to U.S classification standards of water quality given in tables (4&5) below:- Table (4) US Standards (4) WATER CLASS TDS (mg/L) Low salt 0 - 160 Medium salt 160 - 480 High salt 480 - 1440 Very high salt 1440 - 3200 Table (5 ) US Standards (4) Adequate for agriculture Water nature EC (µµµµc/cm) Excellent Low salt 100 - 250 Good Medium salt 250 - 750 Accept Highly salt 750 - 2250 Bad v-highly salt 2250 - 5000 Digital Image Classification Classification is the process of grouping pixels or regions of the image into classes representing different ground-cover types. Maximum Likelihood classification (MLC) technique is used to classify 1989 and 2002 landsat images .The study area images were classified to five classes represent deep water, shallow water, barren land, rocks and vegetation. Figures (6 &7) and tables (6 &7) shows the result of supervised classification for 1989 and 2002 images. Classified 1989 landsat image shows the distribution of deep and shallow water through reservoir. The meeting region of Diyala river and Himreen reservoir, shows shallow water region ( high concentration of suspended sediments) , it can be easily noticed that the region near the Dam appears as a deep clear water region( low concentration of suspended sediments) . Also it shows that Diyala river before meeting Himreen reservoir appears with a cyan color which refers to shallow water region with high concentration of suspended sediments. The high concentration of suspended sediments in Diyala river results from soil erosion process which occurs on both sides of Diyala basin and also from sedimentation process.
  • 7. Journal of Environment and Earth Science ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 Fig. (6) Classified Landsat ™ Image, 06 Sep. 1 Table (6) Statistical Information of the (1989) classes. CLASSES 1 2 3 4 5 Classified 2002 landsat image shows regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a shallow water region with high suspended sediment concentration 0948 (Online) 102 Fig. (6) Classified Landsat ™ Image, 06 Sep. 1989 Table (6) Statistical Information of the (1989) classes. COLOR DESCRIPTION AREA % Blue Deep water 22.667 Cyan Shallow water 6.0646 Yellow Barren land 23.3394 Coral Rocks 35.0713 Green Vegetation 12.8580 at image shows that some shallow highly concentration of suspended sediments water regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a shallow water region with high suspended sediment concentration, which results from soil erosion and www.iiste.org that some shallow highly concentration of suspended sediments water regions disappeared, except some regions in the north edges at Himreen reservoir. Diyala river appears as a , which results from soil erosion and sedimentation.
  • 8. Journal of Environment and Earth Science ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 Fig. (7) Classified Landsat ETM+ Image, 06 Sep. 2002 Table (7) Statistical Information of the (2002) classes. CLASSES 1 2 3 4 5 Conclusion The results are summarized as 1) Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface water. Increase in concentration of suspended sediments lead to increasing in reflectance of water, or (water reflectance). 2) Incapability of determining the type of suspended materials in water by using remote sensing techniques, unless connected to field mea comparison. 3) Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in rainfall, shortage of water supply from Diyala river and increase of temperature with tim study area which indicate the effect of regional climate changes. 4) Himreen reservoir Water can be classified according to the range of the standard Specification (US Standards) as good medium salt water. References 1- Al-Ansari, N. A., 1987. "Geological and Hydrological Investigations of Himreen Reservoir", J. of Water Resources, Special Publication No. 2. 0948 (Online) 103 Fig. (7) Classified Landsat ETM+ Image, 06 Sep. 2002 Table (7) Statistical Information of the (2002) classes. COLOR DESCRIPTION AREA % Blue Deep water 23.2124 Cyan Shallow water 11.6486 Yellow Barren land 20.6984 Coral Rocks 28.5775 Green Vegetation 15.8631 Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface ter. Increase in concentration of suspended sediments lead to increasing in reflectance of water, Incapability of determining the type of suspended materials in water by using remote sensing techniques, unless connected to field measurements with image numerical density and performing a Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in rainfall, shortage of water supply from Diyala river and increase of temperature with tim study area which indicate the effect of regional climate changes. Himreen reservoir Water can be classified according to the range of the standard Specification (US Standards) as good medium salt water. eological and Hydrological Investigations of Himreen Reservoir", J. of Water Resources, Special Publication No. 2. www.iiste.org Suspended Sediments are the most common pollutants (in terms of volume and mass) in surface ter. Increase in concentration of suspended sediments lead to increasing in reflectance of water, Incapability of determining the type of suspended materials in water by using remote sensing surements with image numerical density and performing a Surface area of 2002 reservoir was less than area of 1989 year that due to the fluctuation in rainfall, shortage of water supply from Diyala river and increase of temperature with time in the Himreen reservoir Water can be classified according to the range of the standard Specification (US eological and Hydrological Investigations of Himreen Reservoir", J. of Water
  • 9. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol. 3, No.7, 2013 104 2-Al-Ansari, N. A., and Al-Gebbari , M., 1988. " Hydrological and Sediment Investigations of Himreen Reservoir ". 3- Ayers, R.S., and D. W. Westcot.” Water quality for agriculture”.FA0 irrigation and drainage paper No. 29.FAO publications . Rome. Italy ,1985. 4- Boyd ,C.E., 2000 , Water Quality An Introduction ,Kluwer Academic publishers, London. 5- Chen, Q.; Zhang, Y. & Hallikainen, M. (2007). Water quality monitoring using remote sensing in support of the EU water framework directive (WFD): A case study in the Gulf of Finland. Environmental Monitoring and Assessment, Vol. 124, No. 1, 157-166. 6- I.M.O. (Iraq Meteorological Organaization), 2008. Climatological section, Khanaqin section data , Baghdad - IRAQ 7- Schott, J.R. & Volchock, W.J. (1985): Thematic Mapper infrared calibration. , Photogramm. Eng. Remote Sensing , 51, 9, p. 1351 - 1357, Falls Church, VA.
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