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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 574
RAINFALL-RUNOFF ANALYSIS OF THE WATERSHED FOR RIVER AIE
Porag Jyoti Pathak1, Dr. Mimi Das Saikai2
1M. Tech., Department of Civil Engineering, Assam Down Town University, Assam, India
2Professor, Department of Civil Engineering, Assam Down Town University, Assam, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract – Rainfall and runoff determination and their
relation has become a very interesting topic among the
researchers as the quantity and rate of runoff has become
some of the main factors in planning and management of
water resources in proper sustainable scientific way,
because the quantity or rate of social activities have
resulted increased and diversified the demand of water from
the basin. Due to many human activities both in the use for
personal and commercial has led to increase in demand for
water. As the quantity of water in the catchment, discharge
of the springs and streams are reducing day by day. There is
a need for preservation of water. Soil and Water Assessment
Tool known as SWAT. SWAT is the tool that is used for
modeling of the rainfall runoff relation of the watershed.
Key Words: Soil Map, ASTER DEM, LULC, SWAT,
Rainfall, Runoff.
1. INTRODUCTION
Watershed is the main unit that accumulates the water,
i.e., natural tank, water is confined by the boundary of the
watershed and the water is either stored in one place and
flow through the channel or directly flow through a
common outlet. The water that flows though a common
outlet is known as run off. The study of the watershed is
very important to understand the type of flow and the
effect that is causes in the course of its flow.
2. LITERATURE REVIEW
[1] Kaona Boupha (2015), has computed the rainfall-
runoff relationship by advanced modeling process known
as Arc-SWAT model, which he applied the modeling
process on the Xebanghieng River Basin for the evaluation
of the hydrological water balance. The study was carried
out with the prime objective of access to the availability of
water in the basin , as well as the check for the feasibility
of the SWAT model in predicting the main stream flow
which is available for the gauging site and which is not
available so far for gauging site in the Basin. The water
balance modeling was duly performed on the annual,
monthly as well as on daily basis, by using the available
spatial and temporal data for the surface runoff. The
model was duly calibrated and was validated on the main
stream of lower part of XB River using SUFI-2. The
sensitive analysis of the model to sub basin delineation
and HRU (hydrologic response unit) definition thresholds
has showed that the flow in the River is more sensitive to
the HRU definition thresholds than sub basin
discretization effect. SUFI-2 gave very good results during
the period of calibration. The Coefficient of determination
(R2) criterion, Nash and Sutcliffe efficiency (NSE) were
duly adopted to properly check the performance of the
model during the period of calibration and as well for
validation. The study conducted indicates that due to the
high intensity of precipitation and good water retention
capacity, the study area has high potential for agricultural
activities.
[2] Kangsabanik et al (2017)., have studied rainfall-
runoff using the SWAT (Soil and Water Assessment Tool)
Model, the model integrates the GIS information with the
attribute database for the estimation of the runoff in the
catchment of the River Ajay. Soil and Water Assessment
Tool (SWAT) is an advanced modeling technique which
has been used in predicting the runoff, erosion, sediment
and nutrient transport from agricultural watersheds
under different management practices. The catchment
area has been delineated using the DEM (Digital Elevation
Model) and then divided into 19 sub-basins. For
preparation of landuse map the IRS-P6 LISS-III image has
been used and the soil map is extracted from HWSD
(Harmonized World Soil Database) Raster world soil map.
The sub basins are further divided into 223 HRUs which
stands for Hydrological Response Unit. Then by using 30
years of daily rainfall data and daily maximum and
minimum temperature data SWAT simulation is done for
daily, monthly and yearly basis to find out Runoff for
corresponding Rainfall. The coefficient of correlation (r)
for rainfall in a period and the corresponding runoff is
found to be 0.9419.
3. STUDY AREA
Bhutan is a Himalayan landlocked country. 72% of the
total land area is covered by forests. The River AIE, which
originates from the Sub-Himalayan range of Bhutan
(27°00'19''N 90°15'32''E), is also known as River Mao in
Bhutan. The elevation difference of the watershed is very
high bearing elevation- at toe 150 m and at head 4200 m.
The southern zone belongs to the two of Humid
Subtropical and Wet Subtropical zones, which are
considered to be suitable for double cropping. Annual
rainfall in the southern zone is much from 3,500 mm to
5,500 mm. Maximum monthly rainfalls is recorded in July
and from November to February there is almost no
rainfall. As for temperature, the maximum from 28 to 29
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 575
degrees occurs in June to August and the minimum from
23 to 24 degrees in December to January. The location
map is shown in figure 1.
Figure.1. Location Map of River Aie at Bhutan.
4. MATERIALS AND METHODOLOGY
The software/tool used in determining the Rainfall-Runoff
relation are as follows:-
1. ArcSWAT tool in ArcGIS software.
The data used/collected in determining the Rainfall-
Runoff relation are as follows:-
4.1. PREPARATION OF SPATIAL DATA
ASTER DEM was used in the spatial data preparation, as
the watershed of the my study area falls on Bhutan, the
ASTER DEM image was the most clear among rest as the
data of rest Dem format has lots of distortions and the
visibility was very low in extracting the exact location of
the watershed. ASTER DEM bears 90.00m resolution. The
highest and lowest point elevation values from DEM are
237m and 4194 m above mean Sea level respectively. The
watershed area of River AIE was extracted from the whole
DEM.
4.2. PREPARATION OF LAND USE AND LAND COVER
MAP
Land use land cover (LULC) map is the one of the most
important map in processing the model. For the watershed
of the study area, the LULC map was downloaded from the
Bhutan Government website of Geospatial data, the data
or LULC map is available for free use for various study
works. Then the watershed area is extracted out from the
entire map of LULC.
4.3. PREPARATION OF SOIL MAP
The soil map was extracted from Food & Agriculture
Organization (FAO) website. Firstly, the whole map of
South East Asia was downloaded and the boundary of the
study area was placed above the soil map and the required
area was extracted and soil map was ready to give us the
information of the type of soil exists. The downloaded map
was attached internally with all the information about the
soil and its behavior as well its chemical composition, etc.
The type of soil in the study area is “Ao80-2bc-3651”,
which is ORTHIC ACRISOLS. Orthic Acrisol soil is acidic in
nature bearing low base status and strongly leached, this
are infertile soil which gets chemically and organically
degraded quickly and are erode easily with rainwater.
4.4. ACQUIRING OF METEOROLOGICAL DATA
The data acquired from the global weather website, whose
data are compatible with SWAT, the SWAT team acquire
the data from various source and stored them in a proper
format, even though the data are missing in between the
data, the missing data are corrected towards the nearest
data next to the missing data. The data available are Daily
observed data for precipitation (mm), minimum
temperature (°C) and maximum temperature (°C), wind
speed (m/s), solar radiation (Mj/m2) and relative
humidity, etc. The period of availability of data was from
01/01/1979 to 31/07/2014 for two stations.
5. RESULT AND DISCUSSION
The principles that involves in the estimation of surface
runoff includes determination of water that is lost and
flowed through the channel in the process during
interception, infiltration and evapo-transpiration and
various smaller causes. When precipitation takes place
and rain water falls on the ground, the water movement
through the valley is fully decided by the top-soil time on
the ground as well the vegetation covers that restricts the
movement of the water initially. The water firstly
penetrates through the ground and recharges the aquifer
as long as the soil is not fully saturated, as the soil gets
fully saturated the water starts flowing though the ground
various other water lost procedures starts like evapo-
transpiration as well evaporation from the areas of
depression along the flow of water in the slopes where
small quantity of water gets stored. And lastly the water
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 576
after balancing all the needs flows down towards the
outlet as runoff and flows through the River and meets its
sink after heading miles. ArcSWAT is used here to
determine the rainfall runoff relationship on daily basis.
SWAT is used as a tool here to determine the Rainfall-
runoff relation because the study area lies beyond the
boundary of our country, India which is Bhutan, acquiring
data from Bhutan was not possible in a short span of time
and after acquiring information of non availability of
station for collection of data at the up-hill of the watershed
area, I had to use SWAT tool as it provides global data
from un-gauged areas, which is free to use and the data
were framed by SWAT team from their source and which
was declared as near to correct data for analysis of various
parameters.
The steps involved in determining the Rainfall-Runoff
relation are as follows:-
5.1. WATERSHED DELINEATION
Delineation is the foremost work during a satellite image
processing. Firstly the watershed is clipped to confine the
required area and Digital Elevation Model Showing
elevations were created.
Figure.2. Digital Elevation Model
The watershed delineation (Figure.2) is automatic in
ArcSWAT tool, the data has to be fed into the required
field and the delineation process starts and the area is
delineated along with extraction of pour point, creation of
sub-basin and drainage in watershed Delineator.
5.2. HRU ANALYSIS
Hydrologic response units (HRU) are the identical areas of
similar land-use type and soils located at different
locations within a sub-basin. In the HRU Analysis, firstly
the Land Use map is inserted for the processing (Figure.3)
and the various land use are indentified and selected in
the drop down menu for properly designating the type of
land use and the output is established.
Figure.3. LAND USE LAND COVER Output
Secondly, Soil Map is inserted for processing and the
correct soil type is selected from the drop down menu and
the output is established (Figure.4.)
Figure.4. Output of Soil Map
Thirdly, Slope is derived by giving the limits to divide the
slope class, so that a proper and distinct variation can be
visualized at the output (Figure.5.). Slope is classified here
into 4 groups:-
i). Slope class 1= 00 % - 20 %
ii). Slope class 2= 20 %- 40 %
iii). Slope class 3= 40 % - 60 %
iv). Slope class 4= 60 % - 99 %.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 577
After performing all the three steps, overlay is performed.
Figure.5. Output of Soil Map
Lastly, the HRUs thresholds were defined individually one
after another. Here, in my study area, the thresholds were
defined as 12% for land use, 15% for soil and 15% for
slope. Firstly, SWAT determines the land use classes,
which exceed or equal to 12% of the sub-basin area, after
that it starts to select the soil types which exceed or equal
to 15% of the area of the selected land use, followed by the
slopes.
The output sheet (Figure.6) is generated and the output
after processing was 69 numbers of HRUs in 23 numbers
of sub-basins. Also information of every individual HRUs
were generated in the final HRU distribution tab of Arc
SWAT and the watershed can be easily visualized.
Figure.6. Output of HRU Analysis
5.3. WEATHER DATA INPUT
The Global Weather data were inserted in the various
fields such as temperature, rainfall, wind speed, solar
radiation, and relative humidity of the study area to the
model in the write input tables command in the ArcSWAT,
the custom weather data i.e., “WGEN_CFSR_World” was
selected in the location table. The data was provided by
the SWAT team through Global Weather Data website. In
my study area, there were 2 stations bearing data
from1979 to 2014.The inputs were provided on daily
basis to the model through weather data definition
options, they are as follows:-
i) precipitation, ii) minimum and maximum temperature,
iii)solar radiation, iv) wind speed and v) relative humidity.
5.4. SWAT DATABASE
As all the definitions were set at various step towards the
required data for the model, the SWAT starts making its
database according to the data fed and prepare itself to
give a better and effective feedback towards the
instructions fed to the model on the later part of the
modeling.
5.5. SIMULATION OF THE MODEL
Simulation is the virtual diagram prepared based on the
data fed to the system considering some limitations and
certain specific rules and formulae. Simulation has helped
us get a brief idea for the forecasting of various conditions
that may rise in the future or pattern of sudden change
that may take place, it is a pre-warning model to various
backgrounds. Here, in this model an attempt was made to
get the systematic view of the watershed and its behavior
towards the precipitation that falls on the watershed and
its capacity to hold the water or its flow condition. As the
watershed area is un-gauged area simulation helps us in
determining a clear view for the watershed. Simulation of
the model must be done very carefully and the data fed
must be correct, to get a correct output from the
simulation of the model.
In this model, simulation was done for a period of 20 years
i.e., from 01/01/1995 to 31/01/2014 in which for the
better performance a Three years warm-up time was
considered with SWAT.exe was considered 32-bit, and
rainfall distribution was considered as Skewed normal
distribution Output of simulation (Figure.7) for the data
input from 01/01/1995 to 31/01/2014 with warm up
year = 3years. Table.1. shows the Water balance of AIE
basin generated by SWAT.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 578
Figure.7. Water balance of AIE basin by SWAT CHECK
Sl.No. Component of hydrological
cycle
Quantity
1
Average Annual Precipitation
(mm)
5585.70
2
Evaporation and Transpiration
(mm)
731.00
3 Surface Runoff (mm) 2682.51
4 Lateral Flow (mm) 896.15
5 Return flow (mm) 1169.95
6
Percolation to shallow aquifer
(mm)
1261.75
7
Revap from Shallow aquifer
(mm)
23.74
8 Recharge to deep aquifer (mm) 63.09
9 Average Curve number 76.68
Table.1. Water balance of AIE basin generated by SWAT
6. CONCLUSION
Modeling using ArcSWAT has played a very big role in
determining or predicting various situations as a part of
study or pre warning tool for many researchers. An un-
gauged trans-boundary study area has many limitations in
getting proper data for execution of work for determining
the objective; ArcSWAT has played a very important role
in processing the data available to get its output. During
the study of data for a span of 20 years, i.e., from 1995 to
2014 with a warm up of 3 years for the better
performance of the output, the output fetched shows a
huge quantity of precipitation took place in the study area
with an avg. precipitation of 5585.70 mm and avg. runoff
of 2682.51 mm. Therefore it can be seen that 48.00% of
water in the form of surface runoff flows down the
watershed quickly. Therefore is can be concluded that due
to steep slope, the water quickly flows down the
watershed with high velocity.
ACKNOWLEDGEMENT
The author is very grateful to Mrs. Meena Singha madam
for imparting knowledge on RS and GIS, which has helped
in completing the research work.
REFERENCES
[1] Kaona Boupha., ”Rainfall-Runoff Simulation using
Remote Sensing and GIS Tool (SWAT Model)”, Journal
of Natural Sciences Research ISSN 2224-3186 (Paper)
ISSN 2225-0921 (Online) Vol.5, No.1, 2015.
[2] Kangsabanik Subhadip Murmu Sneha.,” Rainfall-runoff
modelling of Ajay River catchment using SWAT model”,
7th International Conference on Environment and
Industrial Innovation IOP Publishing IOP Conf. Series:
Earth and Environmental Science 67 (2017) 012033
doi: 10.1088/1755-1315/67/1/012033.
[3] Gajbhiye Sarita.,”Estimation of surface runoff using
Remote Sensing and Geographical Information System”.,
International Journal Of U- And E- Service, Science And
Technology Vol.8, No.4 (2015), Pp.113- 122.
[4] Pradhan Ratika, Pradhan Mohan., Ghose M. K., Agarwal
Vivek S., Agarwal Shakshi., ”Estimation of rainfall-runoff
using Remote Sensing and GIS in and around Singtam, East
Sikkim”, International Journal Of Geomatics And
Geosciences, Volume 1, No 3, 2010.

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IRJET- Rainfall-Runoff Analysis of the Watershed for River AIE

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 574 RAINFALL-RUNOFF ANALYSIS OF THE WATERSHED FOR RIVER AIE Porag Jyoti Pathak1, Dr. Mimi Das Saikai2 1M. Tech., Department of Civil Engineering, Assam Down Town University, Assam, India 2Professor, Department of Civil Engineering, Assam Down Town University, Assam, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract – Rainfall and runoff determination and their relation has become a very interesting topic among the researchers as the quantity and rate of runoff has become some of the main factors in planning and management of water resources in proper sustainable scientific way, because the quantity or rate of social activities have resulted increased and diversified the demand of water from the basin. Due to many human activities both in the use for personal and commercial has led to increase in demand for water. As the quantity of water in the catchment, discharge of the springs and streams are reducing day by day. There is a need for preservation of water. Soil and Water Assessment Tool known as SWAT. SWAT is the tool that is used for modeling of the rainfall runoff relation of the watershed. Key Words: Soil Map, ASTER DEM, LULC, SWAT, Rainfall, Runoff. 1. INTRODUCTION Watershed is the main unit that accumulates the water, i.e., natural tank, water is confined by the boundary of the watershed and the water is either stored in one place and flow through the channel or directly flow through a common outlet. The water that flows though a common outlet is known as run off. The study of the watershed is very important to understand the type of flow and the effect that is causes in the course of its flow. 2. LITERATURE REVIEW [1] Kaona Boupha (2015), has computed the rainfall- runoff relationship by advanced modeling process known as Arc-SWAT model, which he applied the modeling process on the Xebanghieng River Basin for the evaluation of the hydrological water balance. The study was carried out with the prime objective of access to the availability of water in the basin , as well as the check for the feasibility of the SWAT model in predicting the main stream flow which is available for the gauging site and which is not available so far for gauging site in the Basin. The water balance modeling was duly performed on the annual, monthly as well as on daily basis, by using the available spatial and temporal data for the surface runoff. The model was duly calibrated and was validated on the main stream of lower part of XB River using SUFI-2. The sensitive analysis of the model to sub basin delineation and HRU (hydrologic response unit) definition thresholds has showed that the flow in the River is more sensitive to the HRU definition thresholds than sub basin discretization effect. SUFI-2 gave very good results during the period of calibration. The Coefficient of determination (R2) criterion, Nash and Sutcliffe efficiency (NSE) were duly adopted to properly check the performance of the model during the period of calibration and as well for validation. The study conducted indicates that due to the high intensity of precipitation and good water retention capacity, the study area has high potential for agricultural activities. [2] Kangsabanik et al (2017)., have studied rainfall- runoff using the SWAT (Soil and Water Assessment Tool) Model, the model integrates the GIS information with the attribute database for the estimation of the runoff in the catchment of the River Ajay. Soil and Water Assessment Tool (SWAT) is an advanced modeling technique which has been used in predicting the runoff, erosion, sediment and nutrient transport from agricultural watersheds under different management practices. The catchment area has been delineated using the DEM (Digital Elevation Model) and then divided into 19 sub-basins. For preparation of landuse map the IRS-P6 LISS-III image has been used and the soil map is extracted from HWSD (Harmonized World Soil Database) Raster world soil map. The sub basins are further divided into 223 HRUs which stands for Hydrological Response Unit. Then by using 30 years of daily rainfall data and daily maximum and minimum temperature data SWAT simulation is done for daily, monthly and yearly basis to find out Runoff for corresponding Rainfall. The coefficient of correlation (r) for rainfall in a period and the corresponding runoff is found to be 0.9419. 3. STUDY AREA Bhutan is a Himalayan landlocked country. 72% of the total land area is covered by forests. The River AIE, which originates from the Sub-Himalayan range of Bhutan (27°00'19''N 90°15'32''E), is also known as River Mao in Bhutan. The elevation difference of the watershed is very high bearing elevation- at toe 150 m and at head 4200 m. The southern zone belongs to the two of Humid Subtropical and Wet Subtropical zones, which are considered to be suitable for double cropping. Annual rainfall in the southern zone is much from 3,500 mm to 5,500 mm. Maximum monthly rainfalls is recorded in July and from November to February there is almost no rainfall. As for temperature, the maximum from 28 to 29
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 575 degrees occurs in June to August and the minimum from 23 to 24 degrees in December to January. The location map is shown in figure 1. Figure.1. Location Map of River Aie at Bhutan. 4. MATERIALS AND METHODOLOGY The software/tool used in determining the Rainfall-Runoff relation are as follows:- 1. ArcSWAT tool in ArcGIS software. The data used/collected in determining the Rainfall- Runoff relation are as follows:- 4.1. PREPARATION OF SPATIAL DATA ASTER DEM was used in the spatial data preparation, as the watershed of the my study area falls on Bhutan, the ASTER DEM image was the most clear among rest as the data of rest Dem format has lots of distortions and the visibility was very low in extracting the exact location of the watershed. ASTER DEM bears 90.00m resolution. The highest and lowest point elevation values from DEM are 237m and 4194 m above mean Sea level respectively. The watershed area of River AIE was extracted from the whole DEM. 4.2. PREPARATION OF LAND USE AND LAND COVER MAP Land use land cover (LULC) map is the one of the most important map in processing the model. For the watershed of the study area, the LULC map was downloaded from the Bhutan Government website of Geospatial data, the data or LULC map is available for free use for various study works. Then the watershed area is extracted out from the entire map of LULC. 4.3. PREPARATION OF SOIL MAP The soil map was extracted from Food & Agriculture Organization (FAO) website. Firstly, the whole map of South East Asia was downloaded and the boundary of the study area was placed above the soil map and the required area was extracted and soil map was ready to give us the information of the type of soil exists. The downloaded map was attached internally with all the information about the soil and its behavior as well its chemical composition, etc. The type of soil in the study area is “Ao80-2bc-3651”, which is ORTHIC ACRISOLS. Orthic Acrisol soil is acidic in nature bearing low base status and strongly leached, this are infertile soil which gets chemically and organically degraded quickly and are erode easily with rainwater. 4.4. ACQUIRING OF METEOROLOGICAL DATA The data acquired from the global weather website, whose data are compatible with SWAT, the SWAT team acquire the data from various source and stored them in a proper format, even though the data are missing in between the data, the missing data are corrected towards the nearest data next to the missing data. The data available are Daily observed data for precipitation (mm), minimum temperature (°C) and maximum temperature (°C), wind speed (m/s), solar radiation (Mj/m2) and relative humidity, etc. The period of availability of data was from 01/01/1979 to 31/07/2014 for two stations. 5. RESULT AND DISCUSSION The principles that involves in the estimation of surface runoff includes determination of water that is lost and flowed through the channel in the process during interception, infiltration and evapo-transpiration and various smaller causes. When precipitation takes place and rain water falls on the ground, the water movement through the valley is fully decided by the top-soil time on the ground as well the vegetation covers that restricts the movement of the water initially. The water firstly penetrates through the ground and recharges the aquifer as long as the soil is not fully saturated, as the soil gets fully saturated the water starts flowing though the ground various other water lost procedures starts like evapo- transpiration as well evaporation from the areas of depression along the flow of water in the slopes where small quantity of water gets stored. And lastly the water
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 576 after balancing all the needs flows down towards the outlet as runoff and flows through the River and meets its sink after heading miles. ArcSWAT is used here to determine the rainfall runoff relationship on daily basis. SWAT is used as a tool here to determine the Rainfall- runoff relation because the study area lies beyond the boundary of our country, India which is Bhutan, acquiring data from Bhutan was not possible in a short span of time and after acquiring information of non availability of station for collection of data at the up-hill of the watershed area, I had to use SWAT tool as it provides global data from un-gauged areas, which is free to use and the data were framed by SWAT team from their source and which was declared as near to correct data for analysis of various parameters. The steps involved in determining the Rainfall-Runoff relation are as follows:- 5.1. WATERSHED DELINEATION Delineation is the foremost work during a satellite image processing. Firstly the watershed is clipped to confine the required area and Digital Elevation Model Showing elevations were created. Figure.2. Digital Elevation Model The watershed delineation (Figure.2) is automatic in ArcSWAT tool, the data has to be fed into the required field and the delineation process starts and the area is delineated along with extraction of pour point, creation of sub-basin and drainage in watershed Delineator. 5.2. HRU ANALYSIS Hydrologic response units (HRU) are the identical areas of similar land-use type and soils located at different locations within a sub-basin. In the HRU Analysis, firstly the Land Use map is inserted for the processing (Figure.3) and the various land use are indentified and selected in the drop down menu for properly designating the type of land use and the output is established. Figure.3. LAND USE LAND COVER Output Secondly, Soil Map is inserted for processing and the correct soil type is selected from the drop down menu and the output is established (Figure.4.) Figure.4. Output of Soil Map Thirdly, Slope is derived by giving the limits to divide the slope class, so that a proper and distinct variation can be visualized at the output (Figure.5.). Slope is classified here into 4 groups:- i). Slope class 1= 00 % - 20 % ii). Slope class 2= 20 %- 40 % iii). Slope class 3= 40 % - 60 % iv). Slope class 4= 60 % - 99 %.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 577 After performing all the three steps, overlay is performed. Figure.5. Output of Soil Map Lastly, the HRUs thresholds were defined individually one after another. Here, in my study area, the thresholds were defined as 12% for land use, 15% for soil and 15% for slope. Firstly, SWAT determines the land use classes, which exceed or equal to 12% of the sub-basin area, after that it starts to select the soil types which exceed or equal to 15% of the area of the selected land use, followed by the slopes. The output sheet (Figure.6) is generated and the output after processing was 69 numbers of HRUs in 23 numbers of sub-basins. Also information of every individual HRUs were generated in the final HRU distribution tab of Arc SWAT and the watershed can be easily visualized. Figure.6. Output of HRU Analysis 5.3. WEATHER DATA INPUT The Global Weather data were inserted in the various fields such as temperature, rainfall, wind speed, solar radiation, and relative humidity of the study area to the model in the write input tables command in the ArcSWAT, the custom weather data i.e., “WGEN_CFSR_World” was selected in the location table. The data was provided by the SWAT team through Global Weather Data website. In my study area, there were 2 stations bearing data from1979 to 2014.The inputs were provided on daily basis to the model through weather data definition options, they are as follows:- i) precipitation, ii) minimum and maximum temperature, iii)solar radiation, iv) wind speed and v) relative humidity. 5.4. SWAT DATABASE As all the definitions were set at various step towards the required data for the model, the SWAT starts making its database according to the data fed and prepare itself to give a better and effective feedback towards the instructions fed to the model on the later part of the modeling. 5.5. SIMULATION OF THE MODEL Simulation is the virtual diagram prepared based on the data fed to the system considering some limitations and certain specific rules and formulae. Simulation has helped us get a brief idea for the forecasting of various conditions that may rise in the future or pattern of sudden change that may take place, it is a pre-warning model to various backgrounds. Here, in this model an attempt was made to get the systematic view of the watershed and its behavior towards the precipitation that falls on the watershed and its capacity to hold the water or its flow condition. As the watershed area is un-gauged area simulation helps us in determining a clear view for the watershed. Simulation of the model must be done very carefully and the data fed must be correct, to get a correct output from the simulation of the model. In this model, simulation was done for a period of 20 years i.e., from 01/01/1995 to 31/01/2014 in which for the better performance a Three years warm-up time was considered with SWAT.exe was considered 32-bit, and rainfall distribution was considered as Skewed normal distribution Output of simulation (Figure.7) for the data input from 01/01/1995 to 31/01/2014 with warm up year = 3years. Table.1. shows the Water balance of AIE basin generated by SWAT.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 578 Figure.7. Water balance of AIE basin by SWAT CHECK Sl.No. Component of hydrological cycle Quantity 1 Average Annual Precipitation (mm) 5585.70 2 Evaporation and Transpiration (mm) 731.00 3 Surface Runoff (mm) 2682.51 4 Lateral Flow (mm) 896.15 5 Return flow (mm) 1169.95 6 Percolation to shallow aquifer (mm) 1261.75 7 Revap from Shallow aquifer (mm) 23.74 8 Recharge to deep aquifer (mm) 63.09 9 Average Curve number 76.68 Table.1. Water balance of AIE basin generated by SWAT 6. CONCLUSION Modeling using ArcSWAT has played a very big role in determining or predicting various situations as a part of study or pre warning tool for many researchers. An un- gauged trans-boundary study area has many limitations in getting proper data for execution of work for determining the objective; ArcSWAT has played a very important role in processing the data available to get its output. During the study of data for a span of 20 years, i.e., from 1995 to 2014 with a warm up of 3 years for the better performance of the output, the output fetched shows a huge quantity of precipitation took place in the study area with an avg. precipitation of 5585.70 mm and avg. runoff of 2682.51 mm. Therefore it can be seen that 48.00% of water in the form of surface runoff flows down the watershed quickly. Therefore is can be concluded that due to steep slope, the water quickly flows down the watershed with high velocity. ACKNOWLEDGEMENT The author is very grateful to Mrs. Meena Singha madam for imparting knowledge on RS and GIS, which has helped in completing the research work. REFERENCES [1] Kaona Boupha., ”Rainfall-Runoff Simulation using Remote Sensing and GIS Tool (SWAT Model)”, Journal of Natural Sciences Research ISSN 2224-3186 (Paper) ISSN 2225-0921 (Online) Vol.5, No.1, 2015. [2] Kangsabanik Subhadip Murmu Sneha.,” Rainfall-runoff modelling of Ajay River catchment using SWAT model”, 7th International Conference on Environment and Industrial Innovation IOP Publishing IOP Conf. Series: Earth and Environmental Science 67 (2017) 012033 doi: 10.1088/1755-1315/67/1/012033. [3] Gajbhiye Sarita.,”Estimation of surface runoff using Remote Sensing and Geographical Information System”., International Journal Of U- And E- Service, Science And Technology Vol.8, No.4 (2015), Pp.113- 122. [4] Pradhan Ratika, Pradhan Mohan., Ghose M. K., Agarwal Vivek S., Agarwal Shakshi., ”Estimation of rainfall-runoff using Remote Sensing and GIS in and around Singtam, East Sikkim”, International Journal Of Geomatics And Geosciences, Volume 1, No 3, 2010.