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Study of Hydrology based on Climate Changes
Simulation Using SWAT Model
At Jatiluhur Reservoir Catchment Area
Budi Darmawan Supatmanto1,
Sri Malahayati Yusuf2, Florentinus Heru Widodo1, Tri Handoko Seto1
1. Weather Modification Technical Unit,
The Agency for the Assessment and Application of Technology
2. Center for Environmental Research, Bogor Agricultural University

1

SWATFRANCE, July 18, 2013
Background
• Jatiluhur reservoir is the one of the most important reservoir
which located in West Java Indonesia.
• Jatiluhur Reservoir Catchment Area is located between
107011'36” - 107032'36" E and 6029'50" - 6040'45" S in West
Java, Indonesia.
• The catchment area embraces 380 km2 which is 8% of the total
coverage area in the upstream of Citarum River with the total
area of 4500 km2
• Climate change will make changes in water resources. This
will reduce groundwater recharge which causing drought in
the dry season.
• Climate change also leads the changes in temperature,
especially an increase in temperature
2

SWATFRANCE, July 18, 2013
JATILUHUR RESERVOIR CATCHMENT AREA

3

SWATFRANCE, July 18, 2013
General Condition
Climate
Parameter

Value

average rainfall

213.54 mm

average
Maximum temperature

32.450C

average
Minimum temperature

20.720C

Average monthly solar
radiation

16.65 MJ/m2/day

Average humidity

90.33%

average of evapotranspiration

1.10 mm/day

4

SWATFRANCE, July 18, 2013
Land Cover Map

5

SWATFRANCE, July 18, 2013
Land Cover
Jatiluhur catchment area has 10 land cover types
include secondary forests, mixed farms,
plantations, settlements, wetland, rice fields,
bushes, open land, moor/fields, and bodies of
water. The dominant land cover types are fields
(31.16%).

6

SWATFRANCE, July 18, 2013
MATERIAL

• The materials used in this study is soil
map scale of 1:100,000,
• Map of the earth scale 1:25,000,
• DEM (Digital Elevation Model) map,
• Land cover map of 2009,
• Discharge stream data, river channel data,
rainfall data and climate data,
• Physical soil properties of the data
7

SWATFRANCE, July 18, 2013
Sub Basin Process
• Threshold 25 km2
• 13 sub-watersheds
• 299 HRUs

8

SWATFRANCE, July 18, 2013
Calibration
• Model calibration process conducted by
compares the results of model calculations with
discharge field measurement data (actual) in
2009 from Cisomang stations

9

SWATFRANCE, July 18, 2013
Scenario
•
•
•
•

Scenario 1: increase in precipitation by 10%
Scenario 2: decrease in rainfall by 15%
Scenario 3: an increase in temperature by 1ºC
Scenario 4: an increase in rainfall of 10% and a
temperature of 1 ºC.

10

SWATFRANCE, July 18, 2013
Result and Discussion
• SWAT model simulation period for the Jatiluhur
reservoir catchment area conducted for 5 years
starting from 2005 to 2009
• Years 2005-2008 is used as the model set up
• Year 2009 used for calibration and assessment
process
• Nash-Sutcliffe values is less than 0.3

11

SWATFRANCE, July 18, 2013
Hydrological Characteristic of Jatiluhur Catchment Area
June to December 2009

Month

Rainfall

Runoff

Lateral flow

Baseflow

Water Yield

Evapotranspiration

------------------------------------ mm -----------------------------------6

113.41

7.36

5.66

101.32

114.26

42.3

7

43.53

7.86

3.92

70.93

82.69

10.73

8

81.36

23.49

4.39

44.35

72.18

6.06

9

71.42

7.18

3.8

46.15

57.05

35.76

10

44.44

3.11

2.4

26.16

31.62

31.67

11

385.88

103.51

11.06

37.96

152.35

56.17

12

181.86

22.12

9.14

124.17

155.29

52.87

Total

921.9

174.63

40.37

451.04

665.44

235.56

12

SWATFRANCE, July 18, 2013
Simulation Results of Climate Change Scenario to the Runoff
June to December 2009
Runoff (mm)

Month
Existing

S1

S2

S3

S4

6

7.36

10

4.18

7.42

10.06

7

7.86

9.93

5.11

7.98

10.07

8

23.49

28.6

16.44

23.46

28.57

9

7.18

9.54

4.26

7.05

9.38

10

3.11

4.39

1.6

3.03

4.29

11

103.51

125.54

73.33

103.23

125.21

12

22.12

28.64

13.85

22.03

28.55

Total

174.63

216.64

118.77

174.2

216.13

13

SWATFRANCE, July 18, 2013
• The scenario of increased rainfall by 10% (S1) will increase the
value of the surface flow of 21.28 - 41.16% while the decrease in
rainfall scenario by 15% (S2) which reduce runoff by 29.16 48.55%.
• Scenario 3 (increase in temperature by 1ºC) giving effect varies to
the surface flow where surface flow value increased by 0.82 - 1.53%
and at the end of the simulation period decreased by 0.13 – 2.57%.
• Scenario 4 (the combination of an increase in rainfall of 10% and a
temperature of 1ºC) increasing runoff by 20.96 - 37.94%.
• Increase in the percentage of surface runoff in scenario 4 is slightly
lower than scenario 1 because of the combination with an increment
in temperature by 1ºC
• The whole to all the simulation period from June to December 2009,
the increment in precipitation by 10% and the air temperature by
1ºC will increase runoff by 23.76%.
14

SWATFRANCE, July 18, 2013
Simulation Results of Climate Change Scenario
to the Water yield June to December 2009
Water yield (mm)

Month
Existing

S1

S2

S3

S4

6

114.26

124.17

99.11

113.58

123.51

7

82.69

92.07

68.12

84.09

93.48

8

72.18

81.58

57.94

72.81

82.35

9

57.05

63.45

47.37

56.12

62.58

10

31.62

37.85

21.71

29.3

35.56

11

152.35

179.25

114.2

151.46

178.28

12

155.29

173.26

128.09

154.16

172.13

Total

665.44

751.63

536.54

661.52

747.89

15

SWATFRANCE, July 18, 2013
• Scenario 1 and 4 are increasing water yield of 8.67-19.70%
and 8.10-17.02%
• The scenario of decreasing rainfall by 15% and scenario of
increment the temperature by 1ºC decreasing the water yield
by 13.26-31.34% and 0.58 to 7.34%, respectively
• The increase of water yield will give advantage to the
community around the catchment area if it can be stored in the
ground so that during the dry season, the water is still
available. But if the increase of water yield not properly
managed, it will give negative impact such as flooding.

16

SWATFRANCE, July 18, 2013
Simulation Results of Climate Change Scenario
to the Evapotranspiration June to December 2009
Evapotranspiration (mm)

Month

Existing

S1

S2

S3

S4

6

42.3

42.36

42.14

40.32

40.37

7

10.73

10.75

10.67

9.27

9.28

8

6.06

6.06

6.06

7.47

7.47

9

35.76

35.79

35.69

37.55

37.6

10

31.67

31.86

31.25

32.28

32.5

11

56.17

56.24

56.06

57.52

57.62

12

52.87

52.93

52.61

54.02

54.11

Total

235.56

235.99

234.48

238.43

238.95

17

SWATFRANCE, July 18, 2013
• Increasing in temperature causes the majority of rainfalls
contribute more to evapotranspiration so that surface runoff is
low
• Increasing in evapotranspiration as a result of increment the
temperature by 1ºC range between 1.93 - 23.27%
• Simulation results of climate change (Hailemariam, 1999 in
WWF Indonesia, 2007) for the Citarum watershed suggest that
increased rainfall of 10% and a temperature of 2 - 4 C will
increase the runoff annual rate of 4 to 12%.
• Increasing in temperature causes the majority of rainfalls
contribute more to evapotranspiration so that surface runoff is
low. Increasing in evapotranspiration as a result of increment
the temperature by 1ºC range between 1.93 - 23.27%
18

SWATFRANCE, July 18, 2013
Conclusion
• Climate change affects the hydrological characteristics of a
watershed. Increasing in precipitation by 10% will increase the
value of runoff of 21.28 – 41.16% while decreasing rainfall by
15% will decrease runoff by 29.16 - 48.55%.
• Decreasing of rainfall by 10% and temperature by 1ºC
increasing runoff by 20.96-37.94%.
• There needs an effort for adaptation to climate change that
happening so the damage can be minimize.

19

SWATFRANCE, July 18, 2013
THANK YOU

20

SWATFRANCE, July 18, 2013

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SWAT Toulouse 2013 Presentation

  • 1. Study of Hydrology based on Climate Changes Simulation Using SWAT Model At Jatiluhur Reservoir Catchment Area Budi Darmawan Supatmanto1, Sri Malahayati Yusuf2, Florentinus Heru Widodo1, Tri Handoko Seto1 1. Weather Modification Technical Unit, The Agency for the Assessment and Application of Technology 2. Center for Environmental Research, Bogor Agricultural University 1 SWATFRANCE, July 18, 2013
  • 2. Background • Jatiluhur reservoir is the one of the most important reservoir which located in West Java Indonesia. • Jatiluhur Reservoir Catchment Area is located between 107011'36” - 107032'36" E and 6029'50" - 6040'45" S in West Java, Indonesia. • The catchment area embraces 380 km2 which is 8% of the total coverage area in the upstream of Citarum River with the total area of 4500 km2 • Climate change will make changes in water resources. This will reduce groundwater recharge which causing drought in the dry season. • Climate change also leads the changes in temperature, especially an increase in temperature 2 SWATFRANCE, July 18, 2013
  • 3. JATILUHUR RESERVOIR CATCHMENT AREA 3 SWATFRANCE, July 18, 2013
  • 4. General Condition Climate Parameter Value average rainfall 213.54 mm average Maximum temperature 32.450C average Minimum temperature 20.720C Average monthly solar radiation 16.65 MJ/m2/day Average humidity 90.33% average of evapotranspiration 1.10 mm/day 4 SWATFRANCE, July 18, 2013
  • 6. Land Cover Jatiluhur catchment area has 10 land cover types include secondary forests, mixed farms, plantations, settlements, wetland, rice fields, bushes, open land, moor/fields, and bodies of water. The dominant land cover types are fields (31.16%). 6 SWATFRANCE, July 18, 2013
  • 7. MATERIAL • The materials used in this study is soil map scale of 1:100,000, • Map of the earth scale 1:25,000, • DEM (Digital Elevation Model) map, • Land cover map of 2009, • Discharge stream data, river channel data, rainfall data and climate data, • Physical soil properties of the data 7 SWATFRANCE, July 18, 2013
  • 8. Sub Basin Process • Threshold 25 km2 • 13 sub-watersheds • 299 HRUs 8 SWATFRANCE, July 18, 2013
  • 9. Calibration • Model calibration process conducted by compares the results of model calculations with discharge field measurement data (actual) in 2009 from Cisomang stations 9 SWATFRANCE, July 18, 2013
  • 10. Scenario • • • • Scenario 1: increase in precipitation by 10% Scenario 2: decrease in rainfall by 15% Scenario 3: an increase in temperature by 1ºC Scenario 4: an increase in rainfall of 10% and a temperature of 1 ºC. 10 SWATFRANCE, July 18, 2013
  • 11. Result and Discussion • SWAT model simulation period for the Jatiluhur reservoir catchment area conducted for 5 years starting from 2005 to 2009 • Years 2005-2008 is used as the model set up • Year 2009 used for calibration and assessment process • Nash-Sutcliffe values is less than 0.3 11 SWATFRANCE, July 18, 2013
  • 12. Hydrological Characteristic of Jatiluhur Catchment Area June to December 2009 Month Rainfall Runoff Lateral flow Baseflow Water Yield Evapotranspiration ------------------------------------ mm -----------------------------------6 113.41 7.36 5.66 101.32 114.26 42.3 7 43.53 7.86 3.92 70.93 82.69 10.73 8 81.36 23.49 4.39 44.35 72.18 6.06 9 71.42 7.18 3.8 46.15 57.05 35.76 10 44.44 3.11 2.4 26.16 31.62 31.67 11 385.88 103.51 11.06 37.96 152.35 56.17 12 181.86 22.12 9.14 124.17 155.29 52.87 Total 921.9 174.63 40.37 451.04 665.44 235.56 12 SWATFRANCE, July 18, 2013
  • 13. Simulation Results of Climate Change Scenario to the Runoff June to December 2009 Runoff (mm) Month Existing S1 S2 S3 S4 6 7.36 10 4.18 7.42 10.06 7 7.86 9.93 5.11 7.98 10.07 8 23.49 28.6 16.44 23.46 28.57 9 7.18 9.54 4.26 7.05 9.38 10 3.11 4.39 1.6 3.03 4.29 11 103.51 125.54 73.33 103.23 125.21 12 22.12 28.64 13.85 22.03 28.55 Total 174.63 216.64 118.77 174.2 216.13 13 SWATFRANCE, July 18, 2013
  • 14. • The scenario of increased rainfall by 10% (S1) will increase the value of the surface flow of 21.28 - 41.16% while the decrease in rainfall scenario by 15% (S2) which reduce runoff by 29.16 48.55%. • Scenario 3 (increase in temperature by 1ºC) giving effect varies to the surface flow where surface flow value increased by 0.82 - 1.53% and at the end of the simulation period decreased by 0.13 – 2.57%. • Scenario 4 (the combination of an increase in rainfall of 10% and a temperature of 1ºC) increasing runoff by 20.96 - 37.94%. • Increase in the percentage of surface runoff in scenario 4 is slightly lower than scenario 1 because of the combination with an increment in temperature by 1ºC • The whole to all the simulation period from June to December 2009, the increment in precipitation by 10% and the air temperature by 1ºC will increase runoff by 23.76%. 14 SWATFRANCE, July 18, 2013
  • 15. Simulation Results of Climate Change Scenario to the Water yield June to December 2009 Water yield (mm) Month Existing S1 S2 S3 S4 6 114.26 124.17 99.11 113.58 123.51 7 82.69 92.07 68.12 84.09 93.48 8 72.18 81.58 57.94 72.81 82.35 9 57.05 63.45 47.37 56.12 62.58 10 31.62 37.85 21.71 29.3 35.56 11 152.35 179.25 114.2 151.46 178.28 12 155.29 173.26 128.09 154.16 172.13 Total 665.44 751.63 536.54 661.52 747.89 15 SWATFRANCE, July 18, 2013
  • 16. • Scenario 1 and 4 are increasing water yield of 8.67-19.70% and 8.10-17.02% • The scenario of decreasing rainfall by 15% and scenario of increment the temperature by 1ºC decreasing the water yield by 13.26-31.34% and 0.58 to 7.34%, respectively • The increase of water yield will give advantage to the community around the catchment area if it can be stored in the ground so that during the dry season, the water is still available. But if the increase of water yield not properly managed, it will give negative impact such as flooding. 16 SWATFRANCE, July 18, 2013
  • 17. Simulation Results of Climate Change Scenario to the Evapotranspiration June to December 2009 Evapotranspiration (mm) Month Existing S1 S2 S3 S4 6 42.3 42.36 42.14 40.32 40.37 7 10.73 10.75 10.67 9.27 9.28 8 6.06 6.06 6.06 7.47 7.47 9 35.76 35.79 35.69 37.55 37.6 10 31.67 31.86 31.25 32.28 32.5 11 56.17 56.24 56.06 57.52 57.62 12 52.87 52.93 52.61 54.02 54.11 Total 235.56 235.99 234.48 238.43 238.95 17 SWATFRANCE, July 18, 2013
  • 18. • Increasing in temperature causes the majority of rainfalls contribute more to evapotranspiration so that surface runoff is low • Increasing in evapotranspiration as a result of increment the temperature by 1ºC range between 1.93 - 23.27% • Simulation results of climate change (Hailemariam, 1999 in WWF Indonesia, 2007) for the Citarum watershed suggest that increased rainfall of 10% and a temperature of 2 - 4 C will increase the runoff annual rate of 4 to 12%. • Increasing in temperature causes the majority of rainfalls contribute more to evapotranspiration so that surface runoff is low. Increasing in evapotranspiration as a result of increment the temperature by 1ºC range between 1.93 - 23.27% 18 SWATFRANCE, July 18, 2013
  • 19. Conclusion • Climate change affects the hydrological characteristics of a watershed. Increasing in precipitation by 10% will increase the value of runoff of 21.28 – 41.16% while decreasing rainfall by 15% will decrease runoff by 29.16 - 48.55%. • Decreasing of rainfall by 10% and temperature by 1ºC increasing runoff by 20.96-37.94%. • There needs an effort for adaptation to climate change that happening so the damage can be minimize. 19 SWATFRANCE, July 18, 2013

Notes de l'éditeur

  1. Evatranspiration maximum 4 mm/day
  2. The dominant land cover types are ricefields (31.16%)
  3. Upland agricultural 31.16%