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Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida Salles Henrique Marinho Leite Chaves Jorge Enoch Furquim Werneck Lima Sara Ferrigo Heloisa do Espirito Santo Carvalho 2014 International SWAT Conference Porto de Galinhas - PE

Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

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Page 1: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

Impacts of using different soil databases on streamflow simulation

in the Pipiripau river basin

Authors: Leandro de Almeida SallesHenrique Marinho Leite Chaves Jorge Enoch Furquim Werneck LimaSara FerrigoHeloisa do Espirito Santo Carvalho

2014 International SWAT ConferencePorto de Galinhas - PE

Page 2: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

INTRODUCTION

•Tropical soils have peculiar hydrological caracteristics

For example:

Oxisols high ammounts of clay high permeability

Page 3: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

INTRODUCTION

•Reduce inputs uncertainties improving the models physicalbasis

This is important for:Cenarious studiesClimate change studiesStudies on unggaged basins

Page 4: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

INTRODUCTION

•The purpose of this study was to analyze the influence of the soil database on streamflow simulation using SWAT model in a predominantly agricultural river basin.

Page 5: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Pipiripau river basin

•An experimental rural catchment of the Brazilian savanna (Cerrado biome)•90% in the northeast of the Federal District •It’s upper part is in the State of Goias•235km² drainage area•The climate is typical for the Brazilian Central Plateau region

rainy season from October to Aprildry weather from May to September

Page 6: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Page 7: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Page 8: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Page 9: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

But first....

Page 10: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

But first....

BRASILIA!!

Page 11: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

But first....

BRASILIA!!

Brazil’s Capital

Page 12: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

But first....

BRASILIA!!

Brazil’s Capital

Page 13: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Brasilia

3 Power Square

Alvorada’s Palace

Page 14: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Brasilia

3 Power Square

The supreme court

Page 15: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Brasilia

3 Power Square

National congress

Page 16: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Now ,back to...

Pipiripau’s riverbasin

Page 17: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Concerning tothe main watersheds

Page 18: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Concerning tothe main watersheds

Page 19: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Concerning tothe main watersheds

Pipiripau’s river basin is in the Parana’s watersheds

Page 20: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Digital elevation model

5m hight distance contour lines

Page 21: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida
Page 22: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida
Page 23: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Soil map

59.35

15.18

11.73

7.54

5.75

0.45

Oxisols (Red latosols)

Oxisols (Red and yellow latosols)

Cambisols

Quartzarenic Neosols

Gleisols

Plinthosols

Page 24: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida
Page 25: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

STUDY AREA

Land use (2010)

43.20

21.50

10.70

6.60

4.50

4.20

3.50

1.60

1.50 1.20 0.60 0.50 0.300.10

Large-scale cropping

Pasture

Cerrado (savanna)

Semi-natural vegetation (capoeira)

Irrigated agriculture

Riparian vegetation

Native pasture

Low density residential area

Unpaved roads

Urban area

Silviculture

Bare soil

Paved roads

Water

Page 26: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida
Page 27: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

MODEL SETUP AND EVALUATION

•2 soil database were tested in order to analyze the influence of the soil database on streamflow simulation with SWAT model in Pipiripau’s river basin

SDB1: Lima et al. (2013)

SDB2: Baldissera (2005)

Page 28: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

MODEL SETUP AND EVALUATION

•The evaluation was performed using a 10 years record of streamflow historical data (1989-1998)

•Monthly and daily basis

•The analysis was made without calibration using only SWATs first simulation.

Page 29: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

MODEL SETUP AND EVALUATION

•Accuracy quantification and the criteria used for evaluation of SWAT’s streamflow simulation were made by ASCE (1993) and Moriasi et al. (2007) methods.

• Visual analysis and statistical evaluation HydroghpsPercent bias (PBIAS)Nash and Sutcliffe Efficiency (NSE)Adapted Nash and Sutcliffe Efficiency (ANSE)

Page 30: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

MODEL SETUP AND EVALUATION

•General performance ratings for recommended statistics

Performance rating NSE ANSE PBIAS (%)

Very good 0,75<NSE≤ 1,00 0,75<ANSE≤ 1,00 PBIAS< ± 10

Good 0,65 <NSE≤ 0,75 0,65< ANSE ≤0,75 ±1 ≤ PBIAS≤ ±15

Satisfactory 0,50<NSE≤ 0,60 0,50< ANSE ≤ 0,60 ±15≤ PBIAS ≤±25

Unsatisfactory NSE≤ 0,50 ANSE ≤ 0,50 PBIAS ≥ ±25

Page 31: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

•Visual comparison between observed streamflow data and monthly streamflow simulation, using SDB1 and SDB2

0

5

10

15

20

25

9/1/1989 3/1/1991 9/1/1992 3/1/1994 9/1/1995 3/1/1997 9/1/1998

Stre

amfl

ow

(m

³.s-1

)

Month

SDB1

SDB2

Qobs

Page 32: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

•Visual comparison between observed streamflow data and daily streamflow simulation, using SDB1 and SDB2

Sample of the results

0

20

40

60

80

100

120

140

8/1/1989 12/1/1989 4/1/1990 8/1/1990 12/1/1990 4/1/1991

Stre

amfl

ow

(m

³.s-1

)

Day

SDB1

SDB2

Qobs

Page 33: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Average monthly basin values

0

5

10

15

20

25

30

35

Surf

ace

ru

no

ff (

mm

)

SDB1 SBD2

Page 34: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Average monthly basin values

0

5

10

15

20

25

30

35

40

Late

ral F

low

(m

m)

SDB1 SBD2

Page 35: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Average monthly basin values

0

20

40

60

80

100

120

Evap

otr

ansp

irat

ion

(m

m)

SDB1 SBD2

Page 36: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

0

20

40

60

80

100

120

140

160

Wat

er

Yie

ld (

mm

)

SDB1 SBD2

Average monthly basin values

Page 37: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin

Reference Silva & Oliveira (1999)

Lima (2000);

Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2

Period 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999

River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO)

Area (km²) 10.00 10.00 104.86 235.00 235.00

Variable mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 %

Precipitation 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0

Surface

Runoff 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46

Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38

Total Flow 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84

Evapotrans

piration 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02

Page 38: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin

Reference Silva & Oliveira (1999)

Lima (2000);

Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2

Period 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999

River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO)

Area (km²) 10.00 10.00 104.86 235.00 235.00

Variable mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 %

Precipitation 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0

Surface

Runoff 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46

Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38

Total Flow 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84

Evapotrans

piration 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02

Page 39: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin

Reference Silva & Oliveira (1999)

Lima (2000);

Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2

Period 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999

River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO)

Area (km²) 10.00 10.00 104.86 235.00 235.00

Variable mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 %

Precipitation 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0

Surface

Runoff 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46

Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38

Total Flow 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84

Evapotrans

piration 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02

Page 40: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin

Reference Silva & Oliveira (1999)

Lima (2000);

Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2

Period 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999

River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO)

Area (km²) 10.00 10.00 104.86 235.00 235.00

Variable mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 %

Precipitation 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0

Surface

Runoff 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46

Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38

Total Flow 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84

Evapotrans

piration 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02

Page 41: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2.

Evaluation critiriaDaily results Monthly results

SDB1 SDB2 SDB1 SDB2

PBIAS -23.15 -84.72 -24.53 -86.49

NSE -11.88 -9.94 -1.78 -6.51

ANSE -11.80 -9.88 -2.98 -9.74

Page 42: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2.

Evaluation critiriaDaily results Monthly results

SDB1 SDB2 SDB1 SDB2

PBIAS -23.15 -84.72 -24.53 -86.49

NSE -11.88 -9.94 -1.78 -6.51

ANSE -11.80 -9.88 -2.98 -9.74

Page 43: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2.

Evaluation critiriaDaily results Monthly results

SDB1 SDB2 SDB1 SDB2

PBIAS -23.15 -84.72 -24.53 -86.49

NSE -11.88 -9.94 -1.78 -6.51

ANSE -11.80 -9.88 -2.98 -9.74

Page 44: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

RESULTS AND DISCUSSION

Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2.

Evaluation critiriaDaily results Monthly results

SDB1 SDB2 SDB1 SDB2

PBIAS -23.15 -84.72 -24.53 -86.49

NSE -11.88 -9.94 -1.78 -6.51

ANSE -11.80 -9.88 -2.98 -9.74

Page 45: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

CONCLUSION

The study indicates the importance of developing soil databases for specific regions throughout Brazil and furthermore research on other parameters in order to improve physical basis on SWATs simulation.

Page 46: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

CONCLUSION

Continue improving SWAT model Physical basis for the Cerrado region:

Parameters and conceptual modelCenarious Land use/Climate Change

Page 47: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

2014 International SWAT ConferencePorto de Galinhas - PE

ACKNOWLEDGMENTS

Brasilia’s Environmental Agency (IBRAM/DF)

University of Brasilia (UnB)

CNPq – SWAT Cerrado Project (EMBRAPA)

Page 48: Impacts of using different soil databases on streamflow ...Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida

Thank you!!