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Impact of climate scenarios on freshwater resources in the Rio Grande - Brazil Márcio Nóbrega Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre, Brazil

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Page 1: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

Impact of climate scenarios on freshwater resources in the Rio

Grande - Brazil

Márcio NóbregaWalter Collischonn

IPH UFRGS

Instituto de Pesquisas Hidráulicas

Universidade Federal do Rio Grande do SulPorto Alegre,

Brazil

Page 2: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,
Page 3: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

• 60% of hydropower production in Brazilcomes from the Paraná river and its tributaries

• Itaipu dam

2 The rio Grande basin: headwaters of the Paraná river

Page 4: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

2 The rio Grande basin: Potential impacts

• Hydropower is the most important source of electric energy in Brazil

in recent years there was an increase in natural gas and nuclear power share

Page 5: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

2 The rio Grande basin: Interest points

- drainage area of 145000 km2

- used extensively for hydropower generation (~12% of Brazilian total)

Hydroelectric reservoirs

Annual Precipitation: ~1400 mm.year-1

Wet SummerDry Winter Annual runoff: ~540 mm.year-1

Long term runoff coefficient: 0.39

Page 6: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

3 The MGB-IPH large scale hydrological model

• Similar to the VIC (Univ. Washington) and LARSIM (Univ. of Freiburg) models

• Distributed (regular cells or small catchments)• Daily or hourly time steps• Typically applied in 6 minutes (0.1 degree)

latitude and longitude resolution

Page 7: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

3 The MGB-IPH large scale hydrological model

BX

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Soil types

Vegetation / land cover

AX12%

AY18%

AZ18%

BX26%

CX26%

GRUs

• Basin divided in grid cells• Grid cells divided in Grouped Response Units, or Hydrological

Response Units, according to soil types and vegetation cover or land use

• Parameters are related to GRUs and can be calibrated

Page 8: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

3 The MGB-IPH large scale hydrological model

Pi,j

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⎪⎪⎪

ji,W

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Cell i

Celldownstream

of cell i

Riverchannel

Model grid cells

QsupQsub

Qbas

Page 9: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

3CALIBRATION AND VERIFICATION OF THE HYDROLOGICAL MODEL

- In both calibration and verification, the values obtained for NS and NSlog coefficients were about 0.9 in all but one of the catchments;

- Values of volume bias were also acceptable, with values less than 0.05% during calibration and less than 7% at validation.

Verification period – outlet of Furnas catchment

The MGB-IPH large scale hydrological model

Page 10: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

Page 11: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios

Page 12: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Page 13: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios

Page 14: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Page 15: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Page 16: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Concluding remarks regarding CRU usability

• CRU slightly underestimates rainfall in the Rio Grande Basin

• underestimation is higher in smaller basins• at Água Vermelha (close to basin outlet) the

underestimation of CRU is only 7% compared to naturalized streamflow

• the same magnitude of error was found during hydrological model verification

We can conclude that CRU satisfactorilyrepresents rainfall in the rio Grande basin

Page 17: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios

Page 18: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

MGB-IPH using CRU with and without trend

Page 19: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios: one GCM (Hadley Centre) with different prescribed temperatures

Page 20: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios: one GCM (Hadley Centre) with different prescribed temperatures

Page 21: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios: one GCM (Hadley Centre) with different prescribed temperatures

Page 22: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Scenarios: one GCM (Hadley Centre) with different prescribed temperatures

Page 23: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

• Streamflow will increase in all months in all scenarios• Higher global temperatures will result in higher rio

Grande discharge • 8 to 9% increase for each 1 degree increase in

temperature• Most important changes will occur in November and

December, which corresponds to the start of the wet season

• But what are the predictions of other GCMs?

Scenarios: one GCM (Hadley Centre) with different prescribed temperatures

Page 24: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Prescribed-temperature change scenarios with different GCMs

Page 25: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Prescribed-temperature change scenarios with different GCMs

Page 26: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Prescribed-temperature change scenarios with different GCMs

Page 27: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Relative differences between GCMs in +2 scenarios and detrended series

Page 28: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Relative differences between GCMs in +2 scenarios and detrended series

2 degree scenarios

-40.0%

-30.0%

-20.0%

-10.0%

0.0%

10.0%

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30.0%

1 2 3 4 5 6 7 8 9 10 11 12

% fr

om d

etre

nded

ave

rage

CCMA

CSIRO

ECHAM

HADGEM

NCAR

IPSL

Page 29: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

Comments: +2 scenario difference between GCMs

• Three GCMs predict that average streamflow of the rio Grande will increase, while other three GCMs predict that average streamflow will decrease.

• Increase or decrease occurs both for low and high flows with no visible pattern

• A new generation of the Hadley Center model gives a prediction which is completely different from the previous generation.

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Page 30: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Different GCMs and emission-based scenarios

dados cenário períodocccma +2C 2040-2069 okcsiro +2C 2040-2069 ok without vapour pressure dataecham5 +2C f fhadgem1 +2C 2040-2069 okipsl +2C 2040-2069 okncar +2C 2040-2069 ok without vapour pressure dataukmo HadGEM1 A1B 2006-2100 ok without vapour pressure datacccma_A1B A1B f fCSIRO mk3.0. A1B 2006-2100 ok without vapour pressure dataecham5_A1B A1B 2006-2100 okhadcm3_a1b A1B f fhadcm3_a2 A2 2006-2100 okhadcm3_b1 B1 2006-2100 okhadcm3_b2 B2 2006-2100 okipsl_A1B A1B 2006-2100 okncar_A1B A1B 2006-2100 okhadcm3 +1 +1C 2040-2069 okhadcm3 +2 +2C 2040-2069 okhadcm3 +3 +3C 2040-2069 okhadcm3 +4 +4C 2040-2069 okhadcm3 +5 +5C 2040-2069 okhadcm3 +6 +6C 2040-2069 okdetrend 1961-90 CRU TS 2040-2069 detrend okBaseline CRU TS 3.0 1930-2002 CRU TS 3.0 data set okMGB-IPH 1970-1980 observed ok

2 degree prescribed warming scenarios

Hadley temperature cenarios

obs.

Page 31: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Different Hadley Center emission scenarios

2061 - 2100

0%

5%

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35%

1 2 3 4 5 6 7 8 9 10 11 12Month

Rel

ativ

e C

hang

e S

tream

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hadcm3_a1bhadcm3_a2hadcm3_b1hadcm3_b2

Page 32: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

4 PREDICTION OF CLIMATE CHANGE IMPACTS

Different GCMs same emission scenario (A1B)

2061 - 2100

-60%

-50%

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-10%

0%

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40%

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ccma_a1b

csiro_mk30 x

echam5_A1B

hadcm3_a1b

ipsl_A1B

Page 33: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

5 Impact assessment

Conclusions:

There is no consistency in climate change predictions in the RioGrande Basin.

Page 34: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

5 Impact assessment

Future developments:

• Use the hydrological model outputs to feed the Long-term planning model of the hydropower system (NEWAVE) and see how energy costs will be affected

• Limited approach because several other basins in the region should be considered:

• less rainfall in one basin could be balanced by more rainfall inanother (energy production would be less affected)

Page 35: Impact of climate scenarios on freshwater resources in the ......Walter Collischonn IPH UFRGS Instituto de Pesquisas Hidráulicas Universidade Federal do Rio Grande do Sul Porto Alegre,

5 Low frequency variability

Sequences of dry / wet years