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Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio- economic Change on Flow and Water Quality in India and Bangladesh Paul Whitehead and Emily Barbour www.espadelta.net

Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

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Page 1: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Modelling the Ganges, Brahmaputra and Meghna

Rivers: Impacts of Climate Change and Socio-

economic Change on Flow and Water Quality in India

and Bangladesh

Paul Whitehead and Emily Barbour

www.espadelta.net

Page 2: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Lecture 4. Climate change and the

integrated coastal system. Wednesday

25 July 2007

ESPA Deltas Project

Coastal ecosystems, governance and poverty:

A case study of managing the Ganga-Brahmaputra- Meghna Delta in a

changing world

Page 3: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Lecture 4. Climate change and the

integrated coastal system. Wednesday

25 July 2007

ESPA – Ecosystem Services for Poverty Alleviation

NERC/DFID Partnership within

Living with Environmental Change (LWEC)

Lead by University of Southampton,

With Oxford, Dundee, Exeter, UEA, BUET and 10 other groups in

Bangladesh and IIT Kanpur in India

Page 4: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Set in the Delta Regions of Bangladesh addressing issues of Poverty Alleviation

Page 5: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Key Questions and Motivation

The Ganga-Brahmaputra Basin and GBM Delta

• How will future climate change and socio-economic change in the Ganga, Brahmaputra and Meghna basin impact flows and nutrient fluxes into the Delta?

• How can management and policy interventions reduce these impacts?

Page 6: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Modelling Ganges, Brahmaputra and Meghna River Systems

Page 7: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Integrated Catchment Model (INCA)

• Can account for diffuse and point sources of pollution, land use change and climate change

• Semi distributed and ssuccessfully applied to over 50 catchments (including catchments in Nepal)

PLOT

HILLSLOPE &SUBCATCHMENT

CATCHMENT

(Hydrology, Nitrogen, Phosphorus, Sediments, Carbon, Metals and Ecology)

Page 8: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

The INCA-N NITROGEN Model Process Pathways

Source: P.G. Whitehead et al./The Science of the Total Environment 210/211 (1998) 547-558

Page 9: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

INCA P Model

Page 10: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

INCA reach divisions for Ganga basin

10

Major Cities and Point Source Pollution

Reach Structure: Ganga Model

Total 70 reaches Ganga – 21 reaches Yamuna – 10 reaches Other tributaries – 39 reaches

Tributary confluence Sampling/monitoring point Effluent input/abstraction

Page 11: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Modelled Sub-Catchments in Ganga

Page 12: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Detailed Land Use Mapping

(Based on NRSC, Hyderabad)

26 classes aggregated into 6 classes for INCA

Page 13: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

UK Met Office GCM- RCM (25km grid- calibrated spatially and in time Met Office Hadley Centre HadRM3P RCM)

13

Q0 – Moderately warmer/wetter Q8 – warmer/drier Q16 – warmer/wetter

Climate Realizations

Page 14: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Climate Scenario Moderately warmer/wetter

0

5

10

15

20

25

30

1960 1980 2000 2020 2040 2060 2080 2100 2120

Temp

Temperature: Yearly average (0C)

Ganges

Brahmaputra

Meghna

Page 15: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Climate Scenario Moderately warmer/wetter

0

2

4

6

8

10

12

14

16

1971 1981 1991 2001 2011 2021 2031 2041 2051 2061 2071 2081 2091

mm/day

Year

Rainfall: Yearly average (mm/day)

Ganga

Brahmaputra

Meghna

Page 16: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Time Series Inputs for INCA Model

1981-2000 (Daily time series data)

Page 17: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

INCA Reach Structure for the Ganges

Page 18: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Model Calibration - flow gauges on the Ganga River system

GA04 Kachla

GA05 Ankinghat

GA06 Kanpur

GA07 Garh

Hardinge Bridge Bangladesh

Page 19: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Brahmaputra Simulation 1981-2000

Page 20: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Calibration of N concentrations and Flux

At Kanpur (Reach GA06)

20

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

Nit

rate

m

g/L

Month

SimulatedNitrate

ObservedNitrate

0

10000

20000

30000

40000

50000

60000

70000

80000

0 20000 40000 60000 80000O

bse

rved

N L

oad

-To

nn

es/

Ye

ar

Simulated N Load-Tonnes/Year

Page 21: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Using INCA to Assess Environmental Change

• Climate Realisations

• 3 selected from 17 RCM simulations

• Mid century 2041-2060

• End of Century

• 2080-2099

• Socio-Economic

• Business as Usual

• More Sustainable

• Less Sustainable

Q0 – Moderately warmer/wetter Q8 – warmer/not so wet Q16 – warmer/wetter

• Population changes

• Sewage treatment works capacity and design for water quality control

• Water demands for irrigation and public supply

• Atmospheric nitrogen deposition

• Land use change

• Water transfer plans

Page 22: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Scenario Framework

• IPCC Shared Socio-economic pathways (SSPs)

SSP1 Sustainability

SSP2 Middle of the Road

SSP3 Regional Rivalry

SSP4 Inequality

SSP5 Fossil-fuelled Development

More Sustainable

Business as Usual

Less Sustainable

Moderately warmer/ wetter

1 2 3

Warmer/ drier

4 5 6

Warmer/ wetter

7 8 9

SRES A1B (RCP4.5/6 -8.5)

Clim

ate

Ch

ange

incl

. se

a le

vel r

ise

Development

Page 23: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Scenario Analysis

building on the IPCC 2014 SSP Strategy

UNDP Population Centre Trends (India)

-40.0

-20.0

0.0

20.0

40.0

60.0

80.0

100.0

120.0

20

11

20

21

20

31

20

41

20

51

20

61

20

71

20

81

20

91

% change

year

More Sustainable -low fertilityBaU - mediumfertilityLess Sustainable -high fertility

• Population changes

• Sewage treatment works capacity and

design for water quality control

• Water demands for irrigation and public

supply

• Atmospheric nitrogen deposition

• Land use change

• Water transfer plans

Page 24: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Water Infrastructure Major Transfer Plans (River Interlinking project)

Page 25: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Estimated Flows, Nitrate and Ammonia at Farakka

Blue – 1990s Red – 2050s Green – 2090s

Climate Scenario Q0

Flow Nitrate Ammonium

• No major shift in timing of monsoon season • Large Change in peak flows • Nitrate and Ammonia follow the dilution trend due to increased flows

Page 26: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Effects of Different Climate Realisations in the Ganges at Farakka

Page 27: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Effects of Socio-economics on Ganga Flow and Water Quality

Blue – BaU; Red – MS; Green – LS; Dotted – baseline 1990s

Flow Nitrate Ammonium

• No major difference in flows (no major change in irrigation flows & water transfers simulated) • Large reduction in N and NO3 under MS scenario – reflects improved effluent treatment,

implications for river ecology and reduced nitrogen load into Bangladesh (similar results for P)

Page 28: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Full GBM Results- baseline

Page 29: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Assessing the impact of climate and socio-economic changes on flow and water quality in the Ganges-Brahmaputra-Meghna Basin

0.100

0.200

0.300

0.400

0.500

0.600

0.700

0.800

Jan

Feb

Mar

Ap

r

May Jun

Jul

Au

g

Sep

Oct

No

v

Dec

Nit

rate

mgN

/l

Month

1981-2000

2041-2060

2080-2099

0

20000

40000

60000

80000

100000

120000

Jan

Feb

Mar

Ap

r

May Jun

Jul

Au

g

Sep

Oct

No

v

Dec

Flo

w m

3/s

ec

Month

GBM 1990sGBM 2050sGBM 2090s

Change in Nitrate-N Monthly Concentrations for the SRES A1B scenario for the 2050s and 2090s.

Change in monthly flow for the SRES A1B scenario for the 2050s and 2090s.

Page 30: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Water Infrastructure Major Transfer Plans (River Interlinking project)

Page 31: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Water transfer Scenarios

• Impact of water transfers on flows is very significant • 22% reduction in peak flows for 2090s; 48% reduction in low flows for 2090s • => Large scale impact on delta ecosystem

Page 32: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Impact of climate and socio-economic change (excluding dams and major water

transfers) on low flows - number of days below Q80 (5700 m3/sec) showing increased

drought periods in the 2090s

Whitehead et al. (2015). Impacts of Climate Change and Socio-economic Scenarios on Flow and Water Quality of the Ganges, Brahmaputra and Meghna (GBM) River Systems: Low Flow and Flood Statistics . Environmental Science: Process & Impacts. (in press)

Page 33: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Stakeholder Scenarios for Bangladesh

Integrated Model

Socio/Environmental Models

Data

Simulations S1, S2, …, Sn

Adaptation Responses (e.g. coastal

defence, irrigation projects, etc.)

Climate change

Qu

alit

ativ

e

Qu

anti

tati

ve

Sem

i-

Qu

alit

ativ

e

Qu

anti

tati

ve

Scenarios Narrative

Bas

elin

e

Literature

iterative learning

loop

What Next---Stakeholder driven process to evaluate management plans

Page 34: Modelling the Ganges, Brahmaputra and Meghna Rivers ... · Modelling the Ganges, Brahmaputra and Meghna Rivers: Impacts of Climate Change and Socio-economic Change on Flow and Water

Conclusions 1. INCA model simulates the spatial and temporal complexity of

flows and N-flux (P and Sediments) in a large river system. 2. Significant climatic shift with increased temperatures and

change precipitation could have significant impact on flows, increasing peak flows and more frequent droughts.

3. Socio Economic Changes could have a large effect on flows during droughts where increased irrigation will reduce low flows, plus impact of Water Transfers could be very significant in the GBM delta.

4. Clean up of the Ganga River will reduce Nitrogen (and Phosphorus) fluxes into Bangladesh.

5. Process based model of the GBM rivers can now be used to evaluate alternative policies in more detail (e.g. dam effects, different agricultural strategies, point source pollution, different Ganga Clean up strategies etc.).