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IMPACT OF CLIMATE CHANGE ON SNOWMELT
RUNOFF
by
Kailash Patel
(16WM60R07)
School of Water Resources
Indian Institute of Technology, Kharagpur
1
INTRODUCTION
2
 The Himalayas have the largest concentration of glaciers
out side the polar region and thus it is also known as
Third Pole of the earth.
 The cryosphere (consisting of snow, ice and frozen
ground) on land stores about 75% of the world’s
freshwater.
 The Himalayan range alone has a total area of 35,110
sq.km. of glaciers and ice cover with total ice reserves of
3735 cu.km which is equivalent to 3250 cu.km fresh
water (Qin, 2002 and IPCC, 2008) and it provides the 86
million cubic meter of water annually (Rao et al., 2007).
 The Himalayas, the water tower of the world is the
source of nine giant river systems of Asia are the water
lifeline for 500 million inhabitants of the region.
3
 While in Nepal, there are 3,252 glaciers that cover 5,323 sq.km
in area with estimated ice reserve of 481 cu.km and the Koshi
River Basin alone comprises 779 glaciers with an area of
1,409.84 sq.km and has an estimated ice reserve of 152.06
cu.km (Mool et al., 2001).
 The contribution of snow and glacial melt to the major rivers
in the region ranges from less than 5% to more than 45% of
the average flow (Jianchu et al., 2008).
 It has been estimated that some 225 billion cu.km of surface
water flows through Nepalese territory annually, which
amounts to about 118,200 m3/sq.km. This is about four times
the world average.
4
 The available surface runoff flows through more than 6,000 rivers
and rivulets, totaling about 45,000 km in length, having hydropower
potential of 83000 MW (Rao, 1996) and eventually drains to the
Ganges River in India through several river systems.
 Although about 14% of the catchments area of the Ganges lies in
Nepal, the contribution of Nepalese rivers to the Ganges is about
41% to the total runoff, and 71% of its lean season flow (Alfred,
1992).
 However, the runoff pattern has been significantly affected due to
the melt of the Himalayan ice and glaciers, the main sources of
Nepalese river systems, as a result of climate change i.e. change in
global temperature.
5
 The estimated linear trend in global surface temperature from
1906 to 2005 is a warming of 0.74°C with a more rapid
warming trend over the past 50 years (IPCC, 2008). The
average surface temperature of the earth has increased
between 0.3ºC and 0.6ºC over the past hundred years and the
increase in global temperature is predicted to continue rising
during the 21st century.
 On the Indian subcontinent, temperatures are predicted to
increase between 3.5 and 5.5ºC by 2100 (IPCC, 2001a) and an
even greater increase is predicted for the Tibetan Plateau
(Lal, 2002) and while in Nepal, the temperature rise is 0.6°C
per decade (Seko et al., 1999).
Objectives of the study
6
 TO ASSESS IMPACT OF THE CLIMATE CHANGE ON
SNOWMELT RUNOFF IN TAMAKOSHI BASIN IN NEPAL.
Review of literature
7
Author Year Remarks
Rao et al. 1999 Climate change is a major concern in the Himalayas
because of potential impacts on economy, ecology,
and environment of the Himalayas and areas
downstream.
Mula et al. 2000 Rapid degradation of these glaciers is likely to
seriously threaten water availability in the
region, particularly during lean flow seasons when
melt water contribution is crucial to sustain the
river flow which supports human activities and
ecosystem services in these areas and downstream.
8
Dyugerve and
Meier,
2003 Many Himalayan glaciers are retreating
faster than the world average and thinning
by 0.3~1 m/year .
Hasnain et al., 2004 The Rate of retreat for the Gongotri Glacier is
23 m/year which was more than three times
than the during the preceding 200 years.
Kadaota et al., 1997 Most glaciers studied in Nepal are undergoing
rapid de-glaciations with the reported rate of
glacial retreat ranges from several meters to 20
m/year
9
McCarthy et
al.,
2001 In the recent decades the ratio of solid
and liquid precipitation is decreasing due
to global warming .
hiratsuka, 2003 The increased liquid precipitation badly
affects on the water storage capacity of
mountains in two ways. Firstly, it will create a
direct runoff and possible flooding and
secondly it will accelerate the process of
ice/snow melting.
IPCC 2007 Thus changing climatic parameters have
doubled the adverse effects on the water
resources of the Nepalese Himalayas- firstly,
warmer temperature accelerates the glacier
retreat and secondly, the liquid precipitation
further accelerates the retreating of glacier.
Study area
10
11
 The study area is the Tamakoshi basin in Nepal.
 It is situated at about 90 km North East of Kathmandu.
 It is thelocated at headwater side of the Tamakoshi River.
 This river has annual runoff of 60.95m3/s, which is about 3.7% of the
runoff of the Koshi River.
 There are 404 glacier lakes, area of each of them more than 1,600 sq.m,
amounting to total lake area of about 7.92sq.km
 Most GLOF events risk in the Tamakoshi river basin may be of magnitude
more serious and devastating than that of meteorological floods. Owing to
large differences in the relief, the basin is characterized by diversified
climatic patterns.
 As the snowline is at about an elevation of about 4500m amsl, the
precipitation occurs mostly as snow fall above that elevation.
12
 This basin alone receives the total precipitation of 2000mm in
summer (from June to September). This is about 80% of annual
precipitation and most of precipitation occurs in the form of snow.
Data used in this study:
13
 Data used in this study are three type :
1. topographic
2. hydro – metrological
3. satellite images
METHODOLOGY
14
Models :
 Prediction of melting of snow and ice in a
glacierized basin is very important to estimate basin
discharge.
 In the Himalayan region, the main source of water is
glacier melt water which is closely related to summer
mass balance and snowmelt runoff form galcierized
basins.
 For simulating snowmelt runoff, there exist
numerous methodologies. These vary from the
simple system model i.e. index methods to more
physical based detailed energy balance approaches.
2. Model Structure (SRM)
15
 The model used in this study is positive degree-day index and used the SRM
model (Martinec et al., 2008) for snowmelt estimation and runoff simulation.
 In this model, the study basin is divided into number of elevation zones at rate of
500 m interval.
 The zonal area A, hypocentric elevation and snow covered area ASCA are
calculated for each zone.
 Based on the elevation of base station/s (where temperature and precipitation
are measured), hypocentric elevation of each zone and regional temperature
lapse rate, the temperature and precipitation are distributed at each elevation
zone.
 The form of precipitation is determined by considering the Critical Temperature
TCR for snowfall and the air temperature at each hypocentric elevation for each
zone.
16
 The snowmelt (MS in cm) is computed in each zone
with the input of snow cover area, temperature and
degree-day factor in each zone by temperature index
method :-
 Where;
a = degree-day factor (cm °/C/day),
T = daily average, (°C)
Tb = base temperature (°C)
Assessment of the Model Accuracy
17
SRM uses two well-established accuracy criteria, namely, the
coefficient of determination, R2, and the volume difference, Dv.
(Martinec and Rango 1998). The coefficient of determination is
computed as follows:
Where
Qi is the measured daily discharge.
Qi ' is the computed daily discharge.
Q is the average measured discharge of the given year
n = the number of daily discharge values.
Result and discussion :
18
1. Simulation
 The Study basin has the total area of 1759 sq.km with
altitude variation from 1964 to 7307 and gradient of 9.5%.
 The area of zones above the 4500 m elevation is 78% of
total area with the average annual temperature less than
00C and above 5000 m is 58% and -2.50 0C respectively
(see Table 5.1).
 Similarly the average annual snow coverage are 40.1% in
2003 and 41.8 % in 2002 with peak coverage of 58.9 % &
64.3 % and least coverage of 22.6 % & 25.5 % respectively
19
20
2. Contribution of Snowmelt in Stream
Flow
21
22
23
3. Impact of Climate Change :
 After the simulation has been done in the year 2003, this year is
taken as the base year to investigate the impact of climate change
(rising temperature) in the snow melt runoff.
 In climate change simulation in SRM, only the temperature is
changed from the ΔT 1, 2 and 3 0C, because there is no definite
trend of change in precipitation as described else where.
 The impact of climate change (i.e. temperature) is increasing
trend in stream flow with increased snow melt contribution
approximately at rate of 3% in annual and 8% in winter flow per
one degree centigrade temperature rise.
24
 The main factor of such increase in snowmelt contribution is
melting of snow and glacier in the basins.
 As shown in the Table 5.1 and explained in the simulation
section, there is 58% area of the total watershed above 5000m
amsl elevation where annual average temperature is less than
equal to -2.5°C and the snow coverage is more than 46%
average in year.
 As a result, though the temperature is raised up to 3oC, there will
be enhanced melting in the melting period while balanced snow
deposition in the accumulation period in the winter.
 That’s why the result of impact of climate change is as
anticipative.
25
26
Conclusion
27
 The result shows that The Positive Degree Day or Temperature Index
method coupled in Snowmelt Runoff Model, SRM can be well applied in
rugged and remote Himalayan basin like Upper Tamakoshi basin with
limited data.
 Required data are only the daily discharge, daily precipitation, daily
temperature and daily snow coverage (obtained from remote sensing i.e.
satellite image, aerial photos etc). The study area is glacierized basin
with more than 40% annual snow coverage.
 The contribution of snowmelt in stream flow is found as 17.5% in winter,
13% in summer and 13% in annual flow in the average from 2002 to
2003.
28
 The study demonstrates that the impact of climate
change (i.e. temperature) to stream flow is significant,
which is in increasing trend resulting from snow melt
contribution.
 Due to the snow melt contribution, stream flow
increases approximately at rate of 8% in winter, 3% in
summer and 3% in annual flow per one degree
centigrade temperature rise.
Output of this study
29
 The outputs of this study are important guidance for water
resources managers to make and implement appropriate
strategy for water resources management and hydropower
development.
 It is also useful tool for adoptive planning i.e. more and
efficient use of winter flow and mitigative and preventive
measure for high flood and GLOF.
30
Thank you

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snow runoff model

  • 1. IMPACT OF CLIMATE CHANGE ON SNOWMELT RUNOFF by Kailash Patel (16WM60R07) School of Water Resources Indian Institute of Technology, Kharagpur 1
  • 2. INTRODUCTION 2  The Himalayas have the largest concentration of glaciers out side the polar region and thus it is also known as Third Pole of the earth.  The cryosphere (consisting of snow, ice and frozen ground) on land stores about 75% of the world’s freshwater.  The Himalayan range alone has a total area of 35,110 sq.km. of glaciers and ice cover with total ice reserves of 3735 cu.km which is equivalent to 3250 cu.km fresh water (Qin, 2002 and IPCC, 2008) and it provides the 86 million cubic meter of water annually (Rao et al., 2007).  The Himalayas, the water tower of the world is the source of nine giant river systems of Asia are the water lifeline for 500 million inhabitants of the region.
  • 3. 3  While in Nepal, there are 3,252 glaciers that cover 5,323 sq.km in area with estimated ice reserve of 481 cu.km and the Koshi River Basin alone comprises 779 glaciers with an area of 1,409.84 sq.km and has an estimated ice reserve of 152.06 cu.km (Mool et al., 2001).  The contribution of snow and glacial melt to the major rivers in the region ranges from less than 5% to more than 45% of the average flow (Jianchu et al., 2008).  It has been estimated that some 225 billion cu.km of surface water flows through Nepalese territory annually, which amounts to about 118,200 m3/sq.km. This is about four times the world average.
  • 4. 4  The available surface runoff flows through more than 6,000 rivers and rivulets, totaling about 45,000 km in length, having hydropower potential of 83000 MW (Rao, 1996) and eventually drains to the Ganges River in India through several river systems.  Although about 14% of the catchments area of the Ganges lies in Nepal, the contribution of Nepalese rivers to the Ganges is about 41% to the total runoff, and 71% of its lean season flow (Alfred, 1992).  However, the runoff pattern has been significantly affected due to the melt of the Himalayan ice and glaciers, the main sources of Nepalese river systems, as a result of climate change i.e. change in global temperature.
  • 5. 5  The estimated linear trend in global surface temperature from 1906 to 2005 is a warming of 0.74°C with a more rapid warming trend over the past 50 years (IPCC, 2008). The average surface temperature of the earth has increased between 0.3ºC and 0.6ºC over the past hundred years and the increase in global temperature is predicted to continue rising during the 21st century.  On the Indian subcontinent, temperatures are predicted to increase between 3.5 and 5.5ºC by 2100 (IPCC, 2001a) and an even greater increase is predicted for the Tibetan Plateau (Lal, 2002) and while in Nepal, the temperature rise is 0.6°C per decade (Seko et al., 1999).
  • 6. Objectives of the study 6  TO ASSESS IMPACT OF THE CLIMATE CHANGE ON SNOWMELT RUNOFF IN TAMAKOSHI BASIN IN NEPAL.
  • 7. Review of literature 7 Author Year Remarks Rao et al. 1999 Climate change is a major concern in the Himalayas because of potential impacts on economy, ecology, and environment of the Himalayas and areas downstream. Mula et al. 2000 Rapid degradation of these glaciers is likely to seriously threaten water availability in the region, particularly during lean flow seasons when melt water contribution is crucial to sustain the river flow which supports human activities and ecosystem services in these areas and downstream.
  • 8. 8 Dyugerve and Meier, 2003 Many Himalayan glaciers are retreating faster than the world average and thinning by 0.3~1 m/year . Hasnain et al., 2004 The Rate of retreat for the Gongotri Glacier is 23 m/year which was more than three times than the during the preceding 200 years. Kadaota et al., 1997 Most glaciers studied in Nepal are undergoing rapid de-glaciations with the reported rate of glacial retreat ranges from several meters to 20 m/year
  • 9. 9 McCarthy et al., 2001 In the recent decades the ratio of solid and liquid precipitation is decreasing due to global warming . hiratsuka, 2003 The increased liquid precipitation badly affects on the water storage capacity of mountains in two ways. Firstly, it will create a direct runoff and possible flooding and secondly it will accelerate the process of ice/snow melting. IPCC 2007 Thus changing climatic parameters have doubled the adverse effects on the water resources of the Nepalese Himalayas- firstly, warmer temperature accelerates the glacier retreat and secondly, the liquid precipitation further accelerates the retreating of glacier.
  • 11. 11  The study area is the Tamakoshi basin in Nepal.  It is situated at about 90 km North East of Kathmandu.  It is thelocated at headwater side of the Tamakoshi River.  This river has annual runoff of 60.95m3/s, which is about 3.7% of the runoff of the Koshi River.  There are 404 glacier lakes, area of each of them more than 1,600 sq.m, amounting to total lake area of about 7.92sq.km  Most GLOF events risk in the Tamakoshi river basin may be of magnitude more serious and devastating than that of meteorological floods. Owing to large differences in the relief, the basin is characterized by diversified climatic patterns.  As the snowline is at about an elevation of about 4500m amsl, the precipitation occurs mostly as snow fall above that elevation.
  • 12. 12  This basin alone receives the total precipitation of 2000mm in summer (from June to September). This is about 80% of annual precipitation and most of precipitation occurs in the form of snow.
  • 13. Data used in this study: 13  Data used in this study are three type : 1. topographic 2. hydro – metrological 3. satellite images
  • 14. METHODOLOGY 14 Models :  Prediction of melting of snow and ice in a glacierized basin is very important to estimate basin discharge.  In the Himalayan region, the main source of water is glacier melt water which is closely related to summer mass balance and snowmelt runoff form galcierized basins.  For simulating snowmelt runoff, there exist numerous methodologies. These vary from the simple system model i.e. index methods to more physical based detailed energy balance approaches.
  • 15. 2. Model Structure (SRM) 15  The model used in this study is positive degree-day index and used the SRM model (Martinec et al., 2008) for snowmelt estimation and runoff simulation.  In this model, the study basin is divided into number of elevation zones at rate of 500 m interval.  The zonal area A, hypocentric elevation and snow covered area ASCA are calculated for each zone.  Based on the elevation of base station/s (where temperature and precipitation are measured), hypocentric elevation of each zone and regional temperature lapse rate, the temperature and precipitation are distributed at each elevation zone.  The form of precipitation is determined by considering the Critical Temperature TCR for snowfall and the air temperature at each hypocentric elevation for each zone.
  • 16. 16  The snowmelt (MS in cm) is computed in each zone with the input of snow cover area, temperature and degree-day factor in each zone by temperature index method :-  Where; a = degree-day factor (cm °/C/day), T = daily average, (°C) Tb = base temperature (°C)
  • 17. Assessment of the Model Accuracy 17 SRM uses two well-established accuracy criteria, namely, the coefficient of determination, R2, and the volume difference, Dv. (Martinec and Rango 1998). The coefficient of determination is computed as follows: Where Qi is the measured daily discharge. Qi ' is the computed daily discharge. Q is the average measured discharge of the given year n = the number of daily discharge values.
  • 18. Result and discussion : 18 1. Simulation  The Study basin has the total area of 1759 sq.km with altitude variation from 1964 to 7307 and gradient of 9.5%.  The area of zones above the 4500 m elevation is 78% of total area with the average annual temperature less than 00C and above 5000 m is 58% and -2.50 0C respectively (see Table 5.1).  Similarly the average annual snow coverage are 40.1% in 2003 and 41.8 % in 2002 with peak coverage of 58.9 % & 64.3 % and least coverage of 22.6 % & 25.5 % respectively
  • 19. 19
  • 20. 20
  • 21. 2. Contribution of Snowmelt in Stream Flow 21
  • 22. 22
  • 23. 23 3. Impact of Climate Change :  After the simulation has been done in the year 2003, this year is taken as the base year to investigate the impact of climate change (rising temperature) in the snow melt runoff.  In climate change simulation in SRM, only the temperature is changed from the ΔT 1, 2 and 3 0C, because there is no definite trend of change in precipitation as described else where.  The impact of climate change (i.e. temperature) is increasing trend in stream flow with increased snow melt contribution approximately at rate of 3% in annual and 8% in winter flow per one degree centigrade temperature rise.
  • 24. 24  The main factor of such increase in snowmelt contribution is melting of snow and glacier in the basins.  As shown in the Table 5.1 and explained in the simulation section, there is 58% area of the total watershed above 5000m amsl elevation where annual average temperature is less than equal to -2.5°C and the snow coverage is more than 46% average in year.  As a result, though the temperature is raised up to 3oC, there will be enhanced melting in the melting period while balanced snow deposition in the accumulation period in the winter.  That’s why the result of impact of climate change is as anticipative.
  • 25. 25
  • 26. 26
  • 27. Conclusion 27  The result shows that The Positive Degree Day or Temperature Index method coupled in Snowmelt Runoff Model, SRM can be well applied in rugged and remote Himalayan basin like Upper Tamakoshi basin with limited data.  Required data are only the daily discharge, daily precipitation, daily temperature and daily snow coverage (obtained from remote sensing i.e. satellite image, aerial photos etc). The study area is glacierized basin with more than 40% annual snow coverage.  The contribution of snowmelt in stream flow is found as 17.5% in winter, 13% in summer and 13% in annual flow in the average from 2002 to 2003.
  • 28. 28  The study demonstrates that the impact of climate change (i.e. temperature) to stream flow is significant, which is in increasing trend resulting from snow melt contribution.  Due to the snow melt contribution, stream flow increases approximately at rate of 8% in winter, 3% in summer and 3% in annual flow per one degree centigrade temperature rise.
  • 29. Output of this study 29  The outputs of this study are important guidance for water resources managers to make and implement appropriate strategy for water resources management and hydropower development.  It is also useful tool for adoptive planning i.e. more and efficient use of winter flow and mitigative and preventive measure for high flood and GLOF.