SlideShare a Scribd company logo
1 of 10
Download to read offline
2017-05-23
1
International Centre for Integrated Mountain Development
Kathmandu, Nepal
Water balance assessment of
the Gandaki river basin by
applying the J2000
hydrological model
Santosh Nepal, Saurav Pradhananga and
Ajay Bajracharya
3rd International Conference on “Mountain Hydrology and Meteorology for the Sustainable
Development”, Kathmandu, Nepal, 10-11 April 2017
Significance of hydrological
modelling
Environmental
changes (land use)
Climate change
(precip, temp)
Water availability and
demand
Scenarios analysis
hydrological system
dynamics
Role of snow, glacier
ground water etc.
Spatial runoff
components
Understanding
Sustainable water
resources
management
Decision making
Precip
Temp
RH, WS, SH..
Measured
Hydrological models
Precip
Temp
RH, WS, SH..
Modelled (eg.WRF)
Flood forecasting
2017-05-23
2
Motivation
• Importance of the Gandaki river basin
– Hydropower development (about 350 MW)
– Future potential for hydropower (~10% so far)
– Irrigation potential (1.1M ha in India & 0.4 M ha in Nepal)
• Understanding present hydrology of the Gandaki
river basin
– Water balance assessment
– Snow and glacier melt contribution
– Spatial distribution of different variables (precipitation, ET etc)
• We used process based J2000 hydrological model and
compared the model discharge in different percentiles
Gandaki River basin
2017-05-23
3
Gandaki River basin
Main Features
• High gradient and steep
topography (450-8,000 m)
• Sub-tropical to alpine climate
• Total area: 32,000 km2
Station network
• 21 meteorological and 4
climate stations
• Discharge station (Devghat)
Land cover
• Agriculture: 40
• Forest areas : 22%
• Bareland : 15
• Glacier : 7%
• Rest: 15%
J2000 hydrological model:
Process based distributed model
• Glacier melt approach
– Enhanced degree day factor
• Distributed output for each HRU
• Open source (test data Dudh K)
• Implemented in JAMS
framework
• Successfully implemented in
Nepal Himalayan (Koshi,
Gandaki, Marsyandi, Karnali)
• Micro-meso to macro scales in
the range of 18 km2 to 88,000
km2
Krause, 2001
Nepal et al. 2014 www.jams.uni-jena.de
2017-05-23
4
Topography
Land-use, land- cover
Soil-types
GIS
Overlay
HRU 1
HRU 4
HRU 2 HRU 3
HRU 5
HRU 6
Reach 1 Reach 3
6059 HRUs
Reach 2
Distribution of modelling entities
Hydrological Response Unit (HRUs)
Modelling strategy
• Calibration (1999-2004) and validation period (2005-2009)
– 1998 as warming period
• Optimization of parameter
– Trail and error method based on parameter settings from previous
studies
• Nepal et al. 2014: Dudh Koshi (HydroProc)
• Nepal et al. 2016: Parameter transferability in Dudh Koshi and Tamor
• Larger Koshi (unpublished)
• Comparing results with objective functions
– Different percentile values (Q90, Q90-75, Q75-50, Q50)
• Distributed water balance assessment
2017-05-23
5
Percentile
distribution
of
hydrograph
Floods
High flows
Mid range flows
Low flows
Floods
High flows
Mid range flows
Low flows
2001
Modelling results:
Calibration period (1999-2004)
Discharge(m3/sec)
15% increase in precipitation during the monsoon period (JASO)
2017-05-23
6
Modelling results:
Validation period (2005-2009)
Efficiency criteria 1999-2004 2004-2009
Nash-Sutcliffe 0.94 0.95
R2 0.96 0.95
RMSE 434 360
Nepal et al. 2013, Hydro. Proce.
Discharge(m3/sec)
Comparison
of
hydrographs
for different
percentile
values
Floods (>Q90) High flow (Q75-Q90)
Mid range flow (Q60-75) Low flows (<Q50)
ObsQ (m3/sec)
SimQ(m3/sec)
ObsQ (m3/sec)
SimQ(m3/sec)
ObsQ (m3/sec)
SimQ(m3/sec)
ObsQ (m3/sec)
SimQ(m3/sec)
R2: 0.55
R2: 0.83
R2: 0.5
R2: 0.63
2017-05-23
7
Precipitation (2126 mm)
21 33 44
81 192 330
542 501 297
75 6 6
Potential Evapotranspiration (867 mm)
41 51 92
108 109 88
80 77 70
64 48 39
2017-05-23
8
Actual Evapotranspiration (611 mm)
20 24 40
54 82 78
77 75 66
50 27 18
Runoff (1515mm)
52%
14% 34%
2017-05-23
9
Hydrological system analysis
(1986-1997)
Glacier melt contribution: 13%
• Snowmelt: 5%
• Glacier ice: 8%
Snowmelt (outside glacier): 9%
Runoff components
Overland flow (RD1) : 52%
Interflow (RD2+RG1) : 14%
Baseflow (RG2) : 34%
Overland flow dominates the
hydrograph
Water balance of the
Gandaki river basin
Icemelt
122 mm
Evapotranspiration
692 mm (33%)
Surface runoff
789 mm (52%)
Interflow
209 mm (14%)
Groundwater
518 mm (34%)
Precipitation
2126 mm
2017-05-23
10
Conclusions
• High spatial variability in precipitation distribution
• The J2000 hydrological model is able to represent
hydrological dynamics for different percentiles values
– Higher confidence in low flows than high flows
• The overland flow dominates the hydrograph and singificant
contribution from baseflow
• Glacier contributes 13% of the total discharge, although pre-
monsoon contribution is significant (7-28%)
• Future plan
– Climate chagne scenarios using RCP 4.5 and 8.5 and impact on
hydrological regime and extreme
Thank You!

More Related Content

What's hot

Sustainable Water Management
Sustainable Water ManagementSustainable Water Management
Sustainable Water ManagementChiara Gozzi
 
Inventory of Resources and Conditions, Sprinkler Selection and Spacing
Inventory of Resources and Conditions, Sprinkler Selection and SpacingInventory of Resources and Conditions, Sprinkler Selection and Spacing
Inventory of Resources and Conditions, Sprinkler Selection and SpacingSuyog Khose
 
water supply Project theory
water supply Project theorywater supply Project theory
water supply Project theoryMadhav Parajuli
 
Automating HEC-RAS with Excel
Automating HEC-RAS with ExcelAutomating HEC-RAS with Excel
Automating HEC-RAS with ExcelThomas Williams
 
Climate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsClimate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsAbhiram Kanigolla
 
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...IAEME Publication
 
Assessment of Water Supply–Demand for a Watershed using WEAP Model
Assessment of Water Supply–Demand  for a Watershed using WEAP Model Assessment of Water Supply–Demand  for a Watershed using WEAP Model
Assessment of Water Supply–Demand for a Watershed using WEAP Model dipesh thakur
 
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...RINKU MEENA
 
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...SagarChougule11
 
Climate change impact assessment on watershed management
Climate change impact assessment on watershed managementClimate change impact assessment on watershed management
Climate change impact assessment on watershed managementAakash Bagchi
 
Application of water evaluation and planning (WEAP)
Application of water evaluation and planning (WEAP)Application of water evaluation and planning (WEAP)
Application of water evaluation and planning (WEAP)oloofrank
 
Mass and Flow duration curves
Mass and Flow duration curvesMass and Flow duration curves
Mass and Flow duration curvesVignesh Sekar
 
Irrigation planning with the help of cropwat 8.0
Irrigation planning with the help of cropwat 8.0Irrigation planning with the help of cropwat 8.0
Irrigation planning with the help of cropwat 8.0siddharth upadhyay
 
Module 1 introduction
Module 1 introductionModule 1 introduction
Module 1 introductionAnkit Patel
 
Sprinkler Irrigation Technology and Applications, 2011
 Sprinkler Irrigation Technology and Applications, 2011  Sprinkler Irrigation Technology and Applications, 2011
Sprinkler Irrigation Technology and Applications, 2011 Ayman Morshedy
 

What's hot (20)

Sustainable Water Management
Sustainable Water ManagementSustainable Water Management
Sustainable Water Management
 
Inventory of Resources and Conditions, Sprinkler Selection and Spacing
Inventory of Resources and Conditions, Sprinkler Selection and SpacingInventory of Resources and Conditions, Sprinkler Selection and Spacing
Inventory of Resources and Conditions, Sprinkler Selection and Spacing
 
water supply Project theory
water supply Project theorywater supply Project theory
water supply Project theory
 
Automating HEC-RAS with Excel
Automating HEC-RAS with ExcelAutomating HEC-RAS with Excel
Automating HEC-RAS with Excel
 
Hec ras
Hec rasHec ras
Hec ras
 
Climate change and water resources
Climate change and water resourcesClimate change and water resources
Climate change and water resources
 
Climate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsClimate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basins
 
WATER
WATERWATER
WATER
 
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...
HYDRAULIC JUMP CHARACTERISTICS FOR DIFFERENT OPEN CHANNEL AND STILLING BASIN ...
 
Spring mapping manual
Spring mapping manualSpring mapping manual
Spring mapping manual
 
Assessment of Water Supply–Demand for a Watershed using WEAP Model
Assessment of Water Supply–Demand  for a Watershed using WEAP Model Assessment of Water Supply–Demand  for a Watershed using WEAP Model
Assessment of Water Supply–Demand for a Watershed using WEAP Model
 
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...
Morphometric Analysis and prioritization of watersheds of Mahanadi River Basi...
 
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...
EVALUATION OF GROUNDWATER QUALITY OF VAIPPAR BASIN, TAMIL NADU, INDIA: A GEOI...
 
Climate change impact assessment on watershed management
Climate change impact assessment on watershed managementClimate change impact assessment on watershed management
Climate change impact assessment on watershed management
 
Application of water evaluation and planning (WEAP)
Application of water evaluation and planning (WEAP)Application of water evaluation and planning (WEAP)
Application of water evaluation and planning (WEAP)
 
Mass and Flow duration curves
Mass and Flow duration curvesMass and Flow duration curves
Mass and Flow duration curves
 
Irrigation planning with the help of cropwat 8.0
Irrigation planning with the help of cropwat 8.0Irrigation planning with the help of cropwat 8.0
Irrigation planning with the help of cropwat 8.0
 
Module 1 introduction
Module 1 introductionModule 1 introduction
Module 1 introduction
 
Updating the curve number method for rainfall runoff estimation
Updating the curve number method for rainfall runoff estimationUpdating the curve number method for rainfall runoff estimation
Updating the curve number method for rainfall runoff estimation
 
Sprinkler Irrigation Technology and Applications, 2011
 Sprinkler Irrigation Technology and Applications, 2011  Sprinkler Irrigation Technology and Applications, 2011
Sprinkler Irrigation Technology and Applications, 2011
 

Similar to Water balance assessment of the Gandaki River Basin

Arun b shrestha
Arun b shresthaArun b shrestha
Arun b shresthaClimDev15
 
Pallav kumar shrestha
Pallav kumar shrestha Pallav kumar shrestha
Pallav kumar shrestha ClimDev15
 
Day 1 - arun bhakta shrestha, arrcc-carissa workshop
Day 1 - arun bhakta shrestha, arrcc-carissa workshopDay 1 - arun bhakta shrestha, arrcc-carissa workshop
Day 1 - arun bhakta shrestha, arrcc-carissa workshopICIMOD
 
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVER
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVERHYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVER
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVERIRJET Journal
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...ICIMOD
 
Ground Water Modeling & Management_part1
Ground Water Modeling & Management_part1Ground Water Modeling & Management_part1
Ground Water Modeling & Management_part1PARITOSH SINGH CHAUHAN
 
REMOTE SENSING DATA FOR HYDROLOGICAL MODELING
REMOTE SENSING DATA FOR HYDROLOGICAL MODELINGREMOTE SENSING DATA FOR HYDROLOGICAL MODELING
REMOTE SENSING DATA FOR HYDROLOGICAL MODELINGShyam Mohan Chaudhary
 
Tools for water resources planning decision support system planning dss (p) nih
Tools for water resources planning decision support system planning dss (p) nihTools for water resources planning decision support system planning dss (p) nih
Tools for water resources planning decision support system planning dss (p) nihhydrologyproject2
 
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLINGAPPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLINGAbhiram Kanigolla
 
Discharge-Forecasting-of-Mahanadi-River-Basin.pptx
Discharge-Forecasting-of-Mahanadi-River-Basin.pptxDischarge-Forecasting-of-Mahanadi-River-Basin.pptx
Discharge-Forecasting-of-Mahanadi-River-Basin.pptxSubhadeepSahu4
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
Improvements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapImprovements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapSoil and Water Conservation Society
 
Development of a Global Hydrological Model for Integrated Assessment Modeling
Development of a Global Hydrological Model for Integrated Assessment ModelingDevelopment of a Global Hydrological Model for Integrated Assessment Modeling
Development of a Global Hydrological Model for Integrated Assessment ModelingTingju Zhu
 
Mandira singh shrestha
Mandira singh shrestha Mandira singh shrestha
Mandira singh shrestha ClimDev15
 
Dynamic modeling of glaciated watershed processes
Dynamic modeling of glaciated watershed processesDynamic modeling of glaciated watershed processes
Dynamic modeling of glaciated watershed processesInfoAndina CONDESAN
 

Similar to Water balance assessment of the Gandaki River Basin (20)

Arun b shrestha
Arun b shresthaArun b shrestha
Arun b shrestha
 
Weap final
Weap finalWeap final
Weap final
 
Pallav kumar shrestha
Pallav kumar shrestha Pallav kumar shrestha
Pallav kumar shrestha
 
Day 1 - arun bhakta shrestha, arrcc-carissa workshop
Day 1 - arun bhakta shrestha, arrcc-carissa workshopDay 1 - arun bhakta shrestha, arrcc-carissa workshop
Day 1 - arun bhakta shrestha, arrcc-carissa workshop
 
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVER
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVERHYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVER
HYDROLOGICAL AND WATER QUALITY MODELLING USING SWAT FOR DONI RIVER
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...
Day 2 divas basnet, nepal development research institute (ndri), nepal, arrcc...
 
Ground Water Modeling & Management_part1
Ground Water Modeling & Management_part1Ground Water Modeling & Management_part1
Ground Water Modeling & Management_part1
 
REMOTE SENSING DATA FOR HYDROLOGICAL MODELING
REMOTE SENSING DATA FOR HYDROLOGICAL MODELINGREMOTE SENSING DATA FOR HYDROLOGICAL MODELING
REMOTE SENSING DATA FOR HYDROLOGICAL MODELING
 
Tools for water resources planning decision support system planning dss (p) nih
Tools for water resources planning decision support system planning dss (p) nihTools for water resources planning decision support system planning dss (p) nih
Tools for water resources planning decision support system planning dss (p) nih
 
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLINGAPPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
 
Discharge-Forecasting-of-Mahanadi-River-Basin.pptx
Discharge-Forecasting-of-Mahanadi-River-Basin.pptxDischarge-Forecasting-of-Mahanadi-River-Basin.pptx
Discharge-Forecasting-of-Mahanadi-River-Basin.pptx
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Water and Productivity Impacts for the NBDC
Water and Productivity Impacts for the NBDCWater and Productivity Impacts for the NBDC
Water and Productivity Impacts for the NBDC
 
Swat model
Swat model Swat model
Swat model
 
Improvements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapImprovements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceap
 
Development of a Global Hydrological Model for Integrated Assessment Modeling
Development of a Global Hydrological Model for Integrated Assessment ModelingDevelopment of a Global Hydrological Model for Integrated Assessment Modeling
Development of a Global Hydrological Model for Integrated Assessment Modeling
 
Mandira singh shrestha
Mandira singh shrestha Mandira singh shrestha
Mandira singh shrestha
 
Dynamic modeling of glaciated watershed processes
Dynamic modeling of glaciated watershed processesDynamic modeling of glaciated watershed processes
Dynamic modeling of glaciated watershed processes
 
My-Presentation.pptx
My-Presentation.pptxMy-Presentation.pptx
My-Presentation.pptx
 

More from HI-AWARE

Gendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextGendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextHI-AWARE
 
Gendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextGendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextHI-AWARE
 
Water Access in the Kathmandu Valley
Water Access in the Kathmandu ValleyWater Access in the Kathmandu Valley
Water Access in the Kathmandu ValleyHI-AWARE
 
Eco-San Toilets
Eco-San ToiletsEco-San Toilets
Eco-San ToiletsHI-AWARE
 
Climate and Flood Resilient Housing - Teesta
Climate and Flood Resilient Housing - TeestaClimate and Flood Resilient Housing - Teesta
Climate and Flood Resilient Housing - TeestaHI-AWARE
 
Urban Water Issues in Himalayan Towns
Urban Water Issues in Himalayan TownsUrban Water Issues in Himalayan Towns
Urban Water Issues in Himalayan TownsHI-AWARE
 
Water in Himalayan Towns
Water in Himalayan TownsWater in Himalayan Towns
Water in Himalayan TownsHI-AWARE
 
Understanding the irrigation governance and mechanisms of water resource mana...
Understanding the irrigation governance and mechanisms of water resource mana...Understanding the irrigation governance and mechanisms of water resource mana...
Understanding the irrigation governance and mechanisms of water resource mana...HI-AWARE
 
Gender and Water Governance
Gender and Water GovernanceGender and Water Governance
Gender and Water GovernanceHI-AWARE
 
Achieving gender water equity in the face of changing climate context
Achieving gender water equity in the face of changing climate contextAchieving gender water equity in the face of changing climate context
Achieving gender water equity in the face of changing climate contextHI-AWARE
 
Masculinity in Irrigation
Masculinity in IrrigationMasculinity in Irrigation
Masculinity in IrrigationHI-AWARE
 
Temporary flood resilient phaydemand shauchalay (ecosan) khagaria, 2016
Temporary flood resilient phaydemand shauchalay (ecosan)   khagaria, 2016Temporary flood resilient phaydemand shauchalay (ecosan)   khagaria, 2016
Temporary flood resilient phaydemand shauchalay (ecosan) khagaria, 2016HI-AWARE
 
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...HI-AWARE
 
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...HI-AWARE
 

More from HI-AWARE (14)

Gendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextGendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate context
 
Gendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate contextGendered need for irrigation development in changing climate context
Gendered need for irrigation development in changing climate context
 
Water Access in the Kathmandu Valley
Water Access in the Kathmandu ValleyWater Access in the Kathmandu Valley
Water Access in the Kathmandu Valley
 
Eco-San Toilets
Eco-San ToiletsEco-San Toilets
Eco-San Toilets
 
Climate and Flood Resilient Housing - Teesta
Climate and Flood Resilient Housing - TeestaClimate and Flood Resilient Housing - Teesta
Climate and Flood Resilient Housing - Teesta
 
Urban Water Issues in Himalayan Towns
Urban Water Issues in Himalayan TownsUrban Water Issues in Himalayan Towns
Urban Water Issues in Himalayan Towns
 
Water in Himalayan Towns
Water in Himalayan TownsWater in Himalayan Towns
Water in Himalayan Towns
 
Understanding the irrigation governance and mechanisms of water resource mana...
Understanding the irrigation governance and mechanisms of water resource mana...Understanding the irrigation governance and mechanisms of water resource mana...
Understanding the irrigation governance and mechanisms of water resource mana...
 
Gender and Water Governance
Gender and Water GovernanceGender and Water Governance
Gender and Water Governance
 
Achieving gender water equity in the face of changing climate context
Achieving gender water equity in the face of changing climate contextAchieving gender water equity in the face of changing climate context
Achieving gender water equity in the face of changing climate context
 
Masculinity in Irrigation
Masculinity in IrrigationMasculinity in Irrigation
Masculinity in Irrigation
 
Temporary flood resilient phaydemand shauchalay (ecosan) khagaria, 2016
Temporary flood resilient phaydemand shauchalay (ecosan)   khagaria, 2016Temporary flood resilient phaydemand shauchalay (ecosan)   khagaria, 2016
Temporary flood resilient phaydemand shauchalay (ecosan) khagaria, 2016
 
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...
Rescue, relief and recovery post Gorkha earthquake in Nepal – the role of mig...
 
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...
Flood and Gender-Gendered Vulnerability in Floods Plains of West Champaran, B...
 

Recently uploaded

(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service
(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service
(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...Cluster TWEED
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130Suhani Kapoor
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesDr. Salem Baidas
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Servicesdollysharma2066
 
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130Suhani Kapoor
 
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurVIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurSuhani Kapoor
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...Suhani Kapoor
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayGeorgeDiamandis11
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Standkumarajju5765
 
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 

Recently uploaded (20)

Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service
(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service
(ZARA) Call Girls Talegaon Dabhade ( 7001035870 ) HI-Fi Pune Escorts Service
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
 
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130
VIP Call Girls Service Bandlaguda Hyderabad Call +91-8250192130
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and Challenges
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
 
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
Green Marketing
Green MarketingGreen Marketing
Green Marketing
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
 
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurVIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
 
E Waste Management
E Waste ManagementE Waste Management
E Waste Management
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting Day
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
 
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
 

Water balance assessment of the Gandaki River Basin

  • 1. 2017-05-23 1 International Centre for Integrated Mountain Development Kathmandu, Nepal Water balance assessment of the Gandaki river basin by applying the J2000 hydrological model Santosh Nepal, Saurav Pradhananga and Ajay Bajracharya 3rd International Conference on “Mountain Hydrology and Meteorology for the Sustainable Development”, Kathmandu, Nepal, 10-11 April 2017 Significance of hydrological modelling Environmental changes (land use) Climate change (precip, temp) Water availability and demand Scenarios analysis hydrological system dynamics Role of snow, glacier ground water etc. Spatial runoff components Understanding Sustainable water resources management Decision making Precip Temp RH, WS, SH.. Measured Hydrological models Precip Temp RH, WS, SH.. Modelled (eg.WRF) Flood forecasting
  • 2. 2017-05-23 2 Motivation • Importance of the Gandaki river basin – Hydropower development (about 350 MW) – Future potential for hydropower (~10% so far) – Irrigation potential (1.1M ha in India & 0.4 M ha in Nepal) • Understanding present hydrology of the Gandaki river basin – Water balance assessment – Snow and glacier melt contribution – Spatial distribution of different variables (precipitation, ET etc) • We used process based J2000 hydrological model and compared the model discharge in different percentiles Gandaki River basin
  • 3. 2017-05-23 3 Gandaki River basin Main Features • High gradient and steep topography (450-8,000 m) • Sub-tropical to alpine climate • Total area: 32,000 km2 Station network • 21 meteorological and 4 climate stations • Discharge station (Devghat) Land cover • Agriculture: 40 • Forest areas : 22% • Bareland : 15 • Glacier : 7% • Rest: 15% J2000 hydrological model: Process based distributed model • Glacier melt approach – Enhanced degree day factor • Distributed output for each HRU • Open source (test data Dudh K) • Implemented in JAMS framework • Successfully implemented in Nepal Himalayan (Koshi, Gandaki, Marsyandi, Karnali) • Micro-meso to macro scales in the range of 18 km2 to 88,000 km2 Krause, 2001 Nepal et al. 2014 www.jams.uni-jena.de
  • 4. 2017-05-23 4 Topography Land-use, land- cover Soil-types GIS Overlay HRU 1 HRU 4 HRU 2 HRU 3 HRU 5 HRU 6 Reach 1 Reach 3 6059 HRUs Reach 2 Distribution of modelling entities Hydrological Response Unit (HRUs) Modelling strategy • Calibration (1999-2004) and validation period (2005-2009) – 1998 as warming period • Optimization of parameter – Trail and error method based on parameter settings from previous studies • Nepal et al. 2014: Dudh Koshi (HydroProc) • Nepal et al. 2016: Parameter transferability in Dudh Koshi and Tamor • Larger Koshi (unpublished) • Comparing results with objective functions – Different percentile values (Q90, Q90-75, Q75-50, Q50) • Distributed water balance assessment
  • 5. 2017-05-23 5 Percentile distribution of hydrograph Floods High flows Mid range flows Low flows Floods High flows Mid range flows Low flows 2001 Modelling results: Calibration period (1999-2004) Discharge(m3/sec) 15% increase in precipitation during the monsoon period (JASO)
  • 6. 2017-05-23 6 Modelling results: Validation period (2005-2009) Efficiency criteria 1999-2004 2004-2009 Nash-Sutcliffe 0.94 0.95 R2 0.96 0.95 RMSE 434 360 Nepal et al. 2013, Hydro. Proce. Discharge(m3/sec) Comparison of hydrographs for different percentile values Floods (>Q90) High flow (Q75-Q90) Mid range flow (Q60-75) Low flows (<Q50) ObsQ (m3/sec) SimQ(m3/sec) ObsQ (m3/sec) SimQ(m3/sec) ObsQ (m3/sec) SimQ(m3/sec) ObsQ (m3/sec) SimQ(m3/sec) R2: 0.55 R2: 0.83 R2: 0.5 R2: 0.63
  • 7. 2017-05-23 7 Precipitation (2126 mm) 21 33 44 81 192 330 542 501 297 75 6 6 Potential Evapotranspiration (867 mm) 41 51 92 108 109 88 80 77 70 64 48 39
  • 8. 2017-05-23 8 Actual Evapotranspiration (611 mm) 20 24 40 54 82 78 77 75 66 50 27 18 Runoff (1515mm) 52% 14% 34%
  • 9. 2017-05-23 9 Hydrological system analysis (1986-1997) Glacier melt contribution: 13% • Snowmelt: 5% • Glacier ice: 8% Snowmelt (outside glacier): 9% Runoff components Overland flow (RD1) : 52% Interflow (RD2+RG1) : 14% Baseflow (RG2) : 34% Overland flow dominates the hydrograph Water balance of the Gandaki river basin Icemelt 122 mm Evapotranspiration 692 mm (33%) Surface runoff 789 mm (52%) Interflow 209 mm (14%) Groundwater 518 mm (34%) Precipitation 2126 mm
  • 10. 2017-05-23 10 Conclusions • High spatial variability in precipitation distribution • The J2000 hydrological model is able to represent hydrological dynamics for different percentiles values – Higher confidence in low flows than high flows • The overland flow dominates the hydrograph and singificant contribution from baseflow • Glacier contributes 13% of the total discharge, although pre- monsoon contribution is significant (7-28%) • Future plan – Climate chagne scenarios using RCP 4.5 and 8.5 and impact on hydrological regime and extreme Thank You!