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Case study on use of hydrological model to study the impact of climate change on snowmelt and water availability

Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

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Page 1: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Case study on use of hydrological model to study the impact of climate change on snowmelt and water availability

Page 2: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Content

• Hydrological modelling system

• Model classifications

• Why hydrological models?

• Choosing the right models

• Impacts of climate change on snowmelt and water availability

Page 3: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Hydrological modelling system

• Simple representation of a part of hydrological cycle

• Definition: • “Mathematical representation of the flow of water and its

constituents on some parts of the land surface or subsurface environment” (Maidment, 1993)

• “Hydrologic models are simplified, conceptual representations of a part of the hydrological cycle” (Wikipedia)

• Models are imperfect representations, but are valuable tools with which to study a variety of conditions and predict answers that would be impractical to obtain by measuring or observing the actual system (source:Comet)

Page 4: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Representation of real world system

Input P, T, WS, RH, SH

Representative Processes using models Parameters

Q

T

Reality

Modelling system

SPACE

optimization

Page 5: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Remember Uncertainty!!

• Spatial representation of real world is limited!

• Input data are sparse !!

• Validation data is not perfect

• Model is „just‟ a representation

Page 6: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Model classification

Page 7: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

How to choose the best model for you?

Cat

chm

ent

dis

trib

uti

on

Sub

-bas

in

Dis

trib

ute

d

Black box Physical based Conceptual

Lum

ped

Physical Processes

Model too complex

Model too simple

optimal

Page 8: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Significance of Hydrological Modelling: Understanding system dynamics and planning

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 Integrated Water Resources

Management (IWRM)

Decision making

Precip

Temp

RH, WS, SH..

Measured

Hydrological models

Precip Temp

RH, WS, SH..

Modelled (WRF)

Flood forecasting

Page 9: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Methodology for using hydrological models

Review your problem objectives

Look for the Right model

Look at your data availability and

Computation facilities

Calibrate the parameters

Evaluate the model performance

Re-calibrate if necessary

Customize the model if necessary

Validation is important

Page 10: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Few hydrological models

• J2000 hydrological model

• SWAT hydrological model

• GR4J hydrological model

• SPHY model

Page 11: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Jena Adaptable Modelling System (JAMS) • Software framework for environmental model development and

application

• Create integrated models from single components

• Features: • Hydrological and nutrient transport models (J2000, J2000S)

• GUIs for model creation and deployment

• Various computing environments (Desktop, Grid-based, Server-based, …)

• JAVA-based, LGPL-licensed

• WWW: http://jams.uni-jena.de

Page 12: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

JAMS-J2000

• Process-oriented distributed hydrological model

• Implemented in the Jena Adaptable Modelling System (JAMS) framework

• a software framework for component-based development and application of environmental models.

• J2000g (simple water balance model),

• Nutrient model (J2000-S)

• JAMS Data Explorer (JADE) • Sensitivity and uncertainty analysis

• Web based calibration tools called 'OPTAS‟

Page 13: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Process oriented distributed hydrological model

• Glacier melt approach • Enhanced degree day

factor

• Distributed output for each HRU

Krause, 2001

Page 14: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Impacts of climate change on snowmelt and water availability Demonstration

Page 15: Case study on use of hydrological model to study …cccr.tropmet.res.in/home/workshop/oct2018/hands-on/DAY2/...Case study on use of hydrological model to study the impact of climate

Thank you

Photo Credit: Santosh Nepal