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Modeling, Simulation and Data Assimilation for Indus River Basin Management SimIndus Group of Pakistani Researchers Presentation by: Dr Abubakr Muhammad (LUMS) Planning Commission , Islamabad April 8, 2011

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Page 1: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Modeling, Simulation and Data Assimilation for Indus River Basin

Management

SimIndus Group of Pakistani Researchers

Presentation by: Dr Abubakr Muhammad (LUMS)

Planning Commission , Islamabad April 8, 2011

Page 2: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

The SimIndus Network

Members Mr. Sarwar Nazir (NCP) [Coordinator] Dr. Abubakr Muhammad (LUMS) Dr. Amer Iqbal Bhatti (MAJU) Dr. Shoab Raza (PIEAS) Dr. Yousaf Shad (QAU) Dr. Adiqa Kiani (FUUAST) Mr. Zia-ud-Din (NDC) Mr. Muhammad Akhtar (NDC) Mr. Saifullah (NDC) Ms. Mariya Absar (LUMS/IIASA) Mr. Muhammad Asif (IIU) Mr. Muslim Shah (NDC) Mr. Muhammad Zeeshan (QAU)

Page 3: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

NCP Water Connections

Page 4: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

PIEAS Water Connections

Page 5: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

MAJU Connections

Page 6: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

QAU Water Connections

Page 7: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

LUMS Water Group

Page 8: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

LUMS Water Group

Page 9: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Lab for Cyber Physical Networks & Systems at LUMS-SSE

Page 10: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Motivation / Concerns

10

Annual canal diversions and sea escapage Flow reduction due to climate change

Vulnerability sources

Source. UNEP South Asia report, 2008

Page 11: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Motivation / Strengths

Economically feasible hydro power potential.

Crop yields despite drought.

Page 12: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

SimIndus Agenda

• Questions – What is the use of models/scientific data for users and

citizens? [People] – Do we need models to design new control Institutions ?

[Governance] – What are the critical paths in maintenance, optimization

and operation that can be solved by modeling? [SimIndus]

• Explorations

– What needs to be done? – Who does what? – What is being ignored by everyone?

Page 13: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

SimIndus Interests (Summary)

• Focus on Modeling, simulation and data assimilation for

• Physical models

• Econometric models

• Operational models

• Regulatory methods

• End Product: Decision support systems at multiple level

• End User: Basin managers • Scenario options

• Informed decisions backed by solid science and data

Page 14: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need for Data Driven Models

Current governance directions • Participatory irrigation management

• Decision making at many levels. (IRSA, PIDA, WUA, FO…)

• Need decision support systems

• Water entitlements • Being defined/debated at trans-boundary,

national, provincial, regional, farm levels. • Need scientific evidence to support legal

claims, treaty/accord negotiation.

• Accountability • Forecast and analysis for future and past

scenarios. • Conflict resolution requires scientific backup. • Correctly interpret conflicting claims (e.g. on

glacial melt)

Participation

Accountability

Entitlements

Page 15: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

A complex system of systems

15 January 17, 2012

Page 16: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Models, Data Assimilation and Usage

Data Assimilation

Physical Models

Sensors / Imaging

Operational Models

Regulation

Models

Set-points

Forecasts

Glacial melt Salt mobility Aquifer dynamics Delta ecosystems Siltation River morphology Evapotranspiration

IBMR, Flood Commission WAPDA sector planning Irrigation depts Feasibility studies

Remote Sensing Discharges/diversion Water quality / Sediment Salinity

Econometric

Models

Agronomics Livestock /fishery Cropping Irrigation

Canal command Costing / Pricing Entitlements Cropping Patterns Groundwater balance

Page 17: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Model Repository (WB Picture)

• Types

– Planning

– Operations

• Multi-scale

– Daily

– Monthly

– Seasonal

– Long-term

Source. World Bank, 2005

Page 18: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need for Accurate Modeling of Very Complex Systems

• Drainage Master Plan estimated that +34M tonnes of salt accumulated in root zone

• But measurements showed that salinity had stabilized, and was declining • Better model predicts −3M tonnes/yr!

18

Bhutta, World Bank, 2005

January 17, 2012

Water

Silt Salt

Courtesy. Asad Abidi, 2009

Page 19: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need for Instrumentation / data

• You can not control what you can not measure.

• Need to combine accurate models with good data (assimilation).

19 January 17, 2012 Source. Bastiaanssen, 2003

Source. World Bank, 2005

Page 20: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need to Settle Contradictory Claims

• Contradictory claims – WB, ADB, DFID, …

• No definite answers yet

• Challenges – Sparse data

– Extreme

topography

• Perfect case for

model based

data assimilation

Courtesy. Mariya Absar, COMSTECH, 2010

Page 21: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need to Settle Contradictory Claims

• Contradictory claims – WB, ADB, DFID, …

• No definite answers yet

• Challenges – Sparse data

– Extreme

topography

• Perfect case for

model based

data assimilation

Courtesy. Mariya Absar, COMSTECH, 2010

Page 22: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Need for Preservation: e.g. Indus Delta

22

• Diverse bio-environment

• 200 species of fish

• 25,000 tonnes of shrimp/yr; 50% exported

• Reduced outflows have led to shrinking mangrove forests, declining fish stocks

• Fishing communities disappearing

• Need for flows into delta has been long recognized; written into Indus Waters Accord

• Need models to forecast and regulate

January 17, 2012

Page 23: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Existing Operational Models

• Indus Basin WB Study(1968)

• Indus Basin Model (IBM, 1982)

• Indus Basin Model Revised

(IBMR, 1986)

• Indus Basin Model Revised-III

(IBMR-III, 1992)

• Water resource database

(2000-)

Page 24: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

IBMR models

• Current Limitations

– Most physical models missing

• Flood impact

• Ground water dynamics

• Drainage

• Climate change

– Many econometric models missing

• 15 crops only

• Wheat centric

Page 25: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Existing Usage of Physical Models

• Practically non-existent

• Isolated reports and scientific papers

• Isolated research activities at centers of excellence / universities

• Little/no Instrumentation to test models

• Existing capacity in basic science/hydrogeology – small

• No data assimilation

Water

Silt Salt

Page 26: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Existing Usage of Regulation Models

• Non-existent

• Critical for – System engineering. e.g. canal command automation

– Conflict management

– Improvement in distribution efficiencies

– Real-time Farmer advice

– Demand driven water delivery

– Fair pricing

• Existing capacity for handling data or models in regulation – practically zero

Page 27: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Existing Usage of Operational Models

• Practically non-existent

• Isolated reports and scientific papers

• Isolated research activities at centers of excellence / universities

• Little/no Instrumentation for basin management

• No data assimilation

Page 28: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Efforts within SimIndus

• Operational models

– Basin operation & management (QAU)

• Regulation models

– Canal command automation (LUMS)

• Physical models

– Aquifier dynamics (IAD – PINSTECH)

– Work on glacier melt (PMD, IAD-PINSTECH)

• Econometric models

– Poverty, productivity and food security (FUUAST)

Page 30: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

LUMS Smart Water Grid

• Model based systems engineering

• Increase of distribution efficiency

• Demand based delivery

• Improvement and enforcement of water rights

Page 31: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

LUMS Smart Water Grid • Control of nontechnical

losses – Detection of Leak or unauthorized

takeoff

– Detection of unauthorized dumps

• System health monitoring

• Flood/breach security

Page 32: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Case 2: Stochastic Optimization of Indus Basin (QAU)

• Two stage stochastic programming model.

• Stochastic models of river flows and rainfall.

• Can lead to improvements in IBMR.

Page 33: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Case 2: Stochastic Optimization of Indus Basin (QAU)

• Two stage stochastic programming model.

• Stochastic models of river flows and rainfall.

• Can lead to improvements in IBMR.

• Scenario based planning

Page 34: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Case 2: Stochastic Optimization of Indus Basin (QAU)

Page 35: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Case 3: Water Resource Modeling

(GCISC-Water Group)

• Glaciers in Pakistan cover about 13,680 sq.km.

• Melt water contribute 60% of flows from UIB.

• Glacier melt in Himalayas projected to increase within next 2-3 decades, followed by substantial decrease.

• GCISC findings – Projected temperature rise in North Pak is higher than

that in South.

– Projected precipitation change picture is not clear.

– Pakistan water resources picture remains unclear due to uncertain behavior of HKH glaciers.

Source. Regional Conf on Climate Change Challenges for South Asia, Islamabad, 2009

Page 36: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

Who would Benefit?

• End Users are decision makers

• Decision support system needed at all levels

• WAPDA, IRSA, SIRSA, Irrigation depts, PIDA bodies

• Critical for ensuring transparency and maximizing efficiency

• Enabler for setting up new legal structures and reform control institutions.

Page 37: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

SimIndus Plans

There is an urgent need for

– Consolidation

– Inclusion / feedback from potential users

– Interdisciplinary cross talk

– Expanding the scope to other important models

– Expansion of the research network

– Establishing connections with experts in policy, law and economics

Page 38: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

The Way Forward …..

• Expand the Network

• Include water experts from PCRWR, UET (CE), AUF, IWMI, NIO, SUPARCO, GCISC …..

• Develop connections with international bodies like IIASA, ICTP, KAUST

• Field visits to local institutes

• Develop a position paper on national strategy for future research efforts.

Page 39: Modeling, Simulation and Data Assimilation for Indus River Basin … · 2019-01-28 · • Decision support system needed at all levels • WAPDA, IRSA, SIRSA, Irrigation depts, PIDA

References

• Asad Abidi, “Indus Basin: Past, Present and Future.” APSENA meeting, Univ of Illinois, 2009.

• Briscoe, Qamar, et al., “Pakistan Country Water Resources Assistance Strategy-Water Economy: Running Dry”, World Bank, Washington, 2005

• Babel, Wahid, “Freshwater under threat in South Asia”, UNEP Report, 2009.

• Wim Bastiaanssen, “Remote Sensing Applications on the Indus Basin”, Indus Basin Workshop, Islamabad, 2003.

• Abubakr Muhammad, Hasan Nasir, “Towards a Smart Water Grid in the Indus River Basin.” LUMS Technical Report, 2011.

• Yousaf Shad Muhammad, “Water Resources Management by Stochastic Optimization: A Case Study of Indus Basin Irrigation System,” 2010.

• Mariya Absar, “The Impact of Climate Change on the Galciers, Water Resources and Livelihood of Pakistan,” COMSTECH, 2010.