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Optimization vs Rule-based Simulation in Regional
Water Management Modeling
Tingju Zhu
International Food Policy Research Institute
Washington, DC
Systematic Analysis of Climate Resilient Development Workshop,
IFPRI and UNU-WIDER, Washington, DC, October 7-8, 2010
Regional Water Management Issues
River Basins are
Coupled Natural-
Human Systems!
Engineering-Economic IssuesWater Management Issues
Water Management Issues
Variants of Optimization and Simulation Models
for Regional Water Management
 Optimization models
 Rule-based simulation models
 Optimization-driven simulation models (e.g.
priority driven models – WEAP, OASIS,
DWRSIM, CALSIM)
 ‘Optimized rules’-based models (common in
reservoir operation)
An Optimization Model
Example:
Climate Change & California
Water Resources
California Value Integrated Network
 Statewide integrated
engineering-optimization
model (CALVIN)
 Integrates hydrology,
infrastructure, operations,
economics, and environmental
flows
 Models adaptations to changed
conditions
 Highlights importance of
North-South flows
(Courtesy of Lund and Howitt)
Optimization Components
Objective: Maximize net economic benefits
Decisions: Reservoir releases, storage
allocations
Constraints: Mass balance, physical
capacities, environmental flows, policies
Optimized Rules vs Dynamic
Optimization for Flood Protection under
Climate Change
Sacramento Valley, California
Yolo Bypass Downtown
Sacramento
Levee and Dam
Safety
0
10
20
30
40
50
60
70
0 200 400 600 800 1000 1200 1400 1600
Existing Levee Setback (ft)
ExistingLeveeHeight(ft)
Do nothing
Raise to optimal height at
current setback
Rebuild - inward
Rebuild
- outward
Optimal
setback
First
Critical
Setback
Second
Critical
Setback
X*h0
Xc
h0
Alwaysrebuild-inward
Xc
h0
Levee Re-design Rules based on Cost
Minimization
(Details: Zhu & Lund, 2009)
95 9099 75 50 25 10 1 0.15 0.52
10
100
1,000
10,000
100,000
Percent Chance Exceedence
Three-dayFlow(m3
/s)
HCM2000
HCM2025
HCM2065
HCM2090
Sacramento,
California
Flood control under
Urbanization & a Changing
Climate …
Stochastic Dynamic
Programming Model
(Details: Zhu et al., 2007)
Move Backward?
Levees height increases over time,
and setback expansion seems
desirable in distant future …
Setback expansion
for increased
channel capacity
Continuously increasing
flood protection
standard driven by
economic growth
Expected annual
flood damage
Land value
loss
Levee
construction cost
Optimization vs rule-based simulation
 Optimization can explore many options ‘quickly’ and
identify promising solutions for detailed study by simulation
models
 More simplifications are usually needed in optimization
models; simulation models can consider more details
 Optimization models can provide useful economic
information (e.g. scarcity value); simulation models usually
cannot
 For distant future: rule-based simulation models face the
difficulty of specifying operating rules; similar challenge
exists for optimization models, but seems “more doable”
Thank you!
Tingju Zhu
t.zhu@cigar.org

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Optimization vs rule-based simulation in regional water management modeling

  • 1. Optimization vs Rule-based Simulation in Regional Water Management Modeling Tingju Zhu International Food Policy Research Institute Washington, DC Systematic Analysis of Climate Resilient Development Workshop, IFPRI and UNU-WIDER, Washington, DC, October 7-8, 2010
  • 3. River Basins are Coupled Natural- Human Systems!
  • 6. Variants of Optimization and Simulation Models for Regional Water Management  Optimization models  Rule-based simulation models  Optimization-driven simulation models (e.g. priority driven models – WEAP, OASIS, DWRSIM, CALSIM)  ‘Optimized rules’-based models (common in reservoir operation)
  • 7. An Optimization Model Example: Climate Change & California Water Resources
  • 8. California Value Integrated Network  Statewide integrated engineering-optimization model (CALVIN)  Integrates hydrology, infrastructure, operations, economics, and environmental flows  Models adaptations to changed conditions  Highlights importance of North-South flows (Courtesy of Lund and Howitt)
  • 9. Optimization Components Objective: Maximize net economic benefits Decisions: Reservoir releases, storage allocations Constraints: Mass balance, physical capacities, environmental flows, policies
  • 10. Optimized Rules vs Dynamic Optimization for Flood Protection under Climate Change
  • 11. Sacramento Valley, California Yolo Bypass Downtown Sacramento Levee and Dam Safety
  • 12. 0 10 20 30 40 50 60 70 0 200 400 600 800 1000 1200 1400 1600 Existing Levee Setback (ft) ExistingLeveeHeight(ft) Do nothing Raise to optimal height at current setback Rebuild - inward Rebuild - outward Optimal setback First Critical Setback Second Critical Setback X*h0 Xc h0 Alwaysrebuild-inward Xc h0 Levee Re-design Rules based on Cost Minimization (Details: Zhu & Lund, 2009)
  • 13. 95 9099 75 50 25 10 1 0.15 0.52 10 100 1,000 10,000 100,000 Percent Chance Exceedence Three-dayFlow(m3 /s) HCM2000 HCM2025 HCM2065 HCM2090 Sacramento, California Flood control under Urbanization & a Changing Climate … Stochastic Dynamic Programming Model (Details: Zhu et al., 2007)
  • 14. Move Backward? Levees height increases over time, and setback expansion seems desirable in distant future …
  • 15. Setback expansion for increased channel capacity Continuously increasing flood protection standard driven by economic growth
  • 16. Expected annual flood damage Land value loss Levee construction cost
  • 17. Optimization vs rule-based simulation  Optimization can explore many options ‘quickly’ and identify promising solutions for detailed study by simulation models  More simplifications are usually needed in optimization models; simulation models can consider more details  Optimization models can provide useful economic information (e.g. scarcity value); simulation models usually cannot  For distant future: rule-based simulation models face the difficulty of specifying operating rules; similar challenge exists for optimization models, but seems “more doable”