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Olga Špačková, Beatrice Dittes, Daniel Straub
Technische Universität München
Engineering Risk Analysis (ERA) Group
IDRC Davos, 31.8.2016
Critical infrastructure and disaster risk reduction
planning under socioeconomic and climate
change uncertainty
2
Design of infrastructure systems – finding optimal balance
between safety and costs
Flood protection system in Rosenheim,
Germany
Source: WWA Rosenheim
Wellington transport infrastructure, NZ
By Phillip Capper, CC BY 2.0
3
Design of infrastructure systems – finding optimal balance
between safety and costs
Shahu Water Supply Plant in Gao’an City,
Jiangxi Province
by Asian Development Bank/ CC BY-NC-ND
2.0
eAquafin waste water treatment plant of
Antwerpen-Zuid
Source: Wikipedia
4
Uncertain effect of climate change
Source: Congressional Budget Office (Congress of the United States).
2003. The Economics of Climate Change: a Primer.
5
Uncertain socio-economic development
By Lauren Manning, CC BY 2.0
6
Parameter uncertainty due to limited data
Dittes, Spackova & Straub. Managing uncertainty in flood predictions: Flexible protection
strategies vs. safety factors. Under review.
• Applying safety factors/margins (reserves)
• Designing flexible (adaptable) systems
7
Design approaches to deal with uncertain future
8Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
How high should be the safety factor?
Does flexibility pay off?
Quantitative decision models
9Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Measure of flexibility
10Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Optimal safety factor (reserve)
11Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Optimal safety factor (reserve)
12
Example: Optimal safety factor of flood protection
under statistical uncertainty
Dittes, Spackova & Straub. Managing uncertainty in flood predictions: Flexible protection
strategies vs. safety factors. Under review.
13Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Selection between flexible and inflexible systems:
Value of flexibility
14Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Value of flexibility
15
Examples
Flood protection system under climate change
- low learning effect in near future
Waste water treatment plant under pop.growth
- high learning effect
Spackova & Straub. Long-term adaption decisions via fully and partially observable Markov
decision processes . Under review.
16Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Rule-based vs. Risk based aproach
Prescribed safety level (rule) Risk based optimization
- e.g. design for a 100-year event
17Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Value of flexibility
• Flexibility of the system
• Lifetime of the system
• Type and degree of uncertainty
• Future learning
• Regulatory framework (risk-based vs. rule based)
18Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Key factors influencing the design
Based on quantitative decision models, design recommendations were derived on
how to account for uncertainties:
• Optimal safety factor/reserve
• High for inflexible, low for flexible systems
• Increases with degree of uncertainty
• Value of Flexibility
• High when significant learning effect and thus changes in of the system in the future are expected
• Higher in the rule-based regulatory framework than in risk-based
• In risk-based framework, conservative design is a no-regret strategy
19Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty
Summary
Olga Špačková
Engineering Risk Analysis Group, TU München
olga.spackova@tum.de
AdaptRisk Project: http://www.era.bgu.tum.de/research/adaptrisk/
Thank you for your attention!
Questions?

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Critical Infrastructure and Disaster Risk Reduction Planning under Socioeconomic and Climate Change Uncertainty, Olga SPACKOVA

  • 1. Olga Špačková, Beatrice Dittes, Daniel Straub Technische Universität München Engineering Risk Analysis (ERA) Group IDRC Davos, 31.8.2016 Critical infrastructure and disaster risk reduction planning under socioeconomic and climate change uncertainty
  • 2. 2 Design of infrastructure systems – finding optimal balance between safety and costs Flood protection system in Rosenheim, Germany Source: WWA Rosenheim Wellington transport infrastructure, NZ By Phillip Capper, CC BY 2.0
  • 3. 3 Design of infrastructure systems – finding optimal balance between safety and costs Shahu Water Supply Plant in Gao’an City, Jiangxi Province by Asian Development Bank/ CC BY-NC-ND 2.0 eAquafin waste water treatment plant of Antwerpen-Zuid Source: Wikipedia
  • 4. 4 Uncertain effect of climate change Source: Congressional Budget Office (Congress of the United States). 2003. The Economics of Climate Change: a Primer.
  • 5. 5 Uncertain socio-economic development By Lauren Manning, CC BY 2.0
  • 6. 6 Parameter uncertainty due to limited data Dittes, Spackova & Straub. Managing uncertainty in flood predictions: Flexible protection strategies vs. safety factors. Under review.
  • 7. • Applying safety factors/margins (reserves) • Designing flexible (adaptable) systems 7 Design approaches to deal with uncertain future
  • 8. 8Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty How high should be the safety factor? Does flexibility pay off? Quantitative decision models
  • 9. 9Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Measure of flexibility
  • 10. 10Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Optimal safety factor (reserve)
  • 11. 11Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Optimal safety factor (reserve)
  • 12. 12 Example: Optimal safety factor of flood protection under statistical uncertainty Dittes, Spackova & Straub. Managing uncertainty in flood predictions: Flexible protection strategies vs. safety factors. Under review.
  • 13. 13Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Selection between flexible and inflexible systems: Value of flexibility
  • 14. 14Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Value of flexibility
  • 15. 15 Examples Flood protection system under climate change - low learning effect in near future Waste water treatment plant under pop.growth - high learning effect Spackova & Straub. Long-term adaption decisions via fully and partially observable Markov decision processes . Under review.
  • 16. 16Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Rule-based vs. Risk based aproach Prescribed safety level (rule) Risk based optimization - e.g. design for a 100-year event
  • 17. 17Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Value of flexibility
  • 18. • Flexibility of the system • Lifetime of the system • Type and degree of uncertainty • Future learning • Regulatory framework (risk-based vs. rule based) 18Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Key factors influencing the design
  • 19. Based on quantitative decision models, design recommendations were derived on how to account for uncertainties: • Optimal safety factor/reserve • High for inflexible, low for flexible systems • Increases with degree of uncertainty • Value of Flexibility • High when significant learning effect and thus changes in of the system in the future are expected • Higher in the rule-based regulatory framework than in risk-based • In risk-based framework, conservative design is a no-regret strategy 19Olga Špačková (TUM) | Planning under socioeconomic and climate change uncertainty Summary
  • 20. Olga Špačková Engineering Risk Analysis Group, TU München olga.spackova@tum.de AdaptRisk Project: http://www.era.bgu.tum.de/research/adaptrisk/ Thank you for your attention! Questions?

Editor's Notes

  1. Typo, delete true
  2. Add slide with costs