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Paul Kailiponi Researcher

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Analysis of Operational Plans for Precautionary Evacuation using Decision Theory Paul Kailiponi Researcher ERGO Project kailipop_at_aston.ac.uk – PowerPoint PPT presentation

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Title: Paul Kailiponi Researcher


1
Paul KailiponiResearcher ERGO
Projectkailipop_at_aston.ac.uk
Analysis of Operational Plans for Precautionary
Evacuation using Decision Theory
www.astoncrisis.com
2
Outline
  • Applied Decision Theory
  • Prescriptive analysis
  • Contextual limitations to Decision Theory
  • Model specification
  • Value function specification
  • Probability specification
  • Substantive results for preventative evacuation
  • Sample policy comparison
  • Improvements to hazard forecasting
  • Practitioner feedback
  • Conclusions and broadening scope

3
Applied Decision Theory
  • Systematic approach to decision-making
  • Utilizing Subjective Expected Utility (SEU)
    theories
  • Individual or small group decision-making
  • Subjective utility and probability elicitation
  • State-based preference
  • Prescriptive Decision Theory for emergency
    management
  • Evacuation decision-making
  • Focus on providing insights into the
    decision-making process
  • NO attempt at creating a descriptive model
  • Theoretical contributions
  • Identification of appropriate values for
    evacuation management
  • Multiple prescriptive uses through substantial
    practitioner participation
  • Identification of risk thresholds policy
    analysis

4
Contextual Limitations
  • Emergency management for catastrophic events
  • Limited n-size
  • Mixture of objective and subjective data
  • SEU limitations
  • Elicitation process difficulties
  • Utility elicitation
  • General practitioner aversion to mathematical
    models of decision-making
  • Elicitation trade-off toward requisite modelling
  • SEU and Multi-attribute utility theory (MAUT)
  • Prescriptive Focus

5
Model Specification Utility Function
  • Identifying evacuation values
  • Evacuation Responsiveness by Government
    Organizations (ERGO)
  • Ten participating countries (Belgium, Bulgaria,
    Denmark, Germany, Iceland, Japan, Poland, Spain,
    Sweden, UK)
  • 80 interviews, 150 documents
  • Various hazards
  • Advantages to breadth of data-gathering
  • Maximize confidence that all values are
    identified (Bond 2007)
  • Verify subsets of values conditional on
    hazard/threat

6
Evacuation Attribute List
7
Objective Function Specification
  • For any given emergency context
  • Axiomatic verification
  • Multi-attribute utility function
  • Additive function
  • Single utility function

8
Single Utility Function Elicitation
  • Elicitation Trade-off
  • Theoretical complexity vs. Practitioner
    participation
  • Utility assessment process
  • Value and measurement identification
  • Axiomatic verification
  • Utility assessment Certainty Equivalence (CE)
  • Software support
  • Weight (k) assessment
  • Utility (u(x)) assessment

9
Probability Function Specification
  • Identification of key uncertainties
  • Storm-tide predictions
  • (Casualty rates Storm-tide levels)
  • (Casualty rates Traffic conditions)
  • (Evacuee Compliance Official Order)
  • Mixture of subjective and objective probabilities

10
Influence Diagram
11
Risk Threshold Analysis
  • The evacuation dilemma
  • 12 Hour Storm-tide risk thresholds

12
Risk Threshold Analysis
  • 9 Hour Storm-tide risk thresholds

13
Decision Theory Risk Thresholds vs. Existing Risk
Thresholds
  • At 12 hour
  • MAUT Initial evacuation actions taken at
    forecasts of 640 cm.
  • Actual risk thresholds based on experience
    Initial evacuation actions taken at
  • Practitioner Verification

14
Policy Analysis
  • Policy analysis
  • Forecast Improvement versus other policies
  • Example of policy analysis
  • Given 1 million euro cost of evacuation
  • Probability of catastrophic storm surge
  • Improvements in forecasting precision can save
    the city 200,000 over 10 years in false
    evacuations
  • Sensitivity analysis can provide additional
    insight

15
Conclusion and Broadening Scope
  • Theoretical contributions
  • Identification of appropriate values for
    evacuation management
  • Multiple prescriptive uses through substantial
    practitioner participation
  • Risk threshold analysis
  • Policy generation and analysis
  • Broadening Scope
  • A generalized evacuation model for multiple
    hazards
  • Risk tolerance of various emergency organizations
    conditional on organizational system
  • Scenario building and training applications

16
  • Questions?
  • Comments?
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