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Designing for Resilience as a New Nuclear
Safety Construct
Bilal M. Ayyub, PhD, PE
Professor and Director
Center for Technology and Systems Management
Department of Civil & Environmental Engineering

Telephone: 301-405-1956
ba@umd.edu
http://www.ctsm.umd.edu

Public Meeting to Discuss the Draft White Paper of a
Conceptual Example of a Proposed Risk Management
Regulatory Framework
January 30, 2014
Outline
• Background
• Resilience
– Definition
– Metrics
– Valuation
– Aggregation

• Concluding Remarks

2
Background: Sandy and Nuclear
Power Plans
• Indian Point – Automatic shutdown of a reactor
unit due damage to electrical connection
• Oyster Creek – Issuance of an alert since water
level were higher then usual for the intake. it also
lost power
• Limerick – Reduction of power to 91% since the
storm damaged a condenser
• Salem – Shutdown, when 4 out of 6 pumps
stopped working
• Nine Mile Point – Automatic shutdown of a reactor
unit and another lost power when there was an
electrical fault, unclear if storm related

3
Background: Recovery after Shutdown
• Many Japanese nuclear plants shutdown after the
March 2011 earthquake without appropriate
regulatory restart criteria
• In 2002 there was a major event at the DavisBesse leading to difficulties with restart criteria (see
NUREG/BR-0353)
• Fort Calhoun plant shutdown after a flooding event
taking several years to restart
• The 2011 earthquake resulting in the shutdown of
the North Anna plants for 3 months

4
Background: Nuclear Safety
• Factors of safety and allowable stresses
– Acceptable safety margin

• Reliability-based design
– Acceptable (average safety margin)/(standard
deviation of the safety margin)

• Risk-informed design
– Safety acceptance by also considering failure
consequences

• What is next?
– Designing for recovery? Designing for resilience?

5
Resilience Definitions
• Psychology – Resilience is an individual's
tendency to cope with stress and adversity
• Material science – It is the capacity of material to
absorb energy when it is elastically deformed
• Engineering – Many definitions exist and a
succinct definition is the ability of the system to
return to a stable state after a perturbation
• Systems science – A resilient system returns to
an equilibrium state after perturbation, with more
resilient systems having multiple equilibrium points
• Other uses – Ecological, infrastructure,
neuroscience, economic and community systems
6
Resilience Definitions
• Presidential Policy Directive (PPD-21, 2013) on
Critical Infrastructure Security and Resilience
– The “term resilience means the ability to prepare for
and adapt to changing conditions and withstand and
recover rapidly from disruptions. Resilience includes
the ability to withstand and recover from deliberate
attacks, accidents, or naturally occurring threats or
incidents.”

7
Resilience Definitions
• A Summary by Attoh-Okine (2009)
– Holling (1973 in ecology)
Resilience determines the persistence of relationships
within a system, and is a measure of the ability of
these systems to absorb change state variable,
driving variables, and parameters and still persist
– Lebel (2001)
Resilience is the potential of a particular configuration
of a system to maintain its structure/function in the
face of disturbance, and the ability of the system to
re-organize following disturbance-driven change

8
Definition Requirements
• Requirements for an operational definition that
lends itself to measurement or metrics:
– Considering initial capacity or strength, and residual capacity
or strength after a disturbance, i.e., robustness
– Accounting for abilities to prepare and plan for, absorb,
recover from or more successfully adapt to adverse events
as provided in the NRC (2013) definition
– Treating disturbances as events with occurrence rates and
demand intensity, i.e., modeling them as stochastic
processes
– Treating different performances based on corresponding
failure modes for various things at risk, such as people,
physical infrastructure, economy, key government services,
social networks and systems, and environment
9
Definition Requirements
• Requirements for an operational definition to
support metrics(cont.):
– Accounting for systems changes over time, in some cases
being improved, in other cases growing more fragile or aging
– Considering full or partial recovery and times to recovery
– Considering potential enhancements to system performance
after recovery
– Relatable to other familiar notions such as reliability and risk,
i.e., building on the relevant metrics of reliability and risk
– Enabling the development of resilience metrics with
meaningful units

10
Proposed Definition
Building on Notional Definition per PPD-21 2013
Resilience Measurement
The resilience of a system’s function can be
measured based on the persistence of a
corresponding functional performance under
uncertainty in the face of disturbances
ISO (2009) Risk Definition
Risk is the effect of uncertainty on objectives
11
Steps Towards Quantification
• The key words in the definition are listed in a
suggested order for their analysis as follows:
– System’s performance defined in terms of requirements
or objectives, and examined in the form of functions:
output, throughput, structural integrity, lifecycle cost,
etc.
– Uncertainty relating to events such as storms,
disturbance, conditions, system states, etc.
– Persistence examined in terms of enduring the events,
recovery, continuance and/or resumption of functional
performance

12
Measuring Resilience (Persistence)
tf

Failure ( F ) 

 fdt

ti
tf

 Qdt
ti

tr

Recovery ( R) 

 rdt

tf
tr

 Qdt

tf

Resilience ( Re ) 

Ti  FT f  RTr
Ti  T f  Tr

Re > 0
13
Valuation of Resilience
• Anthropocentric in nature based on utilitarian
principles
• Consideration of all instrumental values, including
existence value
• Permitting the potential for substitution among
different sources of value for human welfare
• Individual’s preferences or marginal willingness to
trade one good or service for another that can be
influenced by culture, income level and information
making it time- and context-specific
• Societal values as the aggregation of values by
individual
14
Measuring Performance
Systems
Buildings
Other structures: Highway bridges
Facilities: Water treatment plants
Infrastructure: Water delivery
Network: Electric power distribution
Communities

Performance
Space availability
Throughput traffic
Water production capacity
Water available for consumption
Power delivered
Economic output
Quality of life (consumption)

Units
Area per day
Count per day
Volume per day
Volume
Power per day
Dollars
Dollars

15
Economic Valuation of Resilience

16
Decision Analysis
•
•
•

Identify alternatives (strategies)
Assess benefits and costs of each
Assess impacts of strategy on future options

Benefit = Valuation Differential
due to an Action

Benefit
B/C Ratio 
Cost

B/C 

 B  C
2
2
 B C

 Benefit 
P
 1  1  PBenefit  Cost  0
 Cost

17
Resilience Segregation & Aggregation
For 0<Ri<1, (MCEER 2010) defines

R1.R2
Resilience ( R12 ) 
R1  R2  R1.R2
0.9
0.8

System Resilience (R)

For identical
components
using the
independence
assumption

1

n=1

0.7
0.6
0.5

n=2

0.4
0.3
0.2
0.1
n=10

0
0

0.2
0.4
0.6
Identical Component Resilience (Ri)

0.8

1

18
Concluding Remarks
•
•
•
•

Resilience metrics
System analysis (interdependence)
Resilience aggregation
Announcements
– ASCE-ASME Journal of Risk and Uncertainty in
Engineering Systems
– Proposed ASME CRTD workshop on Resilience
and Nuclear Facilities

Thank you

19

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Designing for Resilience as a New Nuclear Safety Construct

  • 1. Designing for Resilience as a New Nuclear Safety Construct Bilal M. Ayyub, PhD, PE Professor and Director Center for Technology and Systems Management Department of Civil & Environmental Engineering Telephone: 301-405-1956 ba@umd.edu http://www.ctsm.umd.edu Public Meeting to Discuss the Draft White Paper of a Conceptual Example of a Proposed Risk Management Regulatory Framework January 30, 2014
  • 2. Outline • Background • Resilience – Definition – Metrics – Valuation – Aggregation • Concluding Remarks 2
  • 3. Background: Sandy and Nuclear Power Plans • Indian Point – Automatic shutdown of a reactor unit due damage to electrical connection • Oyster Creek – Issuance of an alert since water level were higher then usual for the intake. it also lost power • Limerick – Reduction of power to 91% since the storm damaged a condenser • Salem – Shutdown, when 4 out of 6 pumps stopped working • Nine Mile Point – Automatic shutdown of a reactor unit and another lost power when there was an electrical fault, unclear if storm related 3
  • 4. Background: Recovery after Shutdown • Many Japanese nuclear plants shutdown after the March 2011 earthquake without appropriate regulatory restart criteria • In 2002 there was a major event at the DavisBesse leading to difficulties with restart criteria (see NUREG/BR-0353) • Fort Calhoun plant shutdown after a flooding event taking several years to restart • The 2011 earthquake resulting in the shutdown of the North Anna plants for 3 months 4
  • 5. Background: Nuclear Safety • Factors of safety and allowable stresses – Acceptable safety margin • Reliability-based design – Acceptable (average safety margin)/(standard deviation of the safety margin) • Risk-informed design – Safety acceptance by also considering failure consequences • What is next? – Designing for recovery? Designing for resilience? 5
  • 6. Resilience Definitions • Psychology – Resilience is an individual's tendency to cope with stress and adversity • Material science – It is the capacity of material to absorb energy when it is elastically deformed • Engineering – Many definitions exist and a succinct definition is the ability of the system to return to a stable state after a perturbation • Systems science – A resilient system returns to an equilibrium state after perturbation, with more resilient systems having multiple equilibrium points • Other uses – Ecological, infrastructure, neuroscience, economic and community systems 6
  • 7. Resilience Definitions • Presidential Policy Directive (PPD-21, 2013) on Critical Infrastructure Security and Resilience – The “term resilience means the ability to prepare for and adapt to changing conditions and withstand and recover rapidly from disruptions. Resilience includes the ability to withstand and recover from deliberate attacks, accidents, or naturally occurring threats or incidents.” 7
  • 8. Resilience Definitions • A Summary by Attoh-Okine (2009) – Holling (1973 in ecology) Resilience determines the persistence of relationships within a system, and is a measure of the ability of these systems to absorb change state variable, driving variables, and parameters and still persist – Lebel (2001) Resilience is the potential of a particular configuration of a system to maintain its structure/function in the face of disturbance, and the ability of the system to re-organize following disturbance-driven change 8
  • 9. Definition Requirements • Requirements for an operational definition that lends itself to measurement or metrics: – Considering initial capacity or strength, and residual capacity or strength after a disturbance, i.e., robustness – Accounting for abilities to prepare and plan for, absorb, recover from or more successfully adapt to adverse events as provided in the NRC (2013) definition – Treating disturbances as events with occurrence rates and demand intensity, i.e., modeling them as stochastic processes – Treating different performances based on corresponding failure modes for various things at risk, such as people, physical infrastructure, economy, key government services, social networks and systems, and environment 9
  • 10. Definition Requirements • Requirements for an operational definition to support metrics(cont.): – Accounting for systems changes over time, in some cases being improved, in other cases growing more fragile or aging – Considering full or partial recovery and times to recovery – Considering potential enhancements to system performance after recovery – Relatable to other familiar notions such as reliability and risk, i.e., building on the relevant metrics of reliability and risk – Enabling the development of resilience metrics with meaningful units 10
  • 11. Proposed Definition Building on Notional Definition per PPD-21 2013 Resilience Measurement The resilience of a system’s function can be measured based on the persistence of a corresponding functional performance under uncertainty in the face of disturbances ISO (2009) Risk Definition Risk is the effect of uncertainty on objectives 11
  • 12. Steps Towards Quantification • The key words in the definition are listed in a suggested order for their analysis as follows: – System’s performance defined in terms of requirements or objectives, and examined in the form of functions: output, throughput, structural integrity, lifecycle cost, etc. – Uncertainty relating to events such as storms, disturbance, conditions, system states, etc. – Persistence examined in terms of enduring the events, recovery, continuance and/or resumption of functional performance 12
  • 13. Measuring Resilience (Persistence) tf Failure ( F )   fdt ti tf  Qdt ti tr Recovery ( R)   rdt tf tr  Qdt tf Resilience ( Re )  Ti  FT f  RTr Ti  T f  Tr Re > 0 13
  • 14. Valuation of Resilience • Anthropocentric in nature based on utilitarian principles • Consideration of all instrumental values, including existence value • Permitting the potential for substitution among different sources of value for human welfare • Individual’s preferences or marginal willingness to trade one good or service for another that can be influenced by culture, income level and information making it time- and context-specific • Societal values as the aggregation of values by individual 14
  • 15. Measuring Performance Systems Buildings Other structures: Highway bridges Facilities: Water treatment plants Infrastructure: Water delivery Network: Electric power distribution Communities Performance Space availability Throughput traffic Water production capacity Water available for consumption Power delivered Economic output Quality of life (consumption) Units Area per day Count per day Volume per day Volume Power per day Dollars Dollars 15
  • 16. Economic Valuation of Resilience 16
  • 17. Decision Analysis • • • Identify alternatives (strategies) Assess benefits and costs of each Assess impacts of strategy on future options Benefit = Valuation Differential due to an Action Benefit B/C Ratio  Cost B/C   B  C 2 2  B C  Benefit  P  1  1  PBenefit  Cost  0  Cost  17
  • 18. Resilience Segregation & Aggregation For 0<Ri<1, (MCEER 2010) defines R1.R2 Resilience ( R12 )  R1  R2  R1.R2 0.9 0.8 System Resilience (R) For identical components using the independence assumption 1 n=1 0.7 0.6 0.5 n=2 0.4 0.3 0.2 0.1 n=10 0 0 0.2 0.4 0.6 Identical Component Resilience (Ri) 0.8 1 18
  • 19. Concluding Remarks • • • • Resilience metrics System analysis (interdependence) Resilience aggregation Announcements – ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems – Proposed ASME CRTD workshop on Resilience and Nuclear Facilities Thank you 19