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Risk Analysis and Target Reliability for
               Bridges




           Andrzej S. Nowak, Ph.D.
        University of Nebraska-Lincoln
Disclaimer
The contents of this report reflect the views of the
authors, who are responsible for the facts and the
accuracy of the information presented herein. This
document is disseminated under the sponsorship of the
U.S. Department of Transportation’s University
Transportation Centers Program, in the interest of
information exchange. The U.S. Government assumes no
liability for the contents or use thereof.
Outline
   Problem Statement
   Load and Resistance Models
   Reliability Analysis Procedure
   Selection of the Target Reliability
   Load and Resistance Factors
Problem Statement
   585,000 highway bridges in USA
   30-35% are inadequate
   10-15% are structurally deficient
   How to use the available limited
    resources?
Needs
   New design – how to design with
    optimum life cycle costs?
   Existing structures – how to
    assess the actual loads and
    capacity? How to predict the
    remaining life?
   Select a rational safety margin
Uncertainties
    Loads (natural and created)
    Material properties
    Load carrying capacity (resistance)
    Basic requirement:
    Load effect (Q) < Resistance (R)
    Safety margin
           R–Q>0
Reliability Index, β
Basic Questions:
• How can we measure safety of a
  structure?
• How safe is safe enough? What is
  the target reliability?
• How can we implement the
  optimum safety level?
Safety Factors
• Allowable stress
• Load factors
• Load combination factors
• Resistance factors
Load Factor
Resistance Factor
Code Calibration Procedure
•   Select representative structures
•   Develop statistical models for loads
•   Develop statistical models for resistance
•   Develop/select reliability analysis
    procedure
•   Determine the target reliability index
•   Determine load and resistance factors
Bridge Loads
• Dead load
• Live load (static and dynamic)
• Environmental loads (wind, snow,
  earthquake, temperature, ice)
• Special loads (vehicle and vessel
  collision, fire, explosion)
Two Trucks Side by Side
Video Recordings of Traffic Jam Situations FHWA Data
 •   Multiple-presence of trucks occupying three lanes
 •   One lane is almost exclusively occupied by trucks




                            Video 1, time: 00:18:36
Resistance (Load Carrying Capacity)
•   Material tests
•   Component tests
•   Diagnostic tests
•   Analytical simulations
•   Proof load tests
Reliability Index, β
For a linear limit state function, g = R – Q = 0, and
  R and Q both being normal random variables



          β=
                   (µ   R    − µQ )
                      σ +σ
                         2
                         R
                                    2
                                    Q
          µR = mean resistance
          µQ = mean load
          σR = standard deviation of
          resistance
          σQ = standard deviation of load
Reliability Index and Probability of Failure

                PF      β
                 10-1   1.28

                 10-2   2.33

                 10-3   3.09

                 10-4   3.71

                 10-5   4.26

                 10-6   4.75

                 10-7   5.19

                 10-8   5.62

                 10-9   5.99
Reliability Analysis Procedures
• Closed-form equations – accurate results only
  for special cases
• First Order Reliability Methods (FORM),
  reliability index is calculated by iterations
• Second Order Reliability Methods (SORM), and
  other advanced procedures
• Monte Carlo method - values of random
  variables are simulated (generated by
  computer), accuracy depends on the number
  of computer simulations
What is Optimum Reliability?

• If reliability index is too small – there
  are problems, even structural failures
• If reliability index is too large – the
  structures are too expensive
Selection Criteria for the Target Reliability

 • Consequences of failure
 • Economic analysis
 • Past practice
 • Human perception
 • Social/political decisions
Target Reliability Index – Major Considerations
   • Primary and secondary components

   • Multiple and single load paths (redundancy)

   • Element and system reliability

   • New design and existing structure

   • Ductile and brittle materials and components

   • Important, historical and ordinary structures
Types of Components
• Primary component – its failure causes
  failure of other components (or total
  collapse)

• Secondary component – its failure does
  not affect performance of other
  components
Examples of the Target Reliability
   Indices for Bridge Components
Primary component (multiple load path)
 βT = 3.5
Primary component (single load path)
  βT = 5.0
Secondary component
  βT = 2.0
β T for Strength vs. Service Limit States

• Consequences of exceeding the limit state are
  different
• For decompression, βT = 1
• For deflection, βT = 0
• For fatigue, βT = 1-2
System vs. Component
• Structures are systems made of
  components
• Failure of a component may not mean
  failure of the system
• Ductile and brittle components
• Correlation between components
Structural Systems
• Series systems – weakest link systems, to be
  avoided
• Parallel systems – components share the load,
  preferred systems
• Avoid brittle materials and elements, use
  ductile materials and elements
The weakest link
determines the strength
37
38
Parallel system
Golden Gate Bridge, San Francisco
built in 1933-1935, span of 1280 m
Examples of the Target Reliability
   Indices for Bridges - Materials

For steel, reinforced concrete, prestressed
concrete girders,
  βT = 3.5
For sawn wood bridge components,
  βT = 2.0
For girder bridge as a system (all materials),
  βT = 5.5-6.5
Operational Importance
• Regional and national
  economy
• Emergency situations (floods,
  earthquakes, fires, hurricanes)
Historical Value
• Historical structures can have a
  special value for the society
• Preservation of the general features
New Design vs. Existing Structure

• For a new design, reliability can be increased with
  little extra cost

• For an existing structure, any strengthening can
  be prohibitively expensive

• Current practice accepts lower reliability levels for
  existing structures
Reliability of Connections
• For a bolted connection, the reliability can be
  increased with negligible extra cost (extra bolts)

• For a steel component, the increase of reliability is
  much more costly (heavier section)

• Target reliability index for bolts is βT = 5-6, while
  for beams, βT = 3-4
How can we implement the target
             reliability?

• Design and evaluation of existing bridges
  – by load and resistance factors, safety
  margins in the design, fool-proof design

• Construction – quality control of materials
  and work skill, fool-proof construction

• Proper use and operation, maintenance,
  preventive repairs
Recommended β T

 TIME         PRIMARY COMPONENTS            SECONDARY
PERIOD                                     COMPONENTS
             Single Path   Multiple Path

5 years         3.50           3.00           2.25
10 years        3.75           3.25           2.50
50 years        4.00           3.50           2.75
Conclusions
• Target reliability index varies depending on
  consequences of failure, costs, and other
  considerations

• For new design, bT can be significantly
  higher than for evaluation of existing
  structures

• For historical structures, in addition, bT
  depends on social and political
  considerations
CREDITS


                        Thank You!




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Risk Mitigation for Highway and Railway Bridges

  • 1. Risk Analysis and Target Reliability for Bridges Andrzej S. Nowak, Ph.D. University of Nebraska-Lincoln
  • 2. Disclaimer The contents of this report reflect the views of the authors, who are responsible for the facts and the accuracy of the information presented herein. This document is disseminated under the sponsorship of the U.S. Department of Transportation’s University Transportation Centers Program, in the interest of information exchange. The U.S. Government assumes no liability for the contents or use thereof.
  • 3. Outline  Problem Statement  Load and Resistance Models  Reliability Analysis Procedure  Selection of the Target Reliability  Load and Resistance Factors
  • 4. Problem Statement  585,000 highway bridges in USA  30-35% are inadequate  10-15% are structurally deficient  How to use the available limited resources?
  • 5. Needs  New design – how to design with optimum life cycle costs?  Existing structures – how to assess the actual loads and capacity? How to predict the remaining life?  Select a rational safety margin
  • 6. Uncertainties  Loads (natural and created)  Material properties  Load carrying capacity (resistance)  Basic requirement: Load effect (Q) < Resistance (R)  Safety margin R–Q>0
  • 8. Basic Questions: • How can we measure safety of a structure? • How safe is safe enough? What is the target reliability? • How can we implement the optimum safety level?
  • 9. Safety Factors • Allowable stress • Load factors • Load combination factors • Resistance factors
  • 12. Code Calibration Procedure • Select representative structures • Develop statistical models for loads • Develop statistical models for resistance • Develop/select reliability analysis procedure • Determine the target reliability index • Determine load and resistance factors
  • 13. Bridge Loads • Dead load • Live load (static and dynamic) • Environmental loads (wind, snow, earthquake, temperature, ice) • Special loads (vehicle and vessel collision, fire, explosion)
  • 14.
  • 15.
  • 16. Two Trucks Side by Side
  • 17. Video Recordings of Traffic Jam Situations FHWA Data • Multiple-presence of trucks occupying three lanes • One lane is almost exclusively occupied by trucks Video 1, time: 00:18:36
  • 18. Resistance (Load Carrying Capacity) • Material tests • Component tests • Diagnostic tests • Analytical simulations • Proof load tests
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24. Reliability Index, β For a linear limit state function, g = R – Q = 0, and R and Q both being normal random variables β= (µ R − µQ ) σ +σ 2 R 2 Q µR = mean resistance µQ = mean load σR = standard deviation of resistance σQ = standard deviation of load
  • 25. Reliability Index and Probability of Failure PF β 10-1 1.28 10-2 2.33 10-3 3.09 10-4 3.71 10-5 4.26 10-6 4.75 10-7 5.19 10-8 5.62 10-9 5.99
  • 26. Reliability Analysis Procedures • Closed-form equations – accurate results only for special cases • First Order Reliability Methods (FORM), reliability index is calculated by iterations • Second Order Reliability Methods (SORM), and other advanced procedures • Monte Carlo method - values of random variables are simulated (generated by computer), accuracy depends on the number of computer simulations
  • 27. What is Optimum Reliability? • If reliability index is too small – there are problems, even structural failures • If reliability index is too large – the structures are too expensive
  • 28. Selection Criteria for the Target Reliability • Consequences of failure • Economic analysis • Past practice • Human perception • Social/political decisions
  • 29. Target Reliability Index – Major Considerations • Primary and secondary components • Multiple and single load paths (redundancy) • Element and system reliability • New design and existing structure • Ductile and brittle materials and components • Important, historical and ordinary structures
  • 30. Types of Components • Primary component – its failure causes failure of other components (or total collapse) • Secondary component – its failure does not affect performance of other components
  • 31. Examples of the Target Reliability Indices for Bridge Components Primary component (multiple load path) βT = 3.5 Primary component (single load path) βT = 5.0 Secondary component βT = 2.0
  • 32. β T for Strength vs. Service Limit States • Consequences of exceeding the limit state are different • For decompression, βT = 1 • For deflection, βT = 0 • For fatigue, βT = 1-2
  • 33. System vs. Component • Structures are systems made of components • Failure of a component may not mean failure of the system • Ductile and brittle components • Correlation between components
  • 34. Structural Systems • Series systems – weakest link systems, to be avoided • Parallel systems – components share the load, preferred systems • Avoid brittle materials and elements, use ductile materials and elements
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  • 42. Golden Gate Bridge, San Francisco built in 1933-1935, span of 1280 m
  • 43. Examples of the Target Reliability Indices for Bridges - Materials For steel, reinforced concrete, prestressed concrete girders, βT = 3.5 For sawn wood bridge components, βT = 2.0 For girder bridge as a system (all materials), βT = 5.5-6.5
  • 44. Operational Importance • Regional and national economy • Emergency situations (floods, earthquakes, fires, hurricanes)
  • 45. Historical Value • Historical structures can have a special value for the society • Preservation of the general features
  • 46. New Design vs. Existing Structure • For a new design, reliability can be increased with little extra cost • For an existing structure, any strengthening can be prohibitively expensive • Current practice accepts lower reliability levels for existing structures
  • 47. Reliability of Connections • For a bolted connection, the reliability can be increased with negligible extra cost (extra bolts) • For a steel component, the increase of reliability is much more costly (heavier section) • Target reliability index for bolts is βT = 5-6, while for beams, βT = 3-4
  • 48. How can we implement the target reliability? • Design and evaluation of existing bridges – by load and resistance factors, safety margins in the design, fool-proof design • Construction – quality control of materials and work skill, fool-proof construction • Proper use and operation, maintenance, preventive repairs
  • 49. Recommended β T TIME PRIMARY COMPONENTS SECONDARY PERIOD COMPONENTS Single Path Multiple Path 5 years 3.50 3.00 2.25 10 years 3.75 3.25 2.50 50 years 4.00 3.50 2.75
  • 50. Conclusions • Target reliability index varies depending on consequences of failure, costs, and other considerations • For new design, bT can be significantly higher than for evaluation of existing structures • For historical structures, in addition, bT depends on social and political considerations
  • 51. CREDITS Thank You! Slide design © 2009, Mid-America Transportation Center. All rights reserved.
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