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Railroad Accident Rates for Use in Transportation Risk Analysis Paper No' 042341

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Abandonment and sale of lower class track. Shift in yard ... Ri = car derailment rate for class i track. DERi = number of cars derailed on class i track ... – PowerPoint PPT presentation

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Title: Railroad Accident Rates for Use in Transportation Risk Analysis Paper No' 042341


1
Railroad Accident Rates for Use in Transportation
Risk Analysis(Paper No. 04-2341)
  • Presented at the 83rd Annual Meeting of the
  • Transportation Research Board
  • Washington, D.C.
  • January 14, 2004
  • Robert T. Anderson
  • Christopher P.L. Barkan
  • University of Illinois at Urbana-Champaign

2
Background
  • Accident rates essential for transportation risk
    analysis of hazmat shipments
  • Detailed information needed to accurately access
    risk for particular hazmat shipment
  • FRA data allows for more resolution than
    published statistics

3
Outline
  • Train Accident Rates
  • Track Class-Specific Derailment Rates
  • Sensitivity of Results
  • Example Risk Calculation
  • Conclusions

4
Train Accident Rates
  • Ratio of number of independent accidents and the
    total number of train-miles
  • e.g. In 2001,
  • 3,023 train accidents
  • 711.55 million train-miles
  • 4.25 accidents per million train-miles
  • Overall rate a combination of several independent
    rates

5
Distinctions
  • Type of track
  • Mainline, Yard, etc.
  • Type of accident
  • Derailment, Collision, etc.
  • Railroad
  • Class I vs. Non-Class I
  • Track Class

6
Mainline vs. Yard Accident Rate
  • FRA calculated accident rates
  • Yard accident rate
  • Other accident rate
  • Overall increase in accident rate b/w 1997-2001
    largely due to increase in yard accident rate
  • Yard accident rate increased 27
  • Mainline accident rate increased 12

7
Distinctions
  • Type of track
  • Mainline, Yard, etc.
  • Type of accident
  • Derailment, Collision, etc.
  • Railroad
  • Class I vs. Non-Class I
  • Track Class

8
Mainline vs. Yard Derailment Rate
  • Important to hazmat risk assessment due to
    frequency of occurrence and severity of
    consequences
  • e.g. In 2001, derailments accounted for
  • 28 of the 32 train consists that had hazmat
    released
  • 51 of the 57 hazmat cars that released
  • Overall increase in derailment rate largely due
    to increase in yard accident rate
  • Yard derailment rate increased 38.9
  • Mainline derailment rate increased 4.4

9
Distinctions
  • Type of track
  • Mainline, Yard, etc.
  • Type of accident
  • Derailment, Collision, etc.
  • Railroad
  • Class I vs. Non-Class I
  • Track Class

10
Class I vs. Non-Class IRailroad Derailment Rates
  • Majority of hazmat traffic mileage carried by
    Class I freight railroads
  • e.g. In 2001, Class I RRs carried
  • 83 of all trains that were carrying hazmat and
    involved in an accident
  • 93 of all hazmat cars that released their
    contents
  • Rate calculated using freight train-miles as more
    appropriate denominator
  • Excludes passenger ( other) train-miles

11
Uses total less yard switching train-miles as
denominator
Uses freight train-miles as denominator
Differs by factor of 2
Differs by factor of 5
Nearly constant over ten years
12
Distinctions
  • Type of track
  • Mainline, Yard, etc.
  • Type of accident
  • Derailment, Collision, etc.
  • Railroad
  • Class I vs. Non-Class I
  • Track Class

13
Track Class-Specific Derailment Rates
  • FRA track class as proxy variable for statistical
    derailment probability estimation
  • Higher track classes have more stringent
    requirements (resulting in better track quality)
    and higher maximum speeds
  • Train Derailment Rate
  • Ri of derailments per million freight
    train-miles or per billion freight car-miles, on
    class i track
  • Car Derailment Rate
  • Ri of cars derailed per billion freight
    car-miles, on class i track

14
Derailments per Million Freight Train-Miles
2 orders of magnitude difference b/w lowest and
highest track class
Derailments per Billion Freight Car-Miles
class 3 track rate twice total rate while class 4
track rate about half total rate
Cars Derailed per Billion Freight Car-Miles
15
Uncertainty of Results
  • Annual Variation
  • Average over ten years
  • Traffic Percentages
  • Assumption of constant traffic distribution among
    track classes over ten year period
  • Traffic Changes
  • Abandonment and sale of lower class track
  • Shift in yard operations/track
  • Capacity speed upgrades

16
Sensitivity Analysis
  • Assume Estimated traffic distribution
    percentages representative for years 1992-1994
  • Calculate 3-yr. derailment rate by track class
  • Assume Derailment rate has changed little over
    ten-year period that 3-yr. rate for 1999-2001
    is nearly the same as that for 1992-1994

17
Sensitivity Analysis
  • Calculate Traffic needed for constant derailment
    rates between 1992-1994 and 1999-2001 using
    actual derailment counts
  • Determine New traffic distribution percentages
    using calculated traffic from above
  • Calculate New derailment rates using new
    estimated traffic distribution percentages and
    actual total mileage

18
Little changeslight decrease
Traffic shift towards higher class track
19
(Derailments per Million Train-Miles)
  • New traffic percentages
  • Increase in derailment rates for classes 3 and 4
    (and lower) track
  • Decrease in class 5 6 derailment rate
  • Old traffic percentages
  • Decrease in derailment rates for classes 3 and 4
    (and lower) track
  • Increase in class 5 6 derailment rate

20
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21
Hazardous Materials Release Probability
  • Higher hazmat release rates on higher track
    classes?
  • Higher derailment speeds
  • More cars derailed at higher speeds

22
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23
Example Risk Calculation
  • Route 1,000 miles
  • 65 class 4 track, 35 class 5 track
  • Train 100 cars
  • Rate Calculation
  • Ri Derailment rate on class i track
  • mi Mileage (train-miles or car-miles) on class
    i track
  • Across all n track classes traversed

24
Train Derailment Probability
  • per Train-Mile
  • 650 train-miles on class 4 track
  • Ri 0.53 derailments per million train-miles
  • 350 train-miles on class 5 track
  • Ri 0.32 derailments per million train-miles
  • Pr(der) (0.53x10-6 x 650)4 (0.32x10-6 x 350)5
  • 4.6x10-4 (12,000)

25
Train Derailment Probability (cont.)
  • per Car-Mile
  • 65,000 car-miles on class 4 track
  • Ri 7.8 derailments per billion car-miles
  • 35,000 car-miles on class 5 track
  • Ri 4.9 derailments per billion car-miles
  • Pr(der) (7.8x10-9 x 65,000)4
  • (4.9x10-9 x 35,000)5
  • 6.8x10-4 (11,500)
  • Nearly 50 higher derailment probability due to
    longer than average train length

26
Car Derailment Probability
  • per Car-Mile
  • 65,000 car-miles on class 4 track
  • Ri 77 cars derailed per billion car-miles
  • 35,000 car-miles on class 5 track
  • Ri 42 cars derailed per billion car-miles
  • Pr(der) (77x10-9 x 65,000)4
  • (42x10-9 x 35,000)5
  • 6.5x10-5 (115,000)
  • 10 probability of a single car being derailed
    given that a derailment has occurred

27
HazMat Release Probability
  • Suppose now that 10 of the 100 cars were
    hazardous materials cars
  • Probability of having a hazmat release
  • Car derailment probability 6.5x10-5
  • Average release rate 13
  • Pr(rel) (6.5x10-5) x 10 x 0.13
  • 8.45x10-5 (112,000)

28
Conclusions
  • Rail transportation risk analysis relies on the
    accurate estimation of accident rates
  • Class I railroad mainline derailment rate most
    pertinent to hazardous materials shipments
  • Derailment rates vary by track class with
    substantial differences between lower and higher
    track classes
  • Potential for over- or under-stating risk
    associated if track class is not factored into
    analysis
  • Conservative risk assessment would use the
    greater of the two derailment probabilities (i.e.
    per Train-Mile or per Car-Mile)

29
Future Work
  • Need to obtain updated track class traffic
    distribution estimates
  • Provide more detailed rates breaking down
    accidents by cause groups (train-mile or car-mile
    correlated)
  • Analyze other derailment attributes (e.g. speed,
    tonnage, position in train) and their effect on
    hazmat risk

30
  • Thank you for your attention
  • Paper No. 04-2341
  • CD-ROM TRB2004-000341.pdf

31
Assigning Unique Accident Identification Numbers
  • Distinguishing independent accidents when
    multiple consists/railroads involved
  • Method to link all reports filed for a particular
    independent accident
  • Compare FRA field codes
  • RR3, INCDTNO3, STCNTY, Date
  • Check JOINTCD information
  • ACCAUSE, ACCTRK, ACCTRKCL, ACCDMG
  • 1992-2001 FRA Data
  • 34,061 reports
  • 27,850 independent accidents
  • Matching the number of accident reports with a
    joint code value of one (1)

Accessed on June 2, 2003.
32
Assigning Unique Accident Identification Numbers
  • 1992-2001 FRA Data
  • 34,061 reports
  • 27,850 independent accidents
  • 21,896 accidents with 1 report filed
  • 5,726 accidents with 2 reports filed
  • 212 accidents with 3 reports filed
  • 9 accidents with 4 reports filed
  • 4 accidents with 5 reports filed
  • 1 accident with 6 reports filed
  • 1 accident with 7 reports filed
  • 1 accident with 8 reports filed

33
Track Class-Specific Derailment Rates
  • Consider FRA track class as a proxy variable for
    statistical derailment probability estimation
  • Higher track classes have more stringent
    requirements (resulting in better track quality)
    and higher maximum speeds
  • Train Derailment Rate
  • Ri DERi / TM x TMi, or Ri DERi / CM x
    CMi
  • Ri derailment rate for class i track
  • DERi number of derailments on class i track
  • TM total freight train-miles (millions), or
  • CM total freight car-miles (billions)
  • TMi percent of total freight train-miles on
    class i track, or
  • CMi percent of total freight car-miles on
    class i track
  • Car Derailment Rate
  • Ri DERi / CM x CMi
  • Ri car derailment rate for class i track
  • DERi number of cars derailed on class i track
  • CM total freight car-miles (billions)
  • CMi percent of total car-miles on class i track

34

35
Sensitivity Analysis
  • Assume Estimated traffic distribution
    percentages representative for years 1992-1994
  • Calculate 3-yr. derailment rate by track class
  • Ri (92-94) DERi (92-94) / TMi (old) x TM
    (92-94), for class i track
  • Assume Derailment rate has changed little over
    ten-year period that 3-yr. rate for 1999-2001
    is nearly the same as that for 1992-1994
  • Calculate Traffic needed for constant derailment
    rates between 1992-1994 and 1999-2001 using
    actual derailment counts
  • TMi (est) DERi (99-01) / Ri (92-94)
  • Determine new traffic distribution percentages
    using calculated traffic from above
  • TMi (est) TMi (est) / S TMi (est)
  • Calculate new derailment rates using new
    estimated traffic distribution percentages and
    actual total mileage
  • Ri (99-01) DERi (99-01) / TMi (est) x TM
    (99-01)

36

37
Hazardous Materials Release Probability
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