Title: Railroad Accident Rates for Use in Transportation Risk Analysis Paper No' 042341
1Railroad 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
2Background
- 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
3Outline
- Train Accident Rates
- Track Class-Specific Derailment Rates
- Sensitivity of Results
- Example Risk Calculation
- Conclusions
4Train 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
5Distinctions
- Type of track
- Mainline, Yard, etc.
- Type of accident
- Derailment, Collision, etc.
- Railroad
- Class I vs. Non-Class I
- Track Class
6Mainline 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
7Distinctions
- Type of track
- Mainline, Yard, etc.
- Type of accident
- Derailment, Collision, etc.
- Railroad
- Class I vs. Non-Class I
- Track Class
8Mainline 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
9Distinctions
- Type of track
- Mainline, Yard, etc.
- Type of accident
- Derailment, Collision, etc.
- Railroad
- Class I vs. Non-Class I
- Track Class
10Class 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
11Uses 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
12Distinctions
- Type of track
- Mainline, Yard, etc.
- Type of accident
- Derailment, Collision, etc.
- Railroad
- Class I vs. Non-Class I
- Track Class
13Track 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
14Derailments 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
15Uncertainty 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
16Sensitivity 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
17Sensitivity 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
18Little 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(No Transcript)
21Hazardous Materials Release Probability
- Higher hazmat release rates on higher track
classes? - Higher derailment speeds
- More cars derailed at higher speeds
22(No Transcript)
23Example 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
24Train 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)
25Train 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
26Car 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
27HazMat 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)
28Conclusions
- 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)
29Future 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
31Assigning 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.
32Assigning 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
33Track 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 35Sensitivity 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 37Hazardous Materials Release Probability