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Tap Quantitative Risk Analysis Resources

Feb. 12, 2025
QRA involves assessment tools, modeling software and harm criteria. Key resources can guide your risk evaluation process effectively.

How to Prepare a QRA

The Government of Singapore has a guide (see endnote i), which we will highlight because it has good graphics. 

The first task is to identify the hazard (see Figure 1). The consequences could include injury to people, fatalities (on and offsite) and potential escalation into other events. 

The second step is to identify a scenario(s): The first scenario involves the release of a large ammonia cloud from the failure of one of two refrigerated storage tanks in central California. The second scenario involves a leak of liquefied chlorine from a rail car near Atlanta. 

If one of the California ammonia tanks loses containment, it will release large quantities of liquid ammonia into a 250-ft x 510-ft dike approximately 5-ft high and create a large vapor plume. The chlorine tank is located in a rail yard northwest of Atlanta and creates a dense gas toxic plume. These scenarios will be presented in the next section. A QRA must provide consequence-based results, including the distances and specific harm levels and frequencies in the harm zones.

The third step is an event tree and frequencies. The event tree (see Figure 2) is from the Singapore guidance document. 

The event tree has been reduced (see Figure 3) to eliminate fire as a possibility. The concern is asphyxia and inhalation of either chlorine or ammonia.  

Modeling the consequences of individual exposures is required for each case.

Potential Incident Effects Modifiers

The potential modifiers to any incident scenario include mechanical provisions, equipment and alarms that will provide early warning of a hazard. These provisions are addressed in the development of a bow tie analysis (see Figure 4).

The diagram tends to be self-explanatory. The overall format is hazards and problems on the left, with solutions and modifiers on the right. 

Models and Modeling

Several models can be used to evaluate disaster consequences. There are some pollution programs for air releases from the EPA. Some of the EPA environmental models:

The Singapore QRA lists the following models: DNV PHAST; TNO Effects; CERC ADAMS; Shell Global Solutions FRED; BP CIRRUS; and SAFER TRACE as approved evaluation models.

Useful Considerations

For toxic probits, use the green book (the Economic Commission for Europe, the UK government and the Dutch government — Methods for Determination of Possible Damage to people and objects from the release of hazardous Materials) and consider 10% and 50% fatalities. Considerations must include potential fatalities unsheltered (outside). 

Air Modeling: Consider nighttime and daytime conditions, including high stability, high humidity and wind rose, to determine the probability of wind variability in different directions. High stability, high humidity and nighttime conditions are the most severe.

Singapore Harm Criteria

Harm Footprints must consider: 3%,10% and 50% fatalities from toxic releases, Radiation Exposures range from 4kW/m2 to 37.5kW/m2; Acceptable level 3*10-7/year.

Overpressures from an explosion must be evaluated at 5 and 10 psi. Harm footprints must be modeled for all incident and weather conditions, including fireballs and vapor cloud explosions.

Cumulative Outcomes for all categories for fixed installations: 10-4/yr.

Occupied Buildings onsite: consider the time the structure is occupied: 10-3/yr.

Potential Loss of Life occupied buildings: factor in Radiation Value * occupancy.

Rank Harm Criteria Scenarios based on frequencies of 10-5 to <10-8/per year, and measure the offsite damage in 106 dollar increments from $2M to over $2000M ($1.524 million to $1.542 billion).

The harm/risk criteria for exposures should be ALARP for each scenario.

Alternatives for Risk Reduction must be identified, including substitution alternatives for hazardous or flammable chemicals.

Further Risk Reduction Measures should include shutdown systems, improved specifications and physical controls similar to those in PSM alternatives.

Emergency Action Plans and Response Plans should be developed and implemented, and they should include evacuation, prepositioning of supplies and emergency response services.

Modifier Based on Cost

The estimate of the cost to achieve ALARP exposure can be estimated from: 

Cost Multiplier = A multiplier that ensures that cost outweighs the benefits 1<CM<10 

The benefit of injuries may be factored in considering the remaining lifetime of injured persons and the benefits of avoided damage and escalation costs as described in the Singapore QRA Guide. ⊕

About the Author

Dave Russell | PE, ASP, president, Global Environmental Operations Inc.

Dave is a PE and Associate Safety Professional who practices from his company Global Environmental Operations Inc. He has lectured and consulted on environmental and safety issues all over the world.

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