Functional Safety · worked example, computed with First Out AI

Exothermic reactor: when common cause failures erase redundancy

Three temperature sensors and two quench valves. Treated as independent, the function reaches the SIL 3 band. With a realistic common cause factor it is a SIL 2 function, and the β factor becomes the parameter to design for.

Target
SIL 2 (RRF 300)
Method
SIL verification, β sensitivity
Architecture
2oo3 sensors, 1oo2 valves
Result
PFDavg 2.4 × 10⁻³ at β 10 %

Scenario

An exothermic batch reaction can run away if cooling is lost. The safety function measures reactor temperature with three transmitters voted 2oo3 and opens either of two quench valves, voted 1oo2, to stop the reaction.

The target, SIL 2 with a required risk reduction of 300, comes from the plant's LOPA and is taken as given here.

Architecture and input data

Identical sensors in closely spaced thermowells and identical valves on one header: β = 10 % for both groups.

Temperature transmittersTT 1TT 2TT 32oo3, HFT 1Logic solverLogic 1oo1, HFT 1Quench valvesValve 1Valve 21oo2, HFT 1
Two quench valves in parallel: either one opening is enough.
SubsystemVotingλDU /hλDD /hλS /hβProof testCoverageRenewal / overhaulPartial strokeTypeSCSFF
Temperature transmitters2oo33.0 × 10⁻⁷1.0 × 10⁻⁶4.0 × 10⁻⁷10%1 yr95%20 yr–BSC 382.4%
Logic solver1oo1, internal HFT 11.0 × 10⁻⁹5.0 × 10⁻⁷2.0 × 10⁻⁷–10 yr100%20 yr–BSC 399.9%
Quench valves1oo21.4 × 10⁻⁶05.0 × 10⁻⁷10%1 yr90%20 yr–ASC 326.3%

Function mission time (averaging horizon): 20 yr. Renewal / overhaul is when failures that no test reveals are cleared for each subsystem.

Verification and β sensitivity

With β = 0 the function would reach 4.4 × 10⁻⁴. At β = 10 % it is 2.4 × 10⁻³, a factor of 5 higher.

SubsystemPFDavgSharePFDavg, perfect test (IEC 61508-6)HFT achieved / requiredRoute 1H limitSpurious trips /h
Temperature transmitters2.8 × 10⁻⁴11%1.4 × 10⁻⁴1 / 0SIL 21.4 × 10⁻⁷
Logic solver4.8 × 10⁻⁵2%4.8 × 10⁻⁵1 / 0SIL 47.0 × 10⁻⁷
Quench valves2.1 × 10⁻³87%6.6 × 10⁻⁴1 / 0SIL 29.5 × 10⁻⁷
RequirementResultSupportsVerdict
Probability of failure on demandPFDavg 2.4 × 10⁻³SIL 2Pass
Hardware fault tolerance (IEC 61511)minimum HFT per subsystemSIL 3Pass
Systematic capabilitylowest element SC 3SIL 3Pass
Required PFDavg (from LOPA)≤ 3.3 × 10⁻³PFDavg 2.4 × 10⁻³Met
Functiontarget SIL 2SIL 2Meets target
Spurious trip rate1.8 × 10⁻⁶ /hMTTFS 63.8 yrReported
Function PFDavg against the common cause factor β
  • β applied to sensors and valves
  • Sensor group alone (valve β fixed at 10 %)
SIL 2SIL 3SIL 41 × 10⁻⁵1 × 10⁻⁴1 × 10⁻³0.0105101520Common cause factor β (%)PFDavg (log scale)Required 3.3 × 10⁻³

Hover or tap the chart, or focus it and use the arrow keys, to read each point.

Chart data
Common cause factor β (%)β applied to sensors and valvesSensor group alone (valve β fixed at 10 %)
04.41 × 10⁻⁴2.32 × 10⁻⁵
28.33 × 10⁻⁴7.36 × 10⁻⁵
51.42 × 10⁻³1.49 × 10⁻⁴
82.01 × 10⁻³2.25 × 10⁻⁴
102.40 × 10⁻³2.76 × 10⁻⁴
153.38 × 10⁻³4.02 × 10⁻⁴
204.36 × 10⁻³5.28 × 10⁻⁴

Findings

For redundant groups, the independent failure terms are tiny and the common cause term is almost the whole result. That makes β the most important input in the calculation and the least often justified.

Using diverse sensor technology (β about 2 %) and separating the valves' air supplies and solenoid power (β about 5 %) gives 1.3 × 10⁻³, with margin to the target.

Recommendations

  1. Score β with the IEC 61508-6 Annex D checklist for each group instead of using a default.
  2. Install the three temperature elements in separate thermowells, and consider one of a different measuring principle.
  3. Give each quench valve its own solenoid supply and air supply.

Worked example with an illustrative design and data, chosen to show the method; it is not a client project. Failure rates are typical of published device certificates and are not taken from any reliability database. Computed with the First Out AI engine v0.3.0 on 28.10.2026. First Out AI supports engineering judgement and does not replace it: results must be checked by a competent functional safety engineer, and First Out AI is not certified software. This is not engineering advice for a specific plant.