Calculation methods

Redundancy, MooN voting and the common cause factor β

Why two channels are not a hundred times better than one, with worked 1oo2 and 2oo3 examples showing the common cause term taking over.

2 min read · First Out AI knowledge library

Redundancy is the usual answer when one channel cannot reach the target. The gain is real but smaller than intuition suggests, because redundant channels share causes of failure: the same design, the same process connection, the same maintenance crew, the same calibration error.

Voting notation

MooN means the function acts when M of N channels demand it. 1oo2 trips if either of two channels trips; 2oo3 needs two of three. For safety, what matters is how many channels must work: a 1oo2 group still works with one channel failed (hardware fault tolerance 1); a 2oo3 group also tolerates one failure; a 2oo2 group tolerates none for safety but is better against spurious trips.

The β-factor model

A fraction β of each channel's dangerous undetected failures is assumed to hit all channels at once (βD for detected failures). The independent remainder (1 − β) behaves as the binomial combination of channels.

Simplified, perfect proof test, ignoring repair terms:

VotingIndependent partCommon cause part
1oo1λDU·T1/2–
1oo2((1−β)·λDU·T1)² / 3β·λDU·T1/2
2oo3((1−β)·λDU·T1)²β·λDU·T1/2
1oo3((1−β)·λDU·T1)³ / 4β·λDU·T1/2

Worked example

Two shutdown valves in series (1oo2), each λDU = 2 × 10⁻⁶ per hour, tested yearly.

βIndependent partCommon cause partPFDavg
10 %8.3 × 10⁻⁵8.8 × 10⁻⁴≈ 9.6 × 10⁻⁴
2 %9.8 × 10⁻⁵1.8 × 10⁻⁴≈ 2.7 × 10⁻⁴
0 % (never justified)1.0 × 10⁻⁴0≈ 1.0 × 10⁻⁴

With a typical β the common cause term is about ten times the independent term. The single valve gave 8.8 × 10⁻³, so redundancy bought a factor of about 9, not 90.

The same transmitters as 2oo3 with β = 10 % give about 1.1 × 10⁻³: worse than 1oo2 for safety, because two of the three must work, but far better against spurious trips.

Choosing β

β is a judgement, normally supported by a checklist that scores separation, diversity, complexity, analysis, procedures, competence and environment. Typical values used for field devices are a few percent to about 10 %; for logic solvers they are usually stated by the manufacturer. A value of zero for redundant channels is a red flag in any review.

Ways to lower it in the design: separate process tappings and impulse lines, different technologies (diversity), separate air supplies and solenoids for valves, staggered testing by different people, and a proof test that looks for common causes.

In First Out AI

Set the voting and β on each group. The automatic checks flag a redundant group with β = 0, and the AI points to it when you ask where the mistake is.

Written for First Out AI as engineering guidance. It supports engineering work and does not replace it; check every value against your standards, certificates and company rules with a competent functional safety engineer.