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MTBF from Runtime + Failure Count

Turn logged operating hours and failure counts into MTBF, failure rate, and availability.

InputMTBF = (operating hours × units) / failures , λ = 1 / MTBF , Aᵢ = MTBF / (MTBF + MTTR)

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The engineering

MTBF is just accumulated operating time divided by the number of failures observed over that time — it is a rate estimate, not a guaranteed lifetime. Reach for it when you have a fleet log: sum every unit's runtime, count the failures, and divide. Multiply units × hours so a 5-unit line running 2,000 h is credited with 10,000 unit-hours.

The classic trap is reading MTBF as "how long one unit lasts." A 100,000-hour MTBF on a part with a 5-year wear-out life does not mean 11 years of service — it means that during its useful (constant-rate) life the instantaneous failure rate is 1/100,000 per hour. MTBF only applies to the flat middle of the bathtub curve. With zero failures logged you cannot divide, so fall back to a χ² confidence bound instead.

Where this math comes from

MTBF grew out of WWII electronics maintenance, where vacuum-tube gear failed so often that the Navy and Air Force needed a common number to compare designs and budget spare parts. Post-war, the 1957 AGREE report (Advisory Group on Reliability of Electronic Equipment) formalized reliability as a specifiable, testable requirement rather than an afterthought.

The Department of Defense codified the exponential-life prediction methods in MIL-HDBK-217 for part-level rates and MIL-HDBK-338 for the system-level reliability engineering that ties runtime and failure counts to MTBF and availability. Those handbooks are still the reference every industrial reliability engineer quietly cites.

  1. 1957AGREE (DoD)Reliability report establishes MTBF as a specifiable, demonstrable requirement.
  2. 1962US DoDMIL-HDBK-217 issued — standardized component failure-rate prediction.
  3. 1988US DoDMIL-HDBK-338 consolidates electronic reliability design, including MTBF and availability methods.
  4. 1998US DoDMIL-HDBK-338B revision — the version cited on most current programs.

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