The time already elapsed since the noise is minutes. Conditional on a particular noise time and on still being in progress, memorylessness of the exponential distribution givesThis law does not depend on . Averaging over the conditional distribution of therefore leaves the same remaining-time law. HenceThe elapsed minutes are not subtracted from the original mean; the exponential residual lifetime has the same mean after any elapsed duration.
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