If it is assumed that components do not deteriorate in storage then the calculation of the distribution of time to failure is simple since it is just the sum of individual failure times.

George H. Weiss, Reliability of a System in Which Spare Parts Deteriorate in Storage, Journal of Research of the National Bureau of Standards, Vol. 66B, 1962