Consider a monotone system with independent alternating renewal processes a
s component processes, and assume the component uptimes are exponentially d
istributed. In this paper we study the asymptotic properties of the distrib
ution of the rth downtime of the system, as the failure rates of the compon
ents converge to zero. We show that this distribution converges, and the li
miting function has a simple form. Thus we have established an easy computa
ble approximation formula for the downtime distribution of the system for h
ighly available systems. We also show that the steady state downtime distri
bution, i.e. the downtime distribution of a system failure occurring after
an infinite run-in period, converges to the same Limiting function as the f
ailure rates converge to zero.