We consider an M/M/infinity queue with servers ranked as {1, 2, 3,...}. The
Poisson arrival stream has rate lambda and each server works at rate mu. A
new arrival takes the lowest ranked available server. We let S be the set
of occupied servers and ISI is the number of elements of S. We study the di
stribution of max(S) in the asymptotic limit of rho = lambda/mu --> infinit
y. Setting P(m) = Pr [max(S) > m] we find that the asymptotic structure of
the problem is different according as m = O(1) or m --> infinity, at the sa
me rate as rho. For the latter it is furthermore necessary to distinguish t
he cases m/rho < 1, m/<rho> approximate to 1 and m/rho > 1. We also estimat
e the average amount of wasted storage space, which is defined by E (max(S)
)- rho. This is the average number of idle servers that are ranked below th
e maximum occupied one. We also relate our results to those obtained by pro
babilistic approaches. Numerical studies demonstrate the accuracy of the as
ymptotic results.