I'm interested in this problem. Let N be the number of customers in the queueing system at steady state. I know how to find the distribution of N for a M/M/1 queueing system with arrival rate lambda and mean service times 1/mu per server, but how do I find it for M/M/infinity (i.e. there are an infinite number of servers and no waiting time with exponential arrival times and service times)?