A new approach to the analysis of asymptotic properties of closed queu
ing networks with both constant service rates and, in certain cases, l
oad-dependent service rates is developed. The method is based on a dec
omposition of the generating function of the normalising constant into
simpler node functions which are easily inverted term by term. An exa
ct closed form is obtained for the normalising constant in some cases
and an approximation, based on an integral formula, in others. These r
esults are applied to model a large computer system with terminals, wh
ich is also used to illustrate the main properties of the normalising
constant and the system throughput function as the population increase
s. The authors' method is compared with others in terms of both accura
cy and efficiency. Finally, it is indicated how multiclass networks ca
n be handled, essentially by reduction to a collection of single class
networks.