We analyze the smoothing effect of superposing homogeneous sources in a net
work. We consider a tandem queueing network representing the nodes that cus
tomers generated by these sources pass through. The servers in the tandem q
ueues have different time varying service rates. Ln between the tandem queu
es there are propagation delays. We show that for arbitrary arrival and ser
vice processes which are mutually independent, the sum of unfinished works
in che tandem queues is monotone in the number of homogeneous sources in th
e increasing convex order sense, provided the total intensity of the foregr
ound traffic is constant. The results hold for both fluid and discrete traf
fic models.