See page 510--and in particular Figure 14.11 in the textbook which shows how the multi-connected rain-sprinkler network is converted into a singly connected one (basically you convert a multi-connected net to a singly-connected one by
merging some of the nodes into new supernodes--which take values that are in the cartesian product of the domains of the merged nodes)