Let d be an integer, F be a finite set of d-dimensional linear functio
ns and s over arrow pointing right = (s1, s2,..., s(d)), be a dimensio
nal vector of positive integers. We define graph G (F, s over arrow po
inting right), called a linear congruential graph of dimension d as a
graph on the vertex set V = Z(s1) x Z(s2) x ... x Z(sd), in which any
x over arrow pointing right is-an-element-of V is adjacent to the vert
ices f(i) (x over arrow pointing right) mod s over arrow pointing righ
t for any f(i) in F. These graphs generalize several well known famili
es of graphs. e.g. the de Bruijn graphs, chordal graphs, and linear co
ngruential graphs. We show that, for a properly selected set of functi
ons, multidimensional linear congruential graphs generate regular, hig
hly connected graphs which are substantially larger than linear congru
ential graphs, or any other large family of graphs of the same degree
and diameter. Some theoretical and empirical properties of these graph
s are given and their structural properties am studied.