The mathematical nature and physical significance of the stationary po
int problem, as related to the computation of phase equilibria, is rev
iewed. Robust (Newton) techniques are used to compute stationary point
s in composition space for three ternary systems: (1) a simple model o
f excess Gibbs energy; (2) a Type I van der Waals mixture at a tempera
ture and pressure which does not have any real-root multiplicity when
solving the cubic equation-of-state; (3) the same Type I van der Waals
mixture at a temperature and pressure which has real-root multiplicit
y when solving the cubic equation-of-state. All three examples can exh
ibit fractal behavior with respect to the points of initiation of the
robust solution technique. The occurrence and nature of the fractal pa
tterns are a function of the location of the reference point of the so
lution search in the composition space.