The goal of accurately locating fluid phase boundaries by means of computer
simulation is hampered by difficulties associated with sampling both coexi
sting phases in a single simulation. We explain the background to these dif
ficulties and describe how they can be tackled using a synthesis of biased
Monte Carlo sampling and histogram extrapolation methods, in conjunction wi
th a standard fluid simulation algorithm. The combined approach provides a
powerful method for tracing fluid phase boundaries. (C) 2001 American Assoc
iation of Physics Teachers.