Gr. Smith et Ad. Bruce, MULTICANONICAL MONTE-CARLO STUDY OF SOLID-SOLID PHASE COEXISTENCE IN A MODEL COLLOID, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 53(6), 1996, pp. 6530-6543
We describe a Monte Carlo approach to the determination of the relativ
e stability of two phases, which is conceptually direct, potentially r
ather general, and particularly well suited to parallel computers. The
approach exploits the information contained in the frequencies of the
transitions between the macrostates of the order parameter distinguis
hing the two phases. The transition frequencies are observed in simula
tions initiated from macrostates with order-parameter values intermedi
ate between those of the two phases; they are used to provide estimato
rs of the macrostate transition probability matrix and thence estimato
rs of the sampling distribution itself. The procedure allows one to co
nstruct a series of sampling distributions, weighted with respect to t
he canonical distribution, which approach the multicanonical limit, fl
at across order-parameter space. It entails only simulations that are
short compared to the (multicanonical) relaxation time of the order pa
rameter. Reweighting the transition-probability estimator of the multi
canonical sampling distribution provides a good estimate of the canoni
cal distribution of the order parameter for any value of the conjugate
field, permitting the identification of the coexistence field in part
icular. The method is developed in the context of a system of hard sph
eres with short-range attractive interactions, described by a square p
otential well, which provides a simple model of the intercolloid deple
tion potential in colloid-polymer mixtures. In particular we explore t
he phase diagram in the region in which studies by others, based on fr
ee energy evaluation by thermodynamic integration, have shown the coex
istence of two fee solid phases of different densities.