Cy. Shen et al., STOCHASTIC MODELING OF CONTROLLED-RELEASE FROM POLY-STYRENE-CO-4-VINYLPYRIDINE MICROSPHERES, Journal of controlled release, 32(2), 1994, pp. 139-146
The aim of this study was to establish a stochastic approach for model
ing controlled release of a dye as a function of the composition of a
group of polymer microspheres in various pH environments. The microsph
eres were polymers based on styrene, 4-vinylpyridine and divinylbenzen
e. The composition of the polymers were characterized by the ratio of
styrene to 4-vinylpyridine and the mole% of divinylbenzene. Based on t
he release profiles in a series of preliminary experiments, a compartm
ental model that conceptually divided the sources of release from micr
ospheres into shell and core regions was used. Two separate exponentia
l models, each with two unknown constants, were used. The modeling pro
cess consists of two steps. The first step was to determine the unknow
n parameters for both models. The second step was to fit the estimated
parameters in a multiple linear model of the three factors: monomer r
atio, mol% of crosslinking agent and pH of the medium for release. The
results showed that the general model described the release well for
most cases. The discrepancy between the release pattern predicted by t
he model and the experimental data could be caused by the transitional
swelling points existing in pH-sensitive polymers and modification of
crosslinking network by the swelling-de-swelling cycle of the dye-loa
ding process.