In the present work, all these different events are investigated at different time and length scales using suitable simulation methods such as Molecular Dynamics (MD) simulation [1,2], Brownian Dynamics (BD) simulation [3] and kinetic Monte Carlo (kMC) simulation [4]. The use of simulation techniques with spatial resolution such as MD and BD is advantageous when dealing with systems of increased geometrical complexity. This is the case of non-spherical polymer particles, structured polymer particles (e.g. core-shell, multilayered, etc.), non-uniform polymer particles (e.g. gradient in radial monomer composition), polydisperse particles and so on.
Molecular Dynamics (MD) simulation is used to estimate the diffusion coefficients of a given molecular species under very specific conditions. These diffusion coefficients are then used by the Brownian Dynamics (BD) simulation method to describe the molecular motion at a much larger time and length scale. The BD simulation of radicals in emulsion polymerization is used to determine the rate of radical capture by polymer particles [5,6], as well as the rate of radical desorption from the particles to the continuous phase [7]. Similarly, the BD method can be used to simulate the absorption and desorption of monomer molecules by polymer particles, and therefore, to obtain a description of the monomer swelling dynamics. The simulation of polymerization reactions under diffusion control, which usually takes place inside the polymer particles at low monomer volume fraction, is performed using a new modified version [8] of the stochastic simulation algorithm developed by Gillespie [4]. Finally, the integration of all these multi-scale processes into one single simulation is performed using a kinetic Monte Carlo (kMC) algorithm.
References:
[1] Frenkel, D. and B. Smit. "Understanding molecular simulation", Academic Press, San Diego 2002.
[2] Chen, J. C. and A. S. Kim. "Brownian Dynamics, Molecular Dynamics and Monte Carlo modeling of colloidal systems". Adv. Colloid Interf. Sci., 112, 159-173 (2004).
[3] Ermak, D. L. and J. A. McCammon. "Brownian dynamics with hydrodynamic interactions". J. Chem. Phys., 69, 1352-1360 (1978).
[4] Gillespie, D. T. "A general method for numerically simulating the stochastic time evolution of coupled chemical reactions". J. Comp. Phys., 22, 403-434 (1976).
[5] Hernandez, H. F. and K. Tauer. "Brownian Dynamics Simulation of the capture of primary radicals in dispersions of colloidal polymer particles". Ind. Eng. Chem. Res., 46, 4480-4485 (2007).
[6] Hernandez, H. F. and K. Tauer. "Brownian Dynamics Simulation Studies on Radical Capture in Emulsion Polymerization". Macromol. Symp., 259, 274-283 (2007).
[7] Hernandez, H. F. and K. Tauer. "Radical desorption kinetics in emulsion polymerization - Theory and Simulation". Submitted to Ind. Eng. Chem. Res.
[8] Hernandez, H. F. and K. Tauer. "Stochastic simulation of imperfect mixing in free radical polymerization". Macromol. Symp. (2008). In press.