We use multiscale modeling and simulations
to investigate the effect
of heterogeneous grafted ligands that vary in chemistry, size, composition,
and placement on the dispersion and aggregation of grafted nanoparticles
in (matrix) oligomer solutions. Motivated by industrial formulations
that contain nanoparticles in complex solutions, such as paints, coatings,
varnishes, printing inks, toners, and cosmetics, we study nanoparticles
of diameters roughly 10–25 nm grafted with hydrophobic and/or
hydrophilic oligomer chemistries in oligomer solutions. We select
poly(ethylene glycol) (denoted as “A”) and alkanes (denoted
as “B”) as the model hydrophilic and hydrophobic graft
and matrix chain chemistries, respectively. We simulate the A/B-grafted
nanoparticles in A/B oligomer solution using coarse-grained (CG) models
at two different length scales “monomer level”
and “chain level”; in the "monomer-level"
CG model,
each CG bead represents a monomer or two in A and B chain chemistries,
and in the "chain-level" CG model, each CG bead represents
an entire
A or B oligomer chain, with bonded and nonbonded interactions for
both these generic CG models guided by atomistic simulations of oligomers
of poly(ethylene glycol) and alkanes in explicit water. Using the
"monomer-level" CG model, we simulate explicit A and B chains
in the
grafted layer interacting with A or B matrix chains in solution. We
find that the graft–matrix wetting increases when the grafted
layer is composed mainly of B chains that are shorter, stiffer, and
more attractive toward A and B chains than A chains are and when A-
and B-grafted chains are placed in segregated domains (i.e., patchy
arrangement) on the particle. Comparison with analogous systems with
only excluded volume interactions shows that the wetting trends with
the grafted layer composition and placement are driven primarily by
entropic driving forces, with the attractive interactions simply enhancing
the entropically-driven grafted layer wetting. Using the "chain-level"
CG model, we then simulate multiple grafted particles with particle
diameter 10–20 times that of the graft/matrix chain size (i.e.,
twice the radius of gyration) in solutions containing matrix B chain
CG beads. Simulations with this "chain-level" CG model show
that when
the particle surface is entirely functionalized homogeneously with
chain A alone, the attractive A–B interactions and repulsive
A–A interactions and particle translational entropy drive the
grafted particles to remain dispersed in solutions of B matrix chains.
In contrast, when the particle surfaces have heterogeneous functionalization
of A and B chains, we observe particle aggregation with specific aggregated
morphologies being a function of A and B graft placements. These results
from the two different levels of CG models describe the complex balance
of enthalpic and entropic driving forces that dictate grafted layer
wetting and the dispersion/aggregation of grafted particles within
complex formulations.