Abstract
A scaling theory is developed for the motion of a polymer-tethered nanoparticle (NP) in an unentangled polymer melt. We identify two types of scaling regimes depending on the NP diameter d and the size of a grafted polymer chain (tail) Rtail. In one type of regimes, the tethered NP motion is dominated by the bare NP, as the friction coefficient of the tails is lower than that of the less mobile particle. The time dependence of the mean square displacement (MSD) of the tethered NP ⟨Δr2(t)⟩ in the particle-dominated regime can be approximated by ⟨Δr2(t)⟩bare for the bare NP. In the other type of regimes, the tethered NP motion is dominated by the tails when the friction coefficient of the tails surpasses that of the particle at times longer than the crossover time τ∗. In a tail-dominated regime, the MSD ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare only for t < τ∗. ⟨Δr2(t)⟩ of a single-tail NP for t > τ∗ is approximated as the MSD ⟨Δr2(t)⟩tail of monomers in a free tail, whereas ⟨Δr2(t)⟩ of a multi-tail NP for t > τ∗ is approximated as the MSD ⟨Δr2(t)⟩star of the branch point of a star polymer. The time dependence of ⟨Δr2(t)⟩ in a tail-dominated regime exhibits two qualitatively different sub-diffusive regimes. The first sub-diffusive regime for t < τ∗ arises from the dynamical coupling between the particle and the melt chains. The second sub-diffusive regime for t > τ∗ occurs as the particle participates in the dynamics of the tails. For NPs with loosely grafted chains, there is a Gaussian brush region surrounding the NP, where the chain strands in Gaussian conformations undergo Rouse dynamics with no hydrodynamic coupling. The crossover time τ∗ for loosely grafted multi-tail NPs in a tail-dominated regime decreases as the number of tails increases. For NPs with densely grafted chains, the tails are hydrodynamically coupled to each other. The hydrodynamic radii for the diffusion of densely grafted multi-tail NPs are approximated by the sum of the particle and tail sizes.
Graphical Abstract:

1. Introduction
The mobility of particles in a polymeric viscoelastic medium is important to a broad range of applications, including the particle-based micro-rheology studies of polymer solutions1,2 and melts,3–6 the fabrication and processing of nanoparticle polymer composites,7,8 and the design of drug carriers moving through cells and extracellular matrices.9 In many cases, the particles are sticky to the surrounding chains due to the attractive interactions between the particles and polymers. For instance, nanoparticles often stick to the polymers in nanocom-posites,10,11 and viruses and pathogens adhere to mucin molecules in the mucus defending human airways and gastrointestinal tract.12 The attraction between particles and polymers leads to either reversible or permanent adsorption of polymers to the particles.13,14 The adsorbed chains tend to retard the motion of a sticky particle with respect to that of a non-sticky particle. This has ramifications for the applications relying on the mobility of particles.
In this paper we present a theoretical description of the motion of polymer-tethered nanoparticles (NPs) in an unentangled polymer melt. We consider a NP either with a single polymer chain (tail) or with multiple chains (tails) permanently end-grafted onto it. The grafted chains and the matrix chains in the melt are assumed to be chemically identical. We also assume that there is no adsorption of either grafted chains or matrix chains onto the nanoparticles. Although a single-tail NP rarely occurs in experiments, it serves as a prototype model for the study of how tethered polymers affect NP motion. The research of polymer-tethered NPs provides the first step towards understanding how NP motion is affected by the adsorption layer resulting from the attraction between NPs and surrounding polymers, as the adsorption layer can be mapped to a combination of tails and loops.15–17
We demonstrate that the motion of a tethered NP in a polymer melt is determined by the competition between the dynamics of the bare NP in the polymer melt and the dynamics of the tethered polymer chains. The theory in this paper is based on the previous scaling theories of the mobility of a non-sticky NP in a polymer melt18,19 and of polymer dynamics.20 Through the comparison of the motion of the bare NP and the dynamics of tethered polymer chains, we distinguish particle-dominated and tail-dominated scaling regimes. In a particle-dominated regime, a tethered NP moves as a bare NP, while the effects of the tethered tails on NP motion can be neglected. In a tail-dominated regime, the motion of a tethered NP is not significantly affected by the tails below a crossover time, but is dominated by the tails above the crossover time. Section 2 presents the theory for a single-tail NP in an unentangled polymer melt. Section 3 deals with a multi-tail NP in an unentangled polymer melt. Summary of the results and concluding remarks are in Section 4.
2. NP with a Single Tail
We first consider a nanoparticle (NP) with a grafted polymer chain (a tail) diffusing in an unentangled polymer melt, as illustrated in Figure 1(a). The diameter of the NP is d, and its mass is m. Kuhn lengths of the grafted chain and of the melt chains are both b. The number of Kuhn segments in the tail is Ntail, while the number of Kuhn segments per melt chain is N. The root mean square end-to-end size of a melt chain is R ≈ bN1/2. The root mean square end-to-end size of the tail for Ntail < N2, obeying the ideal random-walk statistics. A longer tail with Ntail > N2 is expected to swell in the melt, and Rtail ≈ bN (Ntail/N2)3/5, corresponding to a self-avoiding random-walk conformation of chain sections each containing N2 Kuhn segments.20 Throughout the paper, we ignore any order-unity prefactors while focusing on the scaling relations and use the sign ≈ to indicate equality on the scaling level.
Figure 1:
(a) Schematic illustration of a NP (blue sphere) with a tethered polymer tail (red line) in a melt of unentangled polymers (green lines). The NP diameter is d. The size of a melt chain is R, while the size of the tail is Rtail. (b) Scaling regimes in the (d,Rtail) parameter space for the mobility of a single-tail NP in an unentangled polymer melt.
The diffusion coefficient D quantifies the mobility of a single-tail NP. According to the Stokes-Einstein relation, D is related to the friction coefficient ζ
| (1) |
in which kB is the Boltzmann constant and T is the absolute temperature. We determine the friction coefficient ζ on the basis of the previous scaling theories for the friction coefficients ζbare of a bare NP without the tail18,19 and ζtail of a free tail without the particle.20 For the diffusion of a bare NP in an unentangled polymer melt,
| (2) |
where η0 is the monomeric viscosity and ζ0 ≈ η0b is the monomeric friction coefficient. A small bare NP with b < d < R does not experience the viscosity ≈ η0N ≈ η0 (R/b)2 of the polymer melt, but only an effective viscosity ≈ η0 (d/b)2 corresponding to polymer chain sections whose sizes ≈ d. In contrast, a large bare NP with d > R experiences the full polymer melt viscosity ≈ η0N independent of d. For the diffusion of a free tail in an unentangled polymer melt,
| (3) |
ζtail is proportional to the number of monomers Ntail in the tail if the melt chains screen the hydrodynamic coupling between sections of the tail with b < Rtail < Nb. ζtail for a longer tail with Rtail > Nb scales with the size of the tail Rtail due to the unscreened hydrodynamic coupling between sections of the tail.20 For Rtail > Nb, the friction of the tail resulting from the hydrodynamic coupling is smaller than ζtail ≈ ζ0Ntail without hydrodynamic coupling, and thus is a more favorable way of energy dissipation.
Since the bare NP is dynamically coupled to a wake of size ≈ d in the melt surrounding the particle, adding a small tail with Rtail < d to the wake does not significantly change the motion of the particle with respect to that of the bare NP. As a result, the friction coefficient ζ of the single-tail NP with Rtail < d is approximated as ζbare of a bare NP, and the mobility of the single-tail NP is dominated by the particle with D ≈ kBT/ζbare. If Rtail > d, a significant portion of the tail is beyond the wake surrounding the particle. The friction coefficient of the single-tail NP is approximated as
| (4) |
where ζbare and ζtail are given in Eq. 2 and Eq. 3, respectively. The diffusion coefficient for a single-tail NP is
| (5) |
If ζtail ≪ ζbare, the diffusion of the particle is not significantly affected by the tail, as the tail with a smaller friction coefficient is more mobile than the particle. Therefore, D is approximated as the diffusion coefficient for the bare NP
| (6) |
If ζtail is comparable to ζbare, the effects of the tail on the diffusion of the particle cannot be ignored. The expression in Eq. 5 can be used to approximate D. If ζtail ≫ ζbare, the diffusion of the single-tail NP is controlled by the tail that has a higher friction coefficient. As a result, D is approximated as the diffusion coefficient for the free tail
| (7) |
For Rtail > d, the two friction coefficients ζtail and ζbare are compared to determine if the diffusion of a single-tail NP is controlled by the particle with Dtail > Dbare or by the tail with Dtail < Dbare. Whether the combined friction coefficient ζ (Eq. 4) for a single-tail NP is dominated by ζbare or ζtail depends on d and Rtail. In the parameter space (d,Rtail), the boundary line with ζtail ≈ ζbare separates the regions where the diffusion of the single-tail NP is controlled by the particle and the tail, respectively. The boundary line is
| (8) |
Note that the particle and the sections of the tail are hydrodynamically coupled for Rtail > d > bN. The friction coefficient of the single-tail NP ζ is approximated as ζtail, as the size or the hydrodynamic radius of the tail is larger than that of the particle. The mobility of the single-tail NP is dominated by the tail with D ≈ kBT/ζtail.
On time scales shorter than the onset of terminal diffusion, the motion of a single-tail NP is quantified by the time dependence of its mean square displacement (MSD) ⟨Δr2(t)⟩. For Rtail < d, the motion of the particle is not significantly affected by the attached tail, and therefore ⟨Δr2(t)⟩ is approximated as the MSD of a bare NP ⟨Δr2(t)⟩bare. For Rtail > d, the MSD
| (9) |
where the time-dependent effective friction coefficient ζ(t) includes ζbare(t) for the bare NP and ζtail(t) for a chain section of g(t) monomers that move coherently with each other on time scale t. Similar to Eq. 6 and Eq. 7 for terminal diffusion,
| (10) |
In Appendix A, we present the scaling results for ⟨Δr2(t)⟩bare (Eqs. A.1, A.2, and A.6) and ⟨Δr2(t)⟩tail (Eqs. A.7-A.10). ⟨Δr2(t)⟩bare and ⟨Δr2(t)⟩tail are compared in order to identify different scaling regimes for the motion of a single-tail NP with Rtail > d in an unentangled polymer melt.
As shown in Figure 1(b), there is a particle-dominated regime below the blue solid line, where both the terminal diffusion of the single-tail NP and the motion prior to the diffusion are controlled by the particle with ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare. In the particle-dominated regime, the tail does not significantly affect the particle dynamics at all time scales. There are five different tail-dominated regimes depending on the NP size d and the tail size Rtail. In each regime, there is a crossover from the particle-dominated motion at shorter time scales to the tail-dominated motion as t increases. At the crossover time τ∗, ⟨Δr2(τ∗)⟩bare ≈ ⟨Δr2(τ∗)⟩tail. For Regimes I-IV, the friction coefficients ζbare(τ∗) for the bare NP and ζtail(τ∗) for the chain section of g(τ∗) coherently moving monomers are comparable to each other. The results of τ∗ for the five tail-dominated regimes are listed in Table 1 and plotted as a function of d in Figure 2. At time scales shorter than τ∗, the single-tail NP motion is controlled by the particle. The single-tail NP behaves as a bare NP with ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare < ⟨Δr2(t)⟩tail. The time dependence of ⟨Δr2(t)⟩bare is ⟨Δr2(t)⟩bare ~ t2 for the ballistic particle motion at time scales shorter than the ballistic time τbal, ⟨Δr2(t)⟩bare ~ t1/2 for the sub-diffusive motion resulting from the coupling to the Rouse dynamics of the melt chains at time scales between τbal and the diffusion time τd, and ⟨Δr2(t)⟩bare ~ t for the diffusive particle motion at time scales between τd and τ∗. The three distinctive time dependences of ⟨Δr2(t)⟩ for t < τ∗ are sketched in Figure 3 for the five regimes. At time scales longer than τ∗, the dynamics of the tail dominates the single-tail NP motion. The particle follows the tail dynamics, and ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩tail < ⟨Δr2(t)⟩bare. For Regimes I and III with b < Rtail < bN, the particle participates in the Rouse dynamics of the tail with ⟨Δr2(t)⟩tail ~ t1/2 at time scales between τ∗ and the Rouse time τR,tail, and then diffuses with ⟨Δr2(t)⟩tail ~ t for t > τR,tail. The sub-diffusive motion with ⟨Δr2(t)⟩ ~ t1/2 occurs in two time ranges, as shown in Figure 3(a). The first one for results from the coupling between the NP motion and the Rouse dynamics of surrounding polymers in the melt. The second one in arises from the Rouse relaxation modes of the tail. For Regimes II, IV, and V with Rtail > bN, the motion of the tail changes from Rouse dynamics with ⟨Δr2(t)⟩tail ~ t1/2 to Zimm dynamics with ⟨Δr2(t)⟩tail ~ t2/3 at the crossover time τT. Whether a particle participates in the Rouse dynamics of such a long tail depends on whether τ∗ is smaller than τT. As shown in Figure 3(b), a particle in Regime II or IV participates in the Rouse dynamics for and then the Zimm dynamics for τT < t < τZ,tail, whereas a particle in Regime V only participates in the Zimm dynamics for . The single-tail NP finally diffuses with ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩tail ~ t for t > τZ,tail. The details of the calculation of ⟨Δr2(t)⟩ and the features of ⟨Δr2(t)⟩ for different regimes are presented in Appendix A.
Table 1:
Crossover time τ* for a single-tail NP in an unentangled polymer melt.
| Regimes I and II | Regimes III and IV | Regime V |
|---|---|---|
Figure 2:
Dependence of the crossover time τ∗ (see Table 1 and Table 2) on the particle diameter d for a single-tail NP (green upper line) and a NP loosely grafted with 1 < z < N1/2 tails (blue lower line) in an unentangled polymer melt.
Figure 3:
Time dependence of the mean square displacement (MSD) ⟨Δr2 (t)⟩ of a single-tail NP in an unentangled polymer melt for (a) Regimes I and III and (b) Regimes II, IV, and V in Figure 1(b).
3. NP with Multiple Tails
A NP with multiple grafted chains is illustrated in Figure 4(a). The conformations of the tails grafted to the NP are similar to the conformations of the arms in the outer part (the part excluding the inner region of size ≈ d) of a star polymer in the same melt, as shown in Fig. 4 (b). Previously, scaling theories21–24 have been developed to describe the static properties of an isolated star polymer with z arms and Na monomers per arm dissolved in a melt of chemically identical linear chains with N monomers per chain. Below we first briefly review the existing theories for the conformations of star polymers and then develop a new scaling theory for the mobility of a multi-tail NP on the basis of mapping a multi-tail NP to a star polymer.
Figure 4:
(a) Schematic illustration of a NP (blue sphere) with z > 1 grafted tails (red lines) in a melt of unentangled polymers (green lines) with N monomers per chain. The NP diameter is d. The size of a melt chain is R ≈ bN1/2, while the size of the tail is Rtail. The multi-tail NP in (a) is mapped to a star polymer in the same melt, as illustrated in (b). The number of arms in the star is z. The size of the star is Rstar ≈ Rtail. The red sphere in (b) indicates the inner region of the star with diameter ≈ d.
According to the scaling theories,21–24 the radius and the structure of a star polymer in a melt depend on the number of arms z and the number of monomers Na per arm, as shown in Figure 5. For a loosely branched star with 1 < z < N1/2 arms, the radius of the star
| (11) |
If the arms are short with Na < z2, the star is dry with almost no mixing with the melt chains, i.e., the volume fraction of monomers belonging to the star ≈ 1. The arms of the dry star and the arm strands in the dry core of a larger star are stretched with respect to their ideal Gaussian sizes. The stretching is due to the steric hindrance between all the arms originating from the same branch point, as illustrated in Fig. 5(c). The radius of the dry star Rstar ~ (zNa)1/3. If z2 < Na < (N/z)2, the star consists of a brush corona surrounding a dry core of size ≈ bz, which contains z2 monomers per arm. Chain segments in the brush corona adopt ideal random-walk conformations, as the excluded volume interactions between the arms are almost screened by the melt chains. Such a Gaussian brush with is illustrated in Fig. 5(d). If the arms are long with Na > (N/z)2, the brush corona covering the dry core contains an inner Gaussian brush and an outer brush where chain segments adopt swollen conformations. The size of the Gaussian brush region ≈ bN/z, which corresponds to (N/z)2 monomers per arm. The overall star radius . For (N/z)2 < Na < N2z1/2, there are multiple chain sections of Gaussian conformations in a correlation blob of a swollen brush, as shown in Fig. 5(e). Multiple chain sections are required to make the overall excluded volume interaction of a chain strand in a correlation blob ≈ kBT, because the excluded volume interactions are partially screened by the melt chains. For Na > N2z1/2, there is also a swollen brush with multiple chain sections per correlation blob at intermediate distances bN/z < r < bNz1/2 from the branch point. However, each correlation blob at r > bNz1/2 contains only one chain section, as shown in Fig. 5(f). The chain section in a blob adopts a swollen conformation as the blob size ξ(r) ≈ r/z1/2 is larger than the thermal blob size ≈ bN for r > bNz1/2. The brush structure for r > bNz1/2 can be described using the model proposed by Daoud and Cotton.21 The Daoud-Cotton brush corona only exists in a star polymer with Na > N2z1/2. The locations of different regions along the radial axis of a loosely branched star with sufficiently long arms are shown in Fig. 5(a).
Figure 5:
Locations of different regions in (a) a loosely branched star polymer with 1 < z < N1/2 arms and (b) a densely branched star polymer with z > N1/2 arms in a linear polymer melt with N monomers per chain. In both scenarios, only a star consisting of sufficiently long arms with the number of monomers per arm contains all the sketched regions. The structure of a dry core is illustrated in (c), where filled circles and black thick lines indicate the monomers and backbones, respectively. The conformations of chain sections in the Gaussian brush, swollen brush, and Daoud-Cotton brush are illustrated in (d), (e), and (f), respectively. The filled circle in (d) indicates the dry core surrounded by the Gaussian brush. For each type of brush, the strand belonging to one arm is highlighted by the black thick line. Dashed circles in (e) and (f) indicate the correlation blobs with sizes growing along the radial axis. Magenta dashed circles in (e) and (f) indicate the correlation blobs of the arm highlighted by the black solid line. Multiple chain strands exist in a correlation blob of a swollen brush, and the correlation blobs of different strands overlap, as illustrated in (e). By contrast, only one chain strand occupies a correlation blob of a Daoud-Cotton brush, as illustrated in (f). In a correlation blob, the excluded volume interaction of a chain strand with other strands at the same length scale is on the order of thermal energy kBT.
For a densely branched star with z > N1/2, the radius of the star
| (12) |
If the arms are short with Na < z1/2N3/4, the star is dry with Rstar ~ (zNa)1/3. If the arms are long with Na > z1/2N3/4, the star consists of a dry core surrounded by a brush corona. The size of the core ≈ bz1/2N1/4, corresponding to z1/2N3/4 monomers per arm, while the overall star radius . As in a loosely branched star, the Daoud-Cotton brush exists in a densely branched star only for Na > N2z1/2. The locations of different regions along the radial axis of a densely branched star with Na > N2z1/2 are shown in Fig. 5(b). Unlike the brush corona of a loosely branched star, the brush corona of a densely branched star does not contain a Gaussian brush region. There is no intermediate range of Na for which the star contains a dry core and a Gaussian brush corona, because the screening by the melt chains is not strong enough to reduce the overall exclude volume interaction between all densely branched arms below kBT per arm.
We develop a scaling theory for the motion of a multi-tail NP in an unentangled polymer melt by considering a star polymer with z arms and arm length Na ≈ Ntail in the same melt (see Fig. 4). Similar to the motion of a single-tail NP, the motion of a multi-tail NP is significantly affected by the tails only if Rtail > d. Therefore, below we only describe the motion of a multi-tail NP with Rtail > d. The motion of a multi-tail NP with Rtail < d can be approximated as that of a bare NP.
3.1. Loosely Grafted Tails with 1<z <N1/2
If the grafted tails are short with d < Rtail < bz, a multi-tail NP corresponds to a dry star polymer. The size of this multi-tail NP (see Eq. 11 for a dry star with Na < z2). As demonstrated in Appendix B, although the position of the particle fluctuates under the confinement of the grafted dry tails, the motion of the multi-tail NP can be approximated as that of a larger particle with diameter ≈ Rtail in the matrix of melt chains. This tail-dominated regime with d < Rtail < bz is indicated as Regime VI of the (d,Rtail) parameter space in Fig. 6.
Figure 6:
Scaling regimes in the (d,Rtail) parameter space for the mobility of a NP with 1 < z < N1/2 tails in an unentangled polymer melt. Blue solid and dashed lines indicate the boundaries between tail-dominated regimes and the particle-dominated regimes for a multi-tail NP and a single-tail NP, respectively. Red solid lines indicate the boundaries between different tail-dominated regimes for a multi-tail NP.
A multi-tail NP with intermediate tail size in the range max{d, bz} < Rtail < bN/z corresponds to a star polymer consisting of a dry core and a Gaussian brush corona. The size of the multi-tail NP is (see Eq. 11 for a star with z2 < Na < (N/z)2). If d < bz, the multi-tail NP motion is controlled by the tails, as the particle and the dry portions of the tails move together as a larger particle with diameter ≈ bz. This corresponds to Regime VII in Fig. 6. The MSD of the multi-tail NP in this regime is ⟨Δr2(t)⟩ ≈ (b2/z)(t/τ0)1/2 for t < τ0z4 (substitute Rtail by bz in Eq. B.1). Note that τ0z4 is the Rouse time of a segment containing z2 monomers in the dry core of a star polymer. At times longer than τ0z4, ⟨Δr2(t)⟩ is approximately the same as ⟨Δr2(t)⟩star of the branch point of a Gaussian star. If d > bz, the tails do not contain any dry portions. Whether the multi-tail NP motion is controlled by the particle or the tails in the Gaussian brush depends on the competition of the friction coefficients of the bare particle and the tails. The friction coefficient of the bare particle ζbare is given in Eq. 2. The friction coefficient of the tails ≈ zζtail, where ζtail ≈ ζ0Ntail ≈ ζ0 (Rtail/b)2 is the friction coefficient of a single tail undergoing Rouse dynamics. The friction coefficients for individual tails are additive due to the absence of hydrodynamic coupling between the tails. The overall friction coefficient of the multi-tail NP is approximated as
| (13) |
ζ is dominated by the larger of the two contributions ζbare and zζtail. In the parameter space (d,Rtail), the boundary line separating the regions where the diffusion of a multi-tail NP is dominated respectively by the particle and the Gaussian brush is
| (14) |
as indicated by the blue solid line in Fig. 6. Two regimes, which are indicated as Regimes I and III in Fig. 6, exist in the tail-dominated region with bz < d < Rtail < bN/z. Regimes I and III for multi-tail NP motion are similar to their counterparts for single-tail NP motion (see Fig. 1(b)). The time dependence of ⟨Δr2(t)⟩ is similar to that in the corresponding regime for single-tail NP motion (Fig. 3(a)). However, the crossover time τ∗ for multi-tail NP motion is reduced with respect to the corresponding τ∗ for single-tail NP motion, as shown in Table 2 and Figure 2. The earlier crossover to the tail-dominated motion reflects the enhanced friction coefficient of multiple tails compared to that of a single tail. For t > τ∗, the multi-tail NP MSD ⟨Δr2(t)⟩ is approximately equal to the MSD ⟨Δr2(t)⟩star of the branch point of a Gaussian star polymer.
Table 2:
Crossover time τ* for a NP loosely grafted with 1 < z < N1/2 tails in an unentangled polymer melt.
| Regimes I and II | Regimes III and IV | Regime V |
|---|---|---|
For sufficiently long tails with Rtail > max{d, bN/z}, a multi-tail NP corresponds to a star polymer consisting of a dry core, an intermediate Gaussian brush, and an outer brush corona (“hairy” NP). The size of the multi-tail NP is (see Eq. 11 for a star with Na > (N/z)2). In a star polymer with arms forming either a swollen brush corona (Fig. 5(e)) or a Daoud-Cotton brush corona (Fig. 5(f)) covering a swollen brush, hydrodynamical coupling between the arms affects the the branch point motion for t above the Rouse time ≈ τ0(N/z)4 of a strand in the Gaussian brush. In particular, the arms are hydrodynamically coupled for the terminal diffusion of the star. Likewise, a multi-tail NP with Rtail > max{d, bN/z} diffuses in the melt with the NP and the tails hydrodynamically coupled. The hydrodynamic radius of the multi-tail NP can be approximated by the sum of Rtail and d, which is dominated by Rtail > d. The multi-tail NP experiences the melt viscosity η0N, as its size ≈ Rtail > bN/z is larger than the melt chain size R ≈ bN1/2. The diffusion coefficient of the multi-tail NP is D ≈ kBT/(η0NRtail). There are four regimes in the tailed-dominated region with Rtail > bN/z, which are indicated as Regimes II, IV, V, and VIII in Fig. 6. Regimes II, IV, and V for multi-tail NP motion are similar to their counterparts for single-tail NP motion (see Fig. 1(b) for the regimes and Fig. 3(b) for the sketch of ⟨Δr2(t)⟩). However, the crossover time τ∗ is reduced as shown in Table 2 and Figure 2. The time for the crossover from Rouse dynamics to Zimm dynamics of the hydrodynamically coupled tails is also reduced from τT ≈ τ0N4 for a single tail to τT ≈ τ0(N/z)4, which is the Rouse time of a chain segment containing (N/z)2 monomers in the Gaussian star brush (Fig. 5(d)). In Regime VIII, the particle with d < bz and the dry portions of the tails move as a larger particle with diameter ≈ bz, and thus the multi-tail NP motion is controlled by the tails. As in Regime VII, the multi-tail NP MSD ⟨Δr2(t)⟩ ≈ (b2/z)(t/τ0)1/2 for t < τ0z4. At time scales above τ0z4, ⟨Δr2(t)⟩ is approximately the same as ⟨Δr2(t)⟩star of the branch point of the corresponding star polymer.
3.2. Densely Grafted Tails with z >N1/2
If the grafted tails are short with d < Rtail < bz1/2N1/4, a densely grafted multi-tail NP corresponds to a dry star in the same melt (see Eq. 12 for Na < z1/2N3/4). The multi-tail NP motion is similar to that in Regime VI for loosely grafted multi-tail NPs (see Fig. 6). It is controlled by the tails, as the particle and the dry tails move together as a larger particle with diameter ≈ Rtail. More detailed analysis is presented in Appendix B. The MSD of a multi-tail NP before the terminal diffusion in this regime is given in Eq. B.2.
A densely grafted multi-tail NP with long tails of size Rtail > max{d, bz1/2N1/4} corresponds to a star consisting of a dry core and a brush corona (either a swollen brush or Daoud-Cotton brush covering a swollen brush). The particle and the tails are hydrodynamically coupled for the diffusion of the multi-tail NP. The hydrodynamic radius can be approximated by the sum of the tail size Rtail and the particle size d, and is dominated by Rtail > d. The viscosity experienced by the multi-tail NP is the melt viscosity ηN, as Rtail > bz1/2N3/4 is larger than the melt chain size R ≈ bN1/2. The diffusion coefficient is D ≈ kBT/(ηNRtail).
Various aspects of the dynamics of grafted nanoparticles in polymer matrices have been studied experimentally, such as the effects of temperature,25,26 morphology of particles in aggregated state,27 and grafted polymer chains.28,29 We compare the theory developed in this paper with one experimental study that focused on the effects of grafted polymers.29 In this study, the center-of-mass diffusion of Fe3O4 NPs densely grafted with PMMA chains in an unentangled PMMA melt was measured using Rutherford backscattering spectrometry (RBS).29 In one set of experiments, Fe3O4 NPs with diameter d = 4.3nm were grafted with PMMA chains and dispersed in a melt of PMMA chains with molecular weight Mw = 14kg/mol, which corresponds to N = 26 Kuhn monomers of size b = 1.53nm.30 There were three samples with grafting density σ = 0.55chains/nm2, 0.33chains/nm2, and 0.17chains/nm2. The number of grafted tails per NP is z = πd2σ = 32, 19, and 10, and the corresponding number of Kuhn monomers per tail is Ntail = 30, 39, and 39. We refine the criterion for a loosely grafted NP in a melt matrix and show that the NPs in all three samples are indeed not loosely grafted. The criterion z < N1/2 for a loosely grafted NP corresponds to the existence of a Gaussian star with for z2 < Na < (N/z)2, as shown in Eq. 11. A strand with less than z2 Kuhn monomers from the branch point is located in the dry core, while a strand with more than (N/z)2 Kuhn monomers from the branch point goes beyond the Gaussian region and becomes swollen. The expression for the size of a dry star Rstar ≈ b(zNa)1/3 for Na < z2 (Eq. 11) is refined by considering that the volume of a Kuhn monomer is not b3 but more precisely ba2, where a is the thickness of a Kuhn monomer. The refined expression is Rstar ≈ a2/3b1/3(zNa)1/3 for Na < z2(a/b)4. The refined criterion for the existence of a Gaussian star is z2(a/b)4 < Na < (N/z)2, which requires z < (b/a)N1/2. Accordingly, the refined criterion for a loosely grafted NP is z < (b/a)N1/2. For the three samples in the experiments, the volume of a monomer is v = 0.149nm3, the molecular weight of a monomer is M0 = 0.1kg/mol, the molecular weight of a Kuhn monomer is Mk = 0.54kg/mol, and hence the thickness of a Kuhn monomer is a = (Mkv/M0b)1/2 = 0.73nm. The refined criterion for loose grafting in the experiments is z < (b/a)N1/2 = 11. As a result, the NPs with z = 32 and 19 are densely grafted, while the NPs with z = 10 are in the crossover from loosely to densely grafted regimes. Next we estimate the structure of the grafted NPs in the experiments. Suppose a strand in the dry layer surrounding the particle contains x Kuhn monomers, then x satisfies (4π/3)(d/2)3 + zx(ba2) = (4π/3)(d/2 + x1/2b)3. Note that the contribution of the particle volume to the dry core volume is considered. For the NPs with (z,Ntail) = (32,30), (19,39), and (10,39), we obtain x = 0, meaning that the dry core consists only of the particle. The overall size of a grafted NP is approximated by the size of a swollen star with Na ≈ Ntail. For (z,Ntail) = (32,30), (19,39), and (10,39), the estimated overall size ≈ 12.3nm, 12.9nm, and 11.4nm. Experiments found that the hydrodynamic radii of the NPs in the three samples RH ≈ 10nm.29 This result roughly agrees with the estimated overall size of the densely grafted NPs, supporting the scaling description that the hydrodynamic radius RH of a densely grafted NP with Rtail > d is dominated by Rtail. Note that hydrodynamic interactions in a semi-dilute polymer solution are screened on a length scale comparable to that for the screening of the intermolecular interactions. The melt chains drain through the grafted polymer brush on the length scale of the last correlation blob size ζlast (see Figure 5). As a result, RH ≈ Rtail − Cζζlast, where Cζ is a numerical coefficient of order unity.31
Below we discuss the extension of the experiments to single-tail NPs and loosely grafted multi-tail NPs. Consider a Fe3O4 NP with d = 4.3nm in a melt of PMMA chains with N = 26 Kuhn monomers per chain and chain size R ≈ bN1/2 = 7.8nm. A single grafted PMMA chain would control the motion of the Fe3O4 particle if the grafted chain size Rtail > b(d/b)3/2 ≈ 7.2nm or the number of Kuhn monomers in the chain Ntail > 22, according to Eq. 8 for a single-tail NP with b < d < R. At Ntail = 22, the friction coefficients ζtail and ζbare of the PMMA tail and the bare Fe3O4 particle are almost the same. Therefore, the diffusion coefficient of a single tail NP with Ntail = 22 is about half of that of a bare NP without the tail. For multiple grafted PMMA chains, the condition for loose grafting is z < (b/a)N1/2 = 11. If z = 6 PMMA chains were loosely grafted to a NP, no PMMA chains are in the dry core (as in the more densely grafted cases with z = 10,19, and 32). The PPMA chains with less than (N/z)2 = 19 Kuhn monomers per chain form a Gaussian brush. There is no hydrodynamic coupling between the tails in the Gaussian brush, and the overall friction coefficient of the tails is 6ζtail. For d = 4.3nm < R = 7.8nm, the z = 6 chains would control the motion of the Fe3O4 particle if Rtail > b(d/b)3/2/z1/2 ≈ 2.9nm or Ntail > 4, according to Eq. 14 for a NP grafted with a Gaussian brush. At Ntail = 4, the friction coefficient of the Gaussian brush 6ζtail is comparable to that of the bare particle ζbare, and therefore reduces the diffusion coefficient of the particle by 50% with respect to that of the bare particle.
4. Conclusions
We study the motion of a polymer-tethered NP in a polymer melt using scaling analysis. For a single-tail NP in an unentangled polymer melt, the friction coefficient ζ(t) for the single-tail NP includes the contributions ζbare(t) from the bare NP and ζtail(t) from the tail. The competition between ζbare(t) and ζtail(t) determines whether the single-tail NP motion is dominated by the bare NP or the tail. In the particle-dominated regime, ζ(t) ≈ ζbare(t) > ζtail(t), and the mean squared displacements of the tailed NP ⟨Δr2(t)⟩ is approximated as ⟨Δr2(t)⟩bare for the bare NP. In a tail-dominated regime, ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare for t smaller than a crossover time τ∗, but ⟨Δr2(t)⟩ is approximated as the MSD of monomers in the tail ⟨Δr2(t)⟩tail for t > τ∗, as ζ(t) ≈ ζtail(t) > ζbare(t) for t > τ∗. We construct a diagram of regimes (Figure 1(b)) to show the particle-dominated regime and various taildominated regimes in the parameter space (d,Rtail). The tail-dominated regimes differ in the tail dynamics that controls the single-tail NP motion (see Figure 3) and the crossover time τ∗ at which the tail-dominated motion begins (see Table 1).
The model of a multi-tail NP in an unentangled polymer melt can be mapped onto a corresponding star polymer in the same melt. A Gaussian brush region where chain segments adopt ideal random-walk conformations exists for loosely grafted tails with 1 < z < N1/2, but is absent for densely grafted tails with z > N1/2. For loosely grafted short tails with d < Rtail < bz, a multi-tail NP corresponds to a dry star diffusing in the melt with hydrodynamic radius ≈ Rtail. With intermediate grafted chain size bz < Rtail < bN/z, a loosely grafted multi-tail NP corresponds to a star with a dry core (Fig. 5(c)) and a Gaussian brush corona (Fig. 5(d)). Similar to the motion of a single-tail NP, the motion of such a multi-tail NP can be in the particle-dominated regime or one of many tail-dominated regimes in the parameter space (d,Rtail) (see Figure 6). If the tails are sufficiently long with Rtail > bN/z, a loosely grafted multi-tail NP corresponds to a star with either a swollen brush corona (Fig. 5(e)) or a swollen brush surrounded by Daoud-Cotton brush corona (Fig. 5(f)). For the diffusion of such a multi-tail NP, the particle and the tails are hydrodynamically coupled. The tails with Rtail > d control the diffusion of the multi-tail NP, as Rtail dominates the hydrodynamic radius approximated by Rtail + d. The crossover time τ∗ for a tail-dominated regime of multi-tail NP motion is reduced with respect to the counterpart for single-tail NP motion (see Table 2 and Fig. 2). For densely grafted tails with z > N1/2, depending on the grafted chain size, a multi-tail NP corresponds to either a dry star or a star consisting of a dry core and a brush corona with no Gaussian region. In both scenarios, the densely grafted multi-tail NP diffuses in the melt with the hydrodynamic radius ≈ Rtail + d, which is dominated by Rtail for Rtail > d.
In conclusion, our scaling theory for the mobility of polymer-tethered NPs in polymer melts demonstrates the interplay between the dynamics of the bare NP and the dynamics of the tethered polymer tails. The theory can be extended to polymer-tethered NPs in entangled polymer melts. As in unentangled polymer melts, the mobility of tethered particles in entangled polymer melts is dominated by the lower of the two mobilities: of the bare particle or of the tails. Bare particles with sizes smaller than the entanglement mesh size a behave essentially the same as those in unentangled polymer melts. However, the mobility of particles is significantly reduced as the particle size exceeds the tube diameter a of the melt. While sufficiently large particles are confined by the entanglement network with the mobility determined by the melt viscosity, particles only moderately larger than a can diffuse through the hopping mechanism and exhibit mobility higher than the prediction of the Stokes-Einstein relation.19 For a single-tail NP, the particle participates in the reptation dynamics of the long tail if the tail has a lower mobility. For a multi-tail NP, the mobility of the tails can be approximated as that of a star polymer undergoing arm retraction in the same melt. The lower of the mobility of the bare particle and the corresponding star polymer determines the mobility of the multi-tail NP. Detailed theoretical description of the mobility of tethered-NPs in entangled polymer melts will be presented in a future publication. One can also extend the present theory to study the the mobility of a NP with an adsorption layer in a polymer melt by describing the adsorption layer as loops and tails.15–17 Furthermore, the theory can be generalized to investigate the motion of a NP with reversibly grafted or adsorbed polymer chains.
Acknowledgement
We acknowledge financial support from National Science Foundation under Grants DMR-1121107 and EFMA-1830957, the National Institutes of Health under Grants P01-HL108808, R01-HL136961, and 5UH3HL123645, and the Cystic Fibrosis Foundation.
Appendix
A. MSD of a Single-Tail NP in an Unentangled Polymer Melt
The MSD ⟨Δr2(t)⟩bare of a bare non-sticky NP in an unentangled polymer melt has been calculated using scaling theory.18 The results of ⟨Δr2(t)⟩bare are shown in Figure A.1(a). The first scaling regime
| (A.1) |
corresponds to the ballistic motion of the bare NP at time scales shorter than the ballistic time τbal. Subsequent scaling regimes describe the thermal motion of the NP. The subdiffusive regime with
| (A.2) |
results from the coupling between the NP motion and the Rouse dynamics of the unentangled polymers up to the diffusion time τd. Matching Eq. A.1 and Eq. A.2, one obtains the ballistic time as the crossover time between the ballistic and sub-diffusive regime
| (A.3) |
where ζ0 is the monomeric friction coefficient and
| (A.4) |
is the monomer relaxation time. The sub-diffusion of a NP with b < d < R is coupled to the relaxation of chain segments with sizes up to d, while the sub-diffusion of a NP with d > R is coupled to the relaxation of the entire polymer chain. As a result, the diffusion time for the onset of Brownian motion of a NP is
| (A.5) |
where τR ≈ τ0N2 ≈ τ0 (R/b)4 is the Rouse relaxation time of the polymer melt. The final scaling regime with t > τd corresponds to NP diffusion with MSD increasing linearly with time
| (A.6) |
The MSD ⟨Δr2 (t)⟩tail of monomers in a linear polymer containing Ntail monomers is obtained based on scaling models for the dynamics of unentangled polymers.20 Scaling descriptions of ⟨Δr2 (t)⟩tail are presented in Figure A.1(b). A shorter polymer with Ntail < N2 relaxes by Rouse dynamics, and
| (A.7) |
where is the Rouse time. The shorter polymer finally diffuses with
| (A.8) |
Figure A.1:
(a) MSD ⟨Δr2 (t)⟩bare of a bare NP with d < R (blue solid line) and d > R (magenta dotted line) in a melt of unentangled polymers with chain size R. (b) MSD ⟨Δr2 (t)⟩tail for monomers in an unattached (free) tail polymer with Ntail < N2(green dotted line) and Ntail > N2 (red solid line) in a melt of unentangled polymers with N monomers per chain.
A longer polymer with Ntail > N2 first relaxes by Rouse dynamics until τT ≈ τ0N4, which is the relaxation time of a chain segment containing N2 monomers, and then relaxes by Zimm dynamics until the Zimm time τZ,tail ≈ τT (Ntail/N2)9/5. Zimm dynamics occurs at time scales t > τT, as the hydrodynamics coupling between sections of the long polymer can no longer be screened by the shorter melt chains. For the Rouse dynamics and the subsequent Zimm dynamics, the MSD of monomers is
| (A.9) |
Finally, the long polymer diffuses with
| (A.10) |
For d < Rtail < bN, the MSD ⟨Δr2(t)⟩ of a single-tail NP is obtained based on the approximation in Eq. 10. Below we describe the time dependence of ⟨Δr2(t)⟩ for different tail-dominated scaling regimes in the (d,Rtail) parameter space (see Figure 1(b)).
Regime I:
Small NP with b < d < R and Long tail with b(d/b)3/2 < Rtail < bN (SL). The time dependence of ⟨Δr2(t)⟩ in Regime I is shown by the blue dashed line in Figure 3(a). ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare ∼ t2 (Eq. A.1) for t < τbal, ∼ t1/2 (Eq. A.2) for , and ∼ t (Eq. A.6) for . Subsequently, ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩tail ∼ t1/2 (Eq. A.7) for and ∼ t (Eq. A.8) for t > τR,tail.
Regime II:
Small NP with b < d < R and Very long tail with Rtail > bN (SV). The time dependence of ⟨Δr2(t)⟩ in Regime II is shown by the magenta dashed line in Figure 3(b). The crossover time (see Table 1), and the time dependence of ⟨Δr2(t)⟩ for in Regime II is identical to that for in Regime I. Above the crossover time, ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩tail ∼ t1/2 and ∼ t2/3 (Eq. A.9) for and τT < t < τZ,tail, respectively. Finally, ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩tail ∼ t (Eq. A.10) for t > τZ,tail. Compared with Regime I, Regime II has an additional time dependence ⟨Δr2(t)⟩ ∼ t2/3, which is due to the Zimm dynamics of a very long tail with Rtail > bN.
Regime III:
Large NP with R < d < bN and Long tail with R(d/b)1/2 < Rtail < bN (LL). The time dependence of ⟨Δr2(t)⟩ in Regime III (red solid line in Figure 3(a)) is similar to that in Regime I (blue dashed line in Figure 3(a)). One difference between Regime III and Regime I is that while (see Eq. A.5). Another difference is in the d-dependence of the crossover time, whereas (see Table 1).
Regime IV:
Large NP with R < d < bN and Very long tail with Rtail > bN (LV). Regime IV and Regime II have a similar time dependence of ⟨Δr2(t)⟩ (see green dotted line and magenta dashed line in Figure 3(b)). The differences between Regime IV and Regime II are identical to those between Regime III and Regime II: (1). vs. and (2). vs. .
Regime V:
Very large NP with d > bN and Very long tail with Rtail > d (VV). As shown by the cyan solid line in Figure 3(b), ⟨Δr2(t)⟩ ≈ ⟨Δr2(t)⟩bare ∼ t2 (Eq. A.1) for t < τbal, ∼ t1/2 (Eq. A.2) for , and ∼ t (Eq. A.6) for . Above the crossover time (Eq. A.9) for and finally ∼ t (Eq. A.10) for t > τZ,tail. Since the crossover time , the tailed NP does not participate in the Rouse dynamics of the tail. As a result, there is no time range with ⟨Δr2(t)⟩ ∼ t1/2 for in Regime V.
B. Motion of a NP Tethered with a Dry Layer in an Unentangled Polymer Melt
Consider a NP with 1 < z < N1/2 loosely grafted tails and d < Rtail < bz. The grafted layer is dry, as Rtail is smaller than the dry core size bz of the corresponding star polymer (see Fig. 5(a)). Below we show that the mean square fluctuation of the NP under the confinement of the grafted layer is smaller than the MSD of a dry sphere with size ≈ Rtail in the matrix of melt chains. As a result, the motion of the tethered NP is approximated as that of the dry sphere with size ≈ Rtail.
Suppose a coherently moving segment of a tail in the dry layer contains g(t) monomers at time t. The fluctuation of the size of a segment containing g monomers is rg ≈ bg1/2. The relaxation time of the segment is approximately the time it takes for the segment with diffusion coefficient ≈ kBT/ζ0g to diffuse a distance comparable to the fluctuation of its size, i.e., . As a result, g(t) ≈ (t/τ0)1/2. The mean square fluctuation of the particle confined by the tethered chains is ⟨Δr2(t)⟩f ≈ b2g(t)/z ≈ b2(t/τ0)1/2/z. Note that ⟨Δr2(t)⟩f is smaller than the MSD ⟨Δr2(t)⟩bare of a bare NP in the same dry layer. The viscosity of a melt consisting of chains with g monomers per chain is ηg ≈ (kBT/b3g)τg ≈ η0g. The effective viscosity experienced by the bare particle at time scale t is ηg(t) ≈ η0g(t) ≈ η0(t/τ0)1/2, and the effective friction coefficient ζ(t) ≈ ηg(t)d ≈ ζ0(d/b)(t/τ0)1/2. As a result, ⟨Δr2(t)⟩bare ≈ [kBT/ζ(t)]t ≈ (b3/d)(t/τ0)1/2. For d < bz, ⟨Δr2(t)⟩bare > b2(t/τ0)1/2/z ≈ ⟨Δr2(t)⟩f, which means the confinement of tethered chains reduces the mobility of the particle with respect to the bare particle in the same dry layer.
The MSD of a dry sphere with diameter ≈ Rtail < bz in the matrix of melt chains with chain size R ≈ bN1/2 > bz is ⟨Δr2(t)⟩dry ≈ (b3/Rtail)(t/τ0)1/2 (see Eq.A.2) for t < τ0(Rtail/b)4 (see Eq.A.5). The ratio ⟨Δr2(t)⟩dry /⟨Δr2(t)⟩f ≈ bz/Rtail > 1 for Rtail < bz. Therefore, the MSD of the dry sphere dominates over the mean square fluctuation of the particle confined by the tethered chains. Accordingly, we approximate the MSD of the NP with a loosely grafted dry layer as
| (B.1) |
while ⟨Δr2(t)⟩f < ⟨Δr2(t)⟩ is the internal fluctuation of the particle position.
Next, consider a NP with z > N1/2 densely grafted tails and d < Rtail < bz1/2N1/4, where bz1/2N1/4 is the dry core size of the corresponding star polymer (see Fig. 5(b)). Similar to the result for a loosely tethered NP, the mean square fluctuation ⟨Δr2(t)⟩f ≈ b2(t/τ0)1/2/z, and it is smaller than ⟨Δr2(t)⟩bare of the bare particle in the same dry chains. The MSD of a dry sphere with diameter ≈ Rtail in the melt chains with chain size R is ⟨Δr2(t)⟩dry ≈ (b3/Rtail)(t/τ0)1/2 (see Eq.A.2) at times smaller than the diffusion time τd. According to Eq. A.5, τd ≈ τ0(Rtail/b)4 if Rtail < R, whereas τd ≈ τR ≈ τ0(R/b)4 if R < Rtail < bz1/2N1/4. The ratio ⟨Δr2(t)⟩dry /⟨Δr2(t)⟩f ≈ (bz/Rtail) > z1/2/N1/4 > 1 for Rtail < bz1/2N1/4 and z > N1/2. As a result, the MSD of the NP with a densely grafted dry layer is
| (B.2) |
with the internal fluctuation of the particle position ⟨Δr2(t)⟩f < ⟨Δr2(t)⟩.
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