Grayson L Jackson1, Joseph M Dennis2, Neil D Dolinski3, Michael van der Naald1,4, Hojin Kim1,3, Christopher Eom3, Stuart J Rowan3,5,6, Heinrich M Jaeger1,4. 1. James Franck Institute, University of Chicago, 929 East 57th Street, Chicago, Illinois 60637, United States. 2. Combat Capabilities and Development Command, Army Research Laboratory, Aberdeen Proving Ground, Maryland 21005, United States. 3. Pritzker School of Molecular Engineering, University of Chicago, 5640 South Ellis Avenue, Chicago, Illinois 60637, United States. 4. Department of Physics, University of Chicago, 5720 South Ellis Avenue, Chicago, Illinois 60637, United States. 5. Department of Chemistry, University of Chicago, 5735 South Ellis Avenue, Chicago, Illinois 60637, United States. 6. Chemical and Engineering Sciences Division, Argonne National Laboratory, 9700 Cass Avenue, Lemont, Illinois 60439, United States.
Abstract
The non-Newtonian behaviors of dense suspensions are central to their use in technological and industrial applications and arise from a network of particle-particle contacts that dynamically adapt to imposed shear. Reported herein are studies aimed at exploring how dynamic covalent chemistry between particles and the polymeric solvent can be used to tailor such stress-adaptive contact networks, leading to their unusual rheological behaviors. Specifically, a room temperature dynamic thia-Michael bond is employed to rationally tune the equilibrium constant (K eq) of the polymeric solvent to the particle interface. It is demonstrated that low K eq leads to shear thinning, while high K eq produces antithixotropy, a rare phenomenon where the viscosity increases with shearing time. It is proposed that an increase in K eq increases the polymer graft density at the particle surface and that antithixotropy primarily arises from partial debonding of the polymeric graft/solvent from the particle surface and the formation of polymer bridges between particles. Thus, the implementation of dynamic covalent chemistry provides a new molecular handle with which to tailor the macroscopic rheology of suspensions by introducing programmable time dependence. These studies open the door to energy-absorbing materials that not only sense mechanical inputs and adjust their dissipation as a function of time or shear rate but also can switch between these two modalities on demand.
The non-Newtonian behaviors of dense suspensions are central to their use in technological and industrial applications and arise from a network of particle-particle contacts that dynamically adapt to imposed shear. Reported herein are studies aimed at exploring how dynamic covalent chemistry between particles and the polymeric solvent can be used to tailor such stress-adaptive contact networks, leading to their unusual rheological behaviors. Specifically, a room temperature dynamic thia-Michael bond is employed to rationally tune the equilibrium constant (K eq) of the polymeric solvent to the particle interface. It is demonstrated that low K eq leads to shear thinning, while high K eq produces antithixotropy, a rare phenomenon where the viscosity increases with shearing time. It is proposed that an increase in K eq increases the polymer graft density at the particle surface and that antithixotropy primarily arises from partial debonding of the polymeric graft/solvent from the particle surface and the formation of polymer bridges between particles. Thus, the implementation of dynamic covalent chemistry provides a new molecular handle with which to tailor the macroscopic rheology of suspensions by introducing programmable time dependence. These studies open the door to energy-absorbing materials that not only sense mechanical inputs and adjust their dissipation as a function of time or shear rate but also can switch between these two modalities on demand.
Concentrated or “dense”
suspensions of particles
in a Newtonian suspending solvent can autonomously sense applied stress
and adapt their mechanical properties in response. This feature makes
them promising for smart applications in additive manufacturing,[1−3] coatings and lubrication,[4,5] vibration dampening,[6] and impact mitigation.[7,8] These
highly loaded polymer nanocomposites commonly exhibit non-Newtonian
flow behaviors, where the viscosity depends on the shear rate or shear
stress and may also depend on shearing time. A suspension is termed
shear thinning or shear thickening when the viscosity decreases or
increases with shear rate, respectively.[9,10] Additionally,
the suspension can be thixotropic if viscosity decreases over time
at a fixed shear rate or antithixotropic (also termed negative thixotropic
or rheopectic) if it increases over time at a fixed shear rate.[11] In particular, antithixotropic materials are
attractive because they can transform from liquid-like to solid-like
under shear, and the resulting properties of the shear-induced gel
such as yield stress[12] and conductivity[13] can be programmed using their shear history.
The ability to controllably tune viscosity (or dissipation) with time
would also be relevant to vibration dampening[14] and impact mitigation. However, antithixotropic materials are rare,
and few design rules exist to target this unique and useful non-Newtonian
behavior.The non-Newtonian rheology of dense suspensions originates
from
microscopic constraints on interparticle motion.[5,10,15−21] Shear thinning arises from stress-released constraints, which are
broken upon increasing shear rate or stress, whereas stress-activated
constraints (formed by increasing shear rate or stress) cause shear
thickening. While the macroscopic viscosity in either case is constant
at a given shear rate or stress, constraints are constantly breaking
and re-forming within a structurally dynamic network of noncovalent
interparticle contacts. When the viscosity does evolve with time at
a constant shear rate as in thixotropy (or antithixotropy), this signals
the release (or formation) of constraints.[11] While great strides have been made in understanding the constraint-based
physics of dense suspensions, an emerging challenge is to connect
microscopic constraints to specific chemical interactions.[22]To this end, prior work has focused on
manipulating noncovalent
chemical interactions such as van der Waals forces, solvation forces,[23−25] depletion attraction,[26,27] steric stabilization,[28−31] and hydrogen bonding.[32−35] These seminal studies provide a conceptual framework
to rationalize basic shear-thickening or shear-thinning behavior in
terms of the relative strength of particle–particle and particle–solvent
interactions (i.e., solubility).[24,36] If particle–particle
attractions cannot be overcome by particle–solvent interactions,
then the suspension possesses adhesive constraints at rest, which
are broken by shear (shear thinning). If the particle–solvent
interaction strength is increased[24,25,36,37] and the particle–particle
attraction is diminished, e.g., using surfactants[28,29] or a covalently grafted steric barrier,[30,31] then particles are dispersed at rest yet can form frictionally stabilized
contacts under shear (shear thickening). The understanding from this
prior work was established using simple noncovalent interactions,
yet synthetic organic chemistry offers nearly limitless potential
to tune particle–particle and particle–solvent interactions,
thus presenting a new frontier for designing responsive dense suspensions.Dynamic covalent chemistry (DCC) has recently emerged as a method
to engineer stress-adaptive functional polymeric materials.[38−44] Like the noncovalent interactions described above, dynamic covalent
bonds are able to dissociate and re-associate under equilibrium conditions,
though they typically require a catalyst or external stimulus to access
this reversibility.[42] When integrated into
a dynamic covalent network (DCN) or covalent adaptable network (CAN),
dynamic bonds enable structural reorganization under mechanical stress.
This behavior is quite sensitive to the dynamic equilibrium constant
(Keq).[39,45] Past work
also used interfacial DCC to integrate functionalized filler particles
into cross-linked resins and studied the stress relaxation of these
nanocomposites, though the DCCs used required exogenous catalysts.[46−50] As opposed to these nanocomposite systems with a cross-linked suspending
matrix, dense suspensions possess a fluid matrix that allows particle
migration and interparticle constraints to be formed or released under
shear. While there have been studies of nanoparticle gels stabilized
by dynamic covalent cross-links,[51−53] these works were primarily
concerned with self-assembly rather than shear rheology. Within the
context of a dense suspension, an ideal DCC would allow ambient temperature
dynamic exchange without a catalyst as well as a readily tunable bond
strength (Keq), both of which are achievable
using a specific class of thia-Michael (tM) reactions.The tM
reaction is the addition of a thiol to a thia-Michael accepting
(tMA) electron-poor olefin to form a thioether adduct.[54] As demonstrated by foundational small molecule
studies,[55−57] selection of certain substituents adjacent to the
double bond can result in catalyst-free dynamic tM bonds at ambient
temperatures. Examples of this include benzalcyanoacetate (BCA) and
benzalcyanoacetamide (BCAm)-based tMAs. An advantage of BCA or BCAm-based
tMAs is that the Keq can be tuned by varying
the electron-donating/withdrawing nature of the R-substituents attached
to the phenyl ring, which has been exploited in dynamic polymer networks,[45] adhesives,[58] and
hydrogels.[59,60]Taking advantage of the
room temperature, catalyst-free, dynamic
covalent bonds of the tM reaction with BCAm tMAs, presented here is
the first study aimed at exploring the use of DCC in dense suspensions.
Specifically, thiol-coated hard-sphere silica particles are dispersed
in a fluid matrix composed of a low-molecular-weight BCAm end-capped
polymer. Importantly, this polymeric tMA solvent can form dynamic
tM bonds at the particle surface to yield a dynamic brush layer (Figure A) with a bonding
strength (Keq) orders of magnitude larger
than is achievable through a single hydrogen bond. While conventional
noncovalent dense suspensions (with only hydrogen bonding interactions
at the interface) (NCSs) exhibit shear thinning, these
dynamic covalent suspensions (DCSs) exhibit antithixotropy,
wherein the viscosity reversibly increases under shear and relaxes
upon shear cessation. Interestingly, the rheology of DCSs can be tuned between shear thinning and antithixotropy by varying Keq of the tM bond, which in turn affects the
dynamic graft density at the particle surface. Moreover, studies of
monotopic BCAm tMAs reveal that antithixotropy in DCSs arises from partial debonding of the particle grafts from the surface
under shear and the formation of polymer bridges between particles.
Figure 1
(A) Illustration
depicting a dense dynamic covalent suspension
(DCS). These high volume fraction (ϕ = 55%) DCSs contain particles that can form room temperature dynamic
covalent bonds with the surrounding fluid polymer matrix, resulting
in a bonded polymer graft layer that exchanges dynamically (inset).
(B) Realization of DCSs using dynamic covalent thia-Michael
(tM) chemistry. Chemical structure of ditopic poly(propylene glycol)
benzalcyanoacetamide (BCAm) thia-Michael acceptors (tMAs) (1) with different R-substituents at the para-position
of the β-phenyl ring, R = −OCH3 (1M), −H (1H), −NO2 (1N). These tMAs can form dynamic tM bonds at the surface of thiol-functionalized
particles, which exchange dynamically under ambient conditions without
a catalyst. Small molecule analogues (2M, 2H, or 2N) were used to assess how temperature and chemistry
affect the dynamic equilibrium constant (KeqNMR).
(A) Illustration
depicting a dense dynamic covalent suspension
(DCS). These high volume fraction (ϕ = 55%) DCSs contain particles that can form room temperature dynamic
covalent bonds with the surrounding fluid polymer matrix, resulting
in a bonded polymer graft layer that exchanges dynamically (inset).
(B) Realization of DCSs using dynamic covalent thia-Michael
(tM) chemistry. Chemical structure of ditopic poly(propylene glycol)
benzalcyanoacetamide (BCAm) thia-Michael acceptors (tMAs) (1) with different R-substituents at the para-position
of the β-phenyl ring, R = −OCH3 (1M), −H (1H), −NO2 (1N). These tMAs can form dynamic tM bonds at the surface of thiol-functionalized
particles, which exchange dynamically under ambient conditions without
a catalyst. Small molecule analogues (2M, 2H, or 2N) were used to assess how temperature and chemistry
affect the dynamic equilibrium constant (KeqNMR).
Results and Discussion
Material Synthesis and DCS Preparation
To experimentally
realize the concept in Figure A, thiol-coated particles were prepared by grafting (3-mercaptopropyl)trimethoxysilane
onto commercially available silica particles using literature procedures
(Scheme S1).[61] After surface functionalization, the particle diameter was 417 ±
30 nm (Figure S1), and the particle surface
was covered with 0.5 thiols/nm2 as determined by NMR.[61]The tMA end-capped polymer was synthesized
in two steps from an amine-terminated Mn ∼4000 g/mol poly(propylene glycol) (PPG) core. Acid-catalyzed
condensation with cyanoacetic acid and subsequent Knoevenagel condensation
with different benzaldehydes were used to synthesize three ditopic
BCAm polymers (Schemes S2 and S3 and Table S1). These are referred to by their R-substituents at the para-position of the β-phenyl ring: methoxy (R = −OCH3) (1M), unsubstituted (R = −H) (1H), and nitro (R = −NO2) (1N) (Figure B).To understand the baseline effect of temperature and R-substituent
on the dynamic equilibrium constant (Keq), small molecule analogues 2M, 2H, and 2N were synthesized, and NMR was used to measure KeqNMR under
100 mM equimolar (with 1-octanethiol) conditions in DMSO-d6 over the temperature range 25–77 °C (Schemes S4 and S5, Figures S2–S7, and Table S2). These experiments show that the value of KeqNMR can be tuned
by over a factor of ∼103 using temperature and chemistry: KeqNMR decreases upon heating and, at a constant temperature, shows a trend
of 2N > 2H > 2M (Figure B). As the reaction proceeds
through a charged
enolate intermediate,[57] reaction rates
and overall equilibrium are expected to be impacted by solvent polarity.
In addition to this, Keq for DCSs represents polymeric tMA binding to surface thiols, and the entropic
penalty for polymer chain stretching is not accounted for by KeqNMR and would lead to a lower effective Keq in DCSs. With respect to these points, the small molecule
controls are treated as estimates; however, the trends in temperature
and chemistry from the model studies are expected to translate to DCSs.DCSs at a silica particle volume
fraction (ϕ)
of 55% were prepared with either 1M, 1H,
or 1N as the suspending solvent to yield DCS-1M, DCS-1H, or DCS-1N. A control noncovalent
dense suspension (NCS-OH) was prepared at the same ϕ
and with the same particles but with 4000 g/mol hydroxy-terminated
PPG as the polymer matrix. From ϕ, particle density, and thiol
surface coverage it is estimated that [−SH] ∼0.016 M
and [tMA] ∼0.46 M in the liquid phase of these suspensions,
a nearly 30-fold excess of the tMA. In other words, the surface thiol
group is the limiting reagent and leads to a high bonding fraction
and subsequent polymer grafting at the particle surface. The tM adducts
are envisioned to serve as a dynamic brush layer that depends on the
dynamic bond strength (Keq), with the
remaining unbound tMAs serving as the carrier fluid (Figure A).
NCS and DCS Rheology
NCS-OH serves as
a useful starting point to understand DCS rheology. NCS-OH exhibits conventional shear thinning, where the viscosity
decreases with increasing shear rate (γ̇) (Figure A, black trace). In this figure,
the reduced viscosity ηr (ηr = ηapparent/η0, where η0 is
the Newtonian viscosity of the suspending solvent and ηapparent is the suspension viscosity measured by the rheometer)
is used to isolate the viscosity contribution of the particles from
that of the suspending polymeric solvent (Figure S8). See the Supporting Information for a discussion of measurement artifacts and Figure S9, which shows all rheology was conducted within measurable
limits.[62] The forward (increasing) and
backward (decreasing) shear rate ramps overlay quite well for NCS-OH, illustrating no processing hysteresis and viscosity
which is independent of shearing time. As explored by others,[19,24,36] shear-thinning behavior in systems
like NCS-OH can be understood as a solubility mismatch
wherein hydrogen bonding or van der Waals forces between particle
and solvent are not strong enough to overcome interparticle attractions.
This leads to a stress-bearing (i.e., high viscosity) network of adhesive
particle–particle contacts at rest, which is disrupted by shear
and leads to shear thinning.[15,29] These stress-released
interparticle contacts rapidly re-form upon shear cessation, and the
suspension viscosity does not strongly depend on the shear history.
Figure 2
(A) Suspensions
with only noncovalent hydrogen bonding interactions
between particles and solvent (NCS-OH) exhibit reversible
shear thinning. In contrast, dynamic covalent suspensions such as DCS-1M exhibit antithixotropy. Reduced viscosity ηr versus shear rate (γ̇) for DCS-1M with different waiting times (s/pt is the number of seconds at each
γ̇ point during a ramp in γ̇) reveal that
ηr increases as a function of shearing time and eventually
approaches a steady state. Similarly, a comparison of the increasing
(forward) and decreasing (backward) γ̇ ramps reveals hysteresis
(inset). The error bars are approximately the size of the plot markers
and represent the standard deviation of three forward or backward
shear rate sweeps. (B) Evolution of ηr as a function
of strain (γ) at a constant γ̇. The error bars here
represent the standard deviation of the viscosity (see the Supporting Information for details). (C) Schematic
depiction of antithixotropy, wherein shear reversibly transforms a
low viscosity quiescent state into a higher viscosity state through
the formation of a stress-bearing particle network (purple).
(A) Suspensions
with only noncovalent hydrogen bonding interactions
between particles and solvent (NCS-OH) exhibit reversible
shear thinning. In contrast, dynamic covalent suspensions such as DCS-1M exhibit antithixotropy. Reduced viscosity ηr versus shear rate (γ̇) for DCS-1M with different waiting times (s/pt is the number of seconds at each
γ̇ point during a ramp in γ̇) reveal that
ηr increases as a function of shearing time and eventually
approaches a steady state. Similarly, a comparison of the increasing
(forward) and decreasing (backward) γ̇ ramps reveals hysteresis
(inset). The error bars are approximately the size of the plot markers
and represent the standard deviation of three forward or backward
shear rate sweeps. (B) Evolution of ηr as a function
of strain (γ) at a constant γ̇. The error bars here
represent the standard deviation of the viscosity (see the Supporting Information for details). (C) Schematic
depiction of antithixotropy, wherein shear reversibly transforms a
low viscosity quiescent state into a higher viscosity state through
the formation of a stress-bearing particle network (purple).In stark contrast to the conventional shear thinning
of NCS-OH, introduction of dynamic tM chemistry at the
particle surface in DCS-1M leads to rich time-dependent
rheology (Figure A).
The measured viscosity
on the forward shear rate ramp is low, while it is much higher upon
the backward shear rate ramp, indicating a strong hysteresis (Figure A, inset). However,
the higher viscosity state decays upon shear cessation. Increasing
the waiting time at each point in the shear rate ramp leads to a higher
measured viscosity at low shear rates, while the data were identical
at higher shear rates (Figure A). At a constant shear rate, the viscosity evolves as a function
of strain (γ) and shows an initial decay from the presheared
state followed by growth and appears to be plateauing to a high γ
value (Figure B).
The viscosity at the largest measured strain, which for γ̇
< 0.1 s–1, is an underestimate of the true “steady-state”
viscosity, is plotted in Figure A and decreases with increasing shear rate. This trend
is also apparent when comparing the viscosity for different shear
rates at a constant γ value (Figure S10). DCS-1M exhibits stronger shear-thinning behavior
as γ increases, suggesting a steady-state shear-thinning behavior.
This conclusion is also supported by constant stress (creep) measurements
of DCS-1M revealing a viscosity bifurcation:[12,63] the viscosity diverges for σ ≤ 10 Pa and flows for
σ ≥ 100 Pa (Figure S11). Under
shear rate control, this manifests as a viscosity that grows at a
constant shear rate and then plateaus to the viscosity at which the
applied shear stress is equivalent to the yield stress of the network.
In other words, DCS-1M exhibits a yield stress but only
under shear. Qualitatively similar behavior was observed in constant
shear rate and creep measurements of DCS-1H (Figure S12) and DCS-1N (Figure S13). This reversible increase in viscosity
indicates that these DCSs are antithixotropic, i.e.,
the opposite of more conventional thixotropy, where shear forms a
stress-bearing particle network that returns to its equilibrium quiescent
state upon shear cessation (Figure C).[4,11]Small-amplitude oscillatory
shear (SAOS) was used to track the
decay of the complex viscosity (η*) to understand how these
shear-induced structures in DCSs relax upon shear cessation
(Figure S14). These SAOS experiments were
conducted immediately following the constant shear rate experiments
shown in Figures B, S12, and S13 (see Figure S14 for experimental protocol). DCSs subjected
to lower shear rates, which typically had larger ηr plateau values prior to SAOS, exhibited a slower decay of η*.
In other words, more robust particle contact networks prior to shear
cessation typically persisted longer once oscillatory shear was applied.
It is worth pointing out that for shear-induced networks with similar
ηr, the decay of η* does not clearly correlate
with dynamic bond Keq but does coincide
with the trend in the viscosity of the dynamic tMA oil matrix (generally
the slowest for DCS-1N, followed by DCS-1M, and then DCS-1H). This observation suggests that polymer
diffusion also plays a role in the relaxation process.
Tuning Macroscopic Rheology with Keq
As indicated by the small molecule studies (Figures B and S7), Keq and the dynamic brush
layer density in DCSs can be systematically varied using
temperature and chemistry. As such, temperature-dependent rheology
of DCSs was performed over the range 0–80 °C,
and shear rate ramps were used to identify antithixotropy or lack
thereof (Figures A, S15, and S16). These hard-sphere silica particles
are considered nonswellable, and thus the particle core volume fraction
remains constant over this temperature window. As expected, NCS-OH exhibits reversible shear thinning or mild thixotropy
over the entire temperature range (Figure S15). However, the DCSs are much more sensitive to temperature
and changes in Keq. While DCS-1M exhibits antithixotropy at 10 °C (Figure S16) and 30 °C, decreasing Keq by heating ≥40 °C leads to strong and reversible shear
thinning with a slope of nearly −1 on a log–log plot
of ηr vs γ̇ (Figure A). At 70 °C, it is apparent that ηr at a given shear rate is significantly larger even than that
reached in the high γ limit at 25 °C. In other words, the
stress-bearing particle network formed at rest at 70 °C is stronger
than that formed under shear at 25 °C. A similar transition from
antithixotropy to shear thinning with mild thixotropy is observed
when heating DCS-1H, but the transition occurs when heating
between 60 and 70 °C (Figure A). The area of the hysteresis loop generally decreases
upon heating DCS-1M or DCS-1H, which could
reflect a gradual transition between antithixotropy and shear thinning.
The larger Keq for DCS-1N leads to antithixotropy over the entire investigated range with
an increasing mismatch between the forward and backward shear rate
ramps. This trend for DCS-1N is particularly obvious
at 70 °C, where the viscosity at the end of the hysteresis loop
is 3 orders of magnitude larger than its initial value.
Figure 3
(A) ηr versus γ̇ for forward (filled
symbols) and backward (open symbols) ramps waiting 10 s at each γ̇
point during a ramp in γ̇ reveal either hysteresis (antithixotropy)
or no hysteresis (shear thinning). Error bars for forward–backward
shear rate ramps represent the standard deviation of three forward
or backward shear rate sweeps. Error bars for the high γ values
are approximately the size of the plot markers. (B) Rheological state
diagram for 0–80 °C for each system showing a transition
from antithixotropy (filled symbols) to shear thinning (open symbols)
at KeqNMR ∼50 M–1. KeqNMR for NCS-OH was estimated using literature data (see Table S2). (C) Relating KeqNMR to an estimated mole fraction of bound
thiol (p), which serves as a proxy for the brush
layer density (solid line, see the Supporting Information for more details). Symbol identities are the same
as in (B).
(A) ηr versus γ̇ for forward (filled
symbols) and backward (open symbols) ramps waiting 10 s at each γ̇
point during a ramp in γ̇ reveal either hysteresis (antithixotropy)
or no hysteresis (shear thinning). Error bars for forward–backward
shear rate ramps represent the standard deviation of three forward
or backward shear rate sweeps. Error bars for the high γ values
are approximately the size of the plot markers. (B) Rheological state
diagram for 0–80 °C for each system showing a transition
from antithixotropy (filled symbols) to shear thinning (open symbols)
at KeqNMR ∼50 M–1. KeqNMR for NCS-OH was estimated using literature data (see Table S2). (C) Relating KeqNMR to an estimated mole fraction of bound
thiol (p), which serves as a proxy for the brush
layer density (solid line, see the Supporting Information for more details). Symbol identities are the same
as in (B).Grouping the data shown in Figure A in terms of KeqNMR determined
from small molecule
analogues (Figure S7) yields the rheological
state diagram shown in Figure B. Despite the potential issues in translating KeqNMR directly
to DCSs discussed above, the data in Figure B show a clear transition between
antithixotropy and shear thinning at roughly the same value of KeqNMR (∼50 M–1) whether chemistry or temperature
is used as the input variable. DCS-1N never reaches a
low enough KeqNMR value to cross the threshold and thus only
shows antithixotropy, whereas heating DCS-1M or DCS-1H leads to shear thinning. Antithixotropy in DCSs is accompanied by viscoelastic or liquid-like behavior under SAOS,
while shear-thinning DCSs are solid-like (Figures S17 and S18). It is worth pointing out
that the estimated KeqNMR value for NCS-OH (Table S2) is orders of magnitude below the ∼50
M–1 threshold, and this system only exhibits reversible
shear thinning.The effect of Keq in DCSs and transition from antithixotropy can be understood
in terms of
changes to the surface grafting density (Figure C), which alters particle stability in the
surrounding homopolymer matrix in the quiescent, unsheared state.
As detailed in the Supporting Information, KeqNMR can be converted into a fraction of bonded thiols (p). Again, this p-value likely overestimates
the bonding of polymeric tMAs to a surface due to the entropic penalty
for polymer chain stretching but serves as a useful proxy for the
dynamic graft density in DCSs (Figure C). Interestingly, p shows
a precipitous drop in the vicinity of KeqNMR ∼50
M–1, where DCSs transition from antithixotropy
to shear thinning.Such a change in nanoparticle dispersibility
with grafting density
is precedented for covalently grafted polymer brushes. Polymer-grafted
nanoparticle (PGNP) stability in a polymer melt depends on grafting
density and the relative length of the grafted and matrix polymer
chains.[64−66] In the special case where the graft and matrix polymer
chains are the same length (as is the case here), too low of a grafting
density leads to partial wetting of the brush by the matrix, and too
high of a grafting density causes brush dewetting or a “dry”
brush. Both cases lead to particle aggregation due to an entropic
depletion attraction. In contrast, intermediate grafting density leads
to a wet brush and provides a repulsive barrier and particle dispersal.Extending these lessons from covalent brushes to dynamic covalent
brushes, Keq controls the time-averaged
graft density (p) (Figure C). A large p leads to an
initially dispersed quiescent state, as evidenced by the relatively
low initial ηr (Figure A) and liquid-like or viscoelastic SAOS response
(Figures S17 and S18). Decreasing Keq below ∼50 M–1 leads
to a precipitous drop in p, which drives particle–particle
contacts at rest,[24,29,36] as evidenced by the higher ηr, shear thinning under
steady shear, and solid-like SAOS response (Figures A, S17, and S18).[19,65] As unbonded surface thiol groups could potentially
ionize, we note that the drop in p and transition
from antithixotropy to shear thinning could also be related to an
increase in particle surface charge, which alters nanoparticle dynamics[67] and stability within the homopolymer melt. The
system would be expected to be in the concentrated polymer brush (CPB)
regime from a minimum graft density of ∼0.07 chains/nm2 to the maximum theoretical graft density of 0.5 chains/nm2 set by the interfacial −SH density.[68,69]The analogy to PGNPs applies to the initial quiescent state
of
the suspension (i.e., dispersed or aggregated) but does not answer
why antithixotropy is observed for DCSs under steady
shear. Antithixotropy requires shear-induced contacts, which could
either be stabilized by polymer bridging or interparticle frictional
contacts. Shear-induced polymer bridging would be possible in DCSs with ditopic tMAs and has been reported in “shake
gels” of small ∼20 nm particles with high molecular
weight ∼106 g/mol polymers.[70−74] On the other hand, antithixotropy is also possible
without bridging interactions due to particle–particle frictional
contacts, as seen in suspensions with high aspect ratio particles.[12,75,76] Frictional contacts would be
possible in DCSs if the dynamic brush were to debond
from the particle surface under shear and allow interparticle contacts.To understand whether the primary mechanism for antithixotropy
in DCSs involves polymer bridging or frictional particle–particle
contacts, monotopic tMAs 3M and 3N (incapable
of bridging) were synthesized (Figure A). As the molecular weight of the monotopic 3 is nominally half that of the ditopic 1, both
systems possess roughly the same stoichiometric imbalance of tMA to
thiol at a constant solids volume fraction of ϕ = 55%. As shown
in Figure B, DCS-3N exhibits shear thinning at low shear rates, followed
by shear thickening past ∼1 s–1. Essentially,
no hysteresis is observed for DCS-3N, and the backward
flow curve almost exactly matches the high γ viscosity value
(Figure S19). In contrast, the same experimental
conditions for DCS-1N lead to pronounced hysteresis over
a larger shear rate range. The slight hysteresis at low shear rates
observed for DCS-3N is also observed for a NCS prepared with Mn ∼2000 g/mol
hydroxy-terminated PPG (Figure S19), indicating
that the dynamic covalent chemistry of monotopic tMAs does not induce
hysteresis. Along the same lines, DCS-3N and DCS-3M equilibrate to their high γ viscosities at orders of magnitude
lower strain values (Figure S19) than DCS-1N (Figure S13) or DCS-1M (Figure ), respectively.
Therefore, the pronounced hysteresis for ditopic tMAs is primarily
the result of shear-induced polymer bridging.
Figure 4
(A) Monotopic tMA 3N or 3M leads to DCSs without the
possibility of shear-induced bridging between
particles. (B) Reduced viscosity (ηr) for a forward–backward
shear rate (γ̇) ramp (10 s/pt measurement time) reveals
mostly reversible behavior for DCS-3N, with a backward
shear rate ramp that nearly matches the high γ viscosity (Figure S19). This behavior contrasts greatly
with that of the DCS-1N, which shows pronounced hysteresis.
The high γ reduced viscosity for DCS-3N is also
much lower than that of DCS-1N at a given shear rate.
See Figure S19 for a comparison of DCS-3M with DCS-1M. The error bars (on the order
of the marker size) were determined as described in Figures and 3.
(A) Monotopic tMA 3N or 3M leads to DCSs without the
possibility of shear-induced bridging between
particles. (B) Reduced viscosity (ηr) for a forward–backward
shear rate (γ̇) ramp (10 s/pt measurement time) reveals
mostly reversible behavior for DCS-3N, with a backward
shear rate ramp that nearly matches the high γ viscosity (Figure S19). This behavior contrasts greatly
with that of the DCS-1N, which shows pronounced hysteresis.
The high γ reduced viscosity for DCS-3N is also
much lower than that of DCS-1N at a given shear rate.
See Figure S19 for a comparison of DCS-3M with DCS-1M. The error bars (on the order
of the marker size) were determined as described in Figures and 3.Additionally, the ditopic DCSs exhibit
much larger
high γ viscosities than their monotopic counterparts. Even after
accounting for the differences in the tMA oil viscosity, the high
γ ηr for the monotopic DCSs at
a given shear rate is ∼20 times lower than for the ditopic DCSs (Figures B and S19). The larger high γ viscosities
for ditopic DCSs could indicate an additional attractive
force between particles,[19] which would
be expected with shear-induced polymer bridging.While further
experiments are needed to fully understand the effects
of dynamic graft molecular weight and stoichiometric imbalance, the
comparison between monotopic and ditopic tMAs demonstrates that antithixotropy
in ditopic DCSs primarily results from shear-induced
polymer bridging (Figure ). Such a mechanism requires not only polymer grafts capable
of dynamically bridging between particle surfaces but also exposed
(“bare”) surface sites which are dynamically revealed
by tM debonding. In this scenario, the increasing hysteresis for DCS-1N at elevated temperatures could be explained by a slight
reduction in the dynamic graft density (p), which
allows a larger number of polymer bridges. Prior work on dense suspensions[10] has shown that contact friction,[77] surface roughness,[78] hydrodynamics,[79] and attraction[26] contribute to non-Newtonian flow behaviors and
could play a role in this system. For instance, Craig and co-workers
have demonstrated that tensile force accelerates the dissociation
rate in dynamic metal–ligand complexes,[80,81] meaning that hydrodynamic shear stress at the particle surface could
play a role in accelerating tM debonding and exposing surface sites
under shear. In other words, p may decrease as the
shear rate increases. Such tensile forces could also be responsible
for the shear-thinning behavior of the antithixotropic networks at
high shear rates as a large enough shear stress releases particles
from their microscopic tethers before they can re-form. Finally, the
decay of the antithixotropic state upon shear cessation (Figure S14) correlates with the viscosity of
the particle network before decay, with a lesser dependence on the
viscosity of the dynamic tMA oil matrix. These data suggest that once
the polymer bridges have stabilized the shear-induced network, contact
relaxation requires particles to separate and subsequent reinfiltration
of free tMA polymers to regenerate the repulsive brush layer (Figure ).
Figure 5
Cartoon illustration
of the primary microscopic mechanism for antithixotropy
in DCSs. Initially dispersed particles are forced into
close contact by applied shear, during which the dynamic brush layer
can partially debond and enable shear-induced polymer bridges, which
stabilize the high viscosity state. Removal of shear regenerates the
sterically stabilized low viscosity quiescent state via re-bonding
of free tMAs to re-form a repulsive brush layer.
Cartoon illustration
of the primary microscopic mechanism for antithixotropy
in DCSs. Initially dispersed particles are forced into
close contact by applied shear, during which the dynamic brush layer
can partially debond and enable shear-induced polymer bridges, which
stabilize the high viscosity state. Removal of shear regenerates the
sterically stabilized low viscosity quiescent state via re-bonding
of free tMAs to re-form a repulsive brush layer.
Conclusions
The use of dynamic covalent thia-Michael
chemistry at the particle–solvent
interface has been shown to be a new approach to control the macroscopic
flow behavior of dense suspensions. Small molecule control experiments
were used to understand how temperature and chemistry control the
equilibrium bonding constant (Keq). DCSs with a high Keq exhibit antithixotropy,
a rare non-Newtonian behavior, where viscosity increases with shearing
time and relaxes upon shear cessation. Decreasing Keq in these DCSs led to more conventional
rheology such as shear thinning. The changes in rheology with Keq are interpreted in terms of the polymer graft
density at the particle surface and subsequent wetting behavior by
the surrounding homopolymer matrix. Finally, monotopic tMAs were used
to elucidate the primary mechanism of DCS antithixotropy,
namely, that the dynamic covalent brush layer partially debonds under
shear to enable polymer bridges between particles.Incorporation
of dynamic covalent grafts at a particle surface
provides a new path forward toward the general design of antithixotropic
materials, which can controllably adjust their dissipation over time
in response to mechanical inputs. Furthermore, the tunability of this
particular system enables temperature to control the polymer graft
density in situ and further toggle between two types
of non-Newtonian behaviors, antithixotropy and shear thinning. This
fine level of control over energy absorption and dissipation opens
the door to new materials for vibration dampening, shock absorption,
and impact mitigation.
Authors: Neil Y C Lin; Ben M Guy; Michiel Hermes; Chris Ness; Jin Sun; Wilson C K Poon; Itai Cohen Journal: Phys Rev Lett Date: 2015-11-25 Impact factor: 9.161