Anh D Phan1,2, Agnieszka Jedrzejowska3, Marian Paluch3, Katsunori Wakabayashi4. 1. Faculty of Materials Science and Engineering, Phenikaa Institute for Advanced Study, Phenikaa University, Hanoi 12116, Vietnam. 2. Faculty of Computer Science, Artificial Intelligence Laboratory, Phenikaa University, Hanoi 12116, Vietnam. 3. Institute of Physics, University of Silesia, SMCEBI, 75 Puku Piechoty 1a, 41-500 Chorzów, Poland. 4. Department of Nanotechnology for Sustainable Energy, School of Science and Technology, Kwansei Gakuin University, Sanda 669-1337, Hyogo, Japan.
Abstract
We develop the elastically collective nonlinear Langevin equation theory of bulk relaxation of glass-forming liquids to investigate molecular mobility under compression conditions. The applied pressure restricts more molecular motion and therefore significantly slows down the molecular dynamics when increasing the pressure. We quantitatively determine the temperature and pressure dependence of the structural relaxation time. To validate our model, dielectric spectroscopy experiments for three rigid and nonpolymeric supramolecules are carried out at ambient and elevated pressures. The numerical results quantitatively agree with experimental data.
We develop the elastically collective nonlinear Langevin equation theory of bulk relaxation of glass-forming liquids to investigate molecular mobility under compression conditions. The applied pressure restricts more molecular motion and therefore significantly slows down the molecular dynamics when increasing the pressure. We quantitatively determine the temperature and pressure dependence of the structural relaxation time. To validate our model, dielectric spectroscopy experiments for three rigid and nonpolymeric supramolecules are carried out at ambient and elevated pressures. The numerical results quantitatively agree with experimental data.
Investigating molecular dynamics of glass-forming
liquids is one
of the most intriguing topics. It has been experimentally established
that the structural relaxation time (τα) reflecting
the time scale for liquid structure reorganization systematically
deviates from the simple Arrhenius behavior during the cooling process
on approaching to the glass transition temperature, Tg, defined by τα (Tg) = 100 s.[1,2] The non-Arrhenius dependence of
the structural relaxation time, τα, has a universal
character because it has been observed for different groups of glass-forming
liquids (van der Waals and associated liquids, polymers, ionic liquids,
molten metals, etc.). However, the degree of deviation of τα from the Arrhenius law at Tg is material-dependent and is characterized by means of fragility
or steepness index, m = [∂log10τα/∂(Tg/T)]. Consequently, the parameter m was used to introduce the strong versus fragile liquid
classification scheme. According to this classification, strong liquids
reveal temperature evolution of structural relaxation time, less deviating
from the Arrhenius behavior than fragile ones.Much efforts
have been spent in the last decades to formulate satisfactory
models being able to capture and explain all experimentally observed
features of structural dynamics of glass-forming liquids. One of such
successful approaches is the elastically collective nonlinear Langevin
equation (ECNLE) theory of bulk relaxation.[3−9] In this theory, a single molecular motion is considered as a consequence
of its interactions with the nearest neighbors and molecular cooperativity
outside the cage of neighboring molecules. The treatment leads to
two strongly related but distinct barriers corresponding to local
and elastically collective dynamics. Plugging these two barriers into
Kramer’s theory gives the structural alpha relaxation times.
To determine the temperature dependence of the structural relaxation
times, Mirigian and Schweizer have used a thermal mapping, which is
based on an equality between hard-sphere fluid and experimental isothermal
compressibility. From this, the ENCLE theory has successfully described
the alpha relaxation event of polymers[3,7] and thermal
liquids[4−6] over 14 decades in time. However, amorphous drugs
and many materials have no experimental data for the thermal mapping.
It is impossible to compare ECNLE calculations with experiments. Recently,
Phan and his coworkers[8−10] proposed another density-to-temperature conversion
based on the thermal expansion process to handle this issue.The rapid cooling of liquid to obtain the glass is not the only
way. An alternative method to vitrify it is squeezing (compression).[11,12] Therefore, by changing the hydrostatic pressure of liquid, one can
also control its molecular dynamics.[11,12] Compression
brings about an increase in the molecular packing, in consequence,
leading to an increase of the structural relaxation time. Numerous
experimental results[11,12] show that the pressure counterpart
of the Arrhenius lawderived based on transition
state theory fails to grasp the pressure dependence of τα where ΔV is the activation volume, P is the pressure, and kB is
the Boltzmann constant. The experimentally measured relaxation times
are found to change with pressure much faster than predicted by eq .[12−16] It indicates that the activation volume is not constant
but in general increases with increasing pressure on approaching to
a glassy state. An extension of the ECNLE theory[6] was introduced in 2014 to understand compression effects
on the glass transition. Authors used Schweizer’s thermal mapping
associated with the compressibility data measured at different pressures.
However, theoretical predictions are more sensitive to pressure than
experiments. Thus, it is crucial to propose a better model to determine
quantitatively the pressure-dependent structural dynamics.The
main goal of this paper is to develop the ECNLE theory in a
new approach to describe the pressure dependence of τα. To validate our development, we implement new dielectric spectroscopy
measurements on three different rigid and nonpolymeric sizable molecules
at a wide range of pressures and temperatures. Then, theoretical calculations
are quantitatively compared to experimental results. Theoretical limitations
are clearly discussed.
Theoretical Methods
Formulation
To
theoretically investigate the structural
relaxation time of amorphous materials, these materials are described
as a fluid of disconnected spheres (a hard-sphere fluid) and we formulate
calculations for activation events of a single particle. The hard-sphere
fluid is characterized by a particle diameter, d,
and the number of particles per volume, ρ. According to the
ECNLE theory,[3−9,17,18] the dynamic free energy quantifying interactions of an arbitrary
tagged particle with its nearest neighbors at temperature T iswhere Φ =
ρπd3/6 is the volume fraction, S(q) is the static structure factor, q is the wavevector, and r is the displacement
of
the particle. The dynamic free energy is constructed without considering
effects of rotational motions. We use the Percus–Yevick (PY)
integral equation theory[19] for a hard-sphere
fluid to calculate S(q). The PY
theory defines S(q) via the direct
correlation function C(q) = [S(q) – 1]/ρS(q). The Fourier transform of C(q) is[19]The free energy profile
gives us important information for local dynamics. For Φ ≤
0.43, Fdyn(r) monotonically
decreases with increasing r and particles are not
localized.[17−19] In denser systems (Φ > 0.43), one observes
that the dynamical arrest of particles within a particle cage formed
by its neighbors occurs and a free-energy barrier emerges, as shown
in Figure . We determine
the particle cage radius, rcage, as a
position of the first minimum in the radial distribution function, g(r). The localization length (rL) and the barrier position (rB) are the local minimum and maximum of the dynamic free
energy. The separation distance between these two positions, Δr = rB – rL, is a jump distance. The local energy-barrier height
is calculated by FB = Fdyn(rB) – Fdyn(rL).
Figure 1
(Color online) Dynamic
free energy as a function of reduced particle
displacement for a hard-sphere fluid of packing fraction Φ =
0.57 at several pressures in the unit of kBT/d3. The inset shows a growth of the
barrier height with Φ at p = 0, 1, and 2 kBT/d3.
(Color online) Dynamic
free energy as a function of reduced particle
displacement for a hard-sphere fluid of packing fraction Φ =
0.57 at several pressures in the unit of kBT/d3. The inset shows a growth of the
barrier height with Φ at p = 0, 1, and 2 kBT/d3.Compression effects modify the motion of a single particle.
The
motion of a particle is governed by both nearest neighbor interparticle
interactions and applied pressure. Under a high pressure condition,
when a particle is displaced by a small distance (r ≪ d), the applied pressure acts on a volume
ΔV(r) ≈ d2r and causes the mechanical
work. In addition, the free and the molecular volume are reduced with
compression. For simplification purposes, we suppose that the volume
fraction is insensitive to pressure. Thus, we propose a new and simple
expression for the dynamic free energyThe diffusion of a particle through
its cage is decided by rearrangement
of particles in the first shell. The reorganization process slightly
expands the particle cage and excites collective motions of other
particles in the surrounding medium by propagating outward radially
a harmonic displacement field u(r). By using Lifshitz’s continuum mechanics analysis,[20] the distortion field in a bulk system is analytically
found to bewhere Δreff is the cage expansion amplitude,[4,5] which
isSince Δreff is relatively
small,
particles beyond the first coordination is supposed to be harmonically
oscillated with a spring constant at K0 = |∂2Fdyn(r)/∂r2|. Thus, the oscillation
energy of the oscillator at a distance r is K0u2(r)/2. By associating with the fact that the number of particles at
a distance between r and r + dr is ρg(r)4πr2dr, we can calculate the elastic
energies of cooperative particles outside the cage to determine effects
of their collective motions. The elastic barrier, Fe, isFor r ≥ rcage, g(r)
≈ 1. The calculations
allow us to determine contributions of nearest neighbor interactions
and collective rearrangement to the activated relaxation of a particle.Due to chemical and biological complexities, conformational configuration,
and chain connectivity, local and nonlocal dynamics are nonuniversally
coupled. In our recent work,[9] an adjustable
parameter ac is introduced to scale the
collective elastic barrier as Fe → acFe. The treatment
has simultaneously provided quantitatively good agreements between
the theory and experiment in both the dynamic fragility and temperature
dependence of structural relaxation time for 22 amorphous drugs and
polymers.[9] According to Kramer’s
theory, the structural (alpha) relaxation time defined by the mean
time for a particle to diffuse from its particle cage iswhere KB = |∂2Fdyn(r)/∂r2| is the absolute
curvatures at the barrier position and τs is the
short time scale of relaxation. The explicit expression of τs is[4,5]where τE is the Enskog time scale, b(q) = 1/[1 – j0(q) + 2j2(q)], and j(x) is the spherical Bessel function
of order n. In various works[3−5,8,9] of thermal liquids,
polymers, and amorphous drugs, τE ≈ 10–13 s.To compare our hard-sphere calculations
with the experiment, a
density-to-temperature conversion (thermal mapping) is required. The
initial thermal mapping proposed by Schweizer[6] iswhere S0 is the
isothermal compressibility. Clearly, this mapping requires experimental
equation-of-state (EOS) data. The superscripts HS and exp correspond
to the hard sphere and experiment, respectively. Although this mapping
has successfully provided both qualitative and quantitative descriptions
for τα(T) for 17 polymers
and thermal liquids,[3−7] the EOS data is unknown for our three polymers presented in the
next sections.Thus, we employ another thermal mapping[8−10] constructed
from the thermal expansion process of materials. During a heating
process, the number of molecules remains unchanged while the volume
of material increases linearly. This analysis leads to ρ ≈
ρ0[1 – β(T – T0)].[8−10] Here, β is the volume thermal
expansion coefficient, and ρ0 and T0 are the initial number density and temperature, respectively.
From this, we can convert from a volume fraction to temperature of
experimental material viaFor most organic materials and amorphous drugs (22 materials),[8−10] β ≈ 12 × 10–4 K–1. This value is consistent with Schweizer’s original mapping.[3] Φ0 ≈ 0.5 is the characteristic
volume fraction estimated in our prior works.[8−10] The parameter T0 captures material-specific details such as
molar mass and particle size. This density-to-temperature conversion
has been used in the cooperative string model for supercooled dynamics.[21] In our calculations, the parameters T0 and ac are tuned
to obtain the best quantitative agreement between theoretical and
experimental temperature dependence of structural relaxation times.
Ultralocal Limit
Figure shows an example dynamic free energy for Φ ≈
0.57 at different pressures in the unit of kBT/d3 and defines
the key length and energy scales. The localization length is nearly
insensitive to compression. Meanwhile, the barrier position increases
and the local barrier height is raised with increasing the applied
pressure. The result implies that the compression induces more constraint
to the local dynamics of the tagged particle.When the local
barrier is beyond a few kBT, much insight for key length scales of the dynamic free energy has
been gained using the approximate “ultralocal” analytic
analysis. In the ultralocal limit, since rL/d ≪ 1, high wavevectors are dominant in
calculations of Fdyn(r). We can ignore the wavevector integral below a cutoff qc and exploit in the exact
PY theory for q ≥ qc(19,22,23) and S(q) ≈ 1.Combining the analytical expression
of C(q) and S(q) ≈ 1
with [∂Fdyn(r)/∂r] = 0 gives a self-consistent equation for the localization
length and barrier position.Now, since , one obtainswhere is the localization
length at P = 0 or ambient pressure.[22,23]Equation quantitatively
reveals how the external
pressure restricts molecular motions. The localization length is reduced
with increasing the compression. In addition, the Percus–Yevick
theory for the contact number[19] gives . Thus, 4πg2(d)Φ ≈ 110 for
Φ = 0.57
is much larger than the considered values of P/(kBT/d3). This finding explains
why rL(P) is nearly unchanged,
as seen in Figure .When is sufficiently
large, one can use to approximate rB in eq and then
obtainThe analytic
form in eq qualitatively
indicates an increase of rB with increasing
pressure, as observed in Figure . Since prior works[22,23] show very
poor quantitative accuracy of eq compared to the numerical predictions at
ambient pressure (P ≈ 0), the deviation
is expected to be large at elevated pressures. Thus, we do not show
the corresponding curves.The local barrier height FB in the
ultralocal limit[22,23] can be analytically calculated
asClearly, the growth
of rB with pressure
is faster than that of ln(rB) and it leads
to the pressure-induced rise of FB. At
a given compression condition, we find that FB increases linearly with . Thus, FB grows
with Φ. The findings are consistent with numerical results shown
in the inset of Figure . This analysis also reveals that adding the pressure term to the
dynamic free energy as written in eq exhibits the same manner as using eq for hard-sphere fluids at higher
effective volume fractions.In addition, based on analysis in
prior works,[22,23] one can also perform a dynamic
shear modulus in the ultralocal limit
asEquation shows
that G(P) hardly changes with the
applied pressure.
Experimental Section
Materials
The
experiments were performed on three rigid
and nonpolymeric sizable molecules. Two of the tested samples are
planar and linear, and their chemical structure (shown in Figure ) differs only in
the end of the group (the diphenylamine–fluorene moiety is
the same). In the material referred to M67, the metoxy −OCH3
group is the end, while in the sample named M68, the end of the group
is the −CF3 moiety. The third material, entitled M71, encloses
the other motif (i.e., carbazole–carbazole group) compared
to M67 and M68, which leads to deflection of the chemical structure.
All of tested samples were synthesized by Sonogashira coupling reaction
between 4-iodoanisole (M67) or 4-iodobenzotrifluoride (M68 and M71)
and ethynyl derivative of the diphenylamine–fluorene motif
(M67 and M68) or ethynyl derivative of carbazole–carbazole
moiety. The obtained compounds were purified by column chromatography,
giving 99% purity of the samples.
Figure 2
(Color online) Chemical structures of
tested compounds.
(Color online) Chemical structures of
tested compounds.
Dielectric Spectroscopy
at Ambient Pressure
The isobaric
dielectric measurements at ambient pressure were carried out using
the Novocontrol GmbH alpha impedance analyzer in the frequency range
from 10–2 to 106 Hz at various temperature
conditions (329–353 K for M67, 326–371 K for M68, and
320–386 K for M71). The temperature was controlled by the Quatro
temperature controller using a nitrogen gas cryostat with temperature
stability better than 0.1 K. The tested sample was placed between
two stainless steel electrodes of a capacitor (20 mm diameter) with
a fixed gap between electrodes (0.1 mm) provided by fused silica spacer
fibers. The dielectric measurements of M67 and M68 were performed
after the vitrification by fast cooling from melting point (430 and
425 K, respectively), while M71 was measured during slow cooling from
386 K.
Dielectric Spectroscopy at Elevated Pressure
The isothermal
dielectric measurements at elevated pressure were performed utilizing
a high-pressure system with an MP5 micropump (Unipress) and an alpha
impedance analyzer (Novocontrol GmbH). The pressure was controlled
with an accuracy better than 1 MPa by an automatic pressure pump,
and the silicone oil was used as a pressure-transmitting fluid. The
sample cell was the same as used during the measurements at ambient
pressure (15 mm diameter of the capacitor and 0.1 distance between
electrodes provided by a Teflon spacer). To avoid contact between
the sample and pressure-transmitting fluid, the capacitor was placed
in a Teflon ring and additionally wrapped by a Teflon tape. The temperature
was controlled by a Weiss Umwelttechnik GmbH fridge with the precision
being better than 0.1 K. The measurements were performed at 347 K
(5–45 MPa) for M67, 338 K (0.1–28 MPa) for M68, and
338 K (0.1–28 MPa) for M71.
Results and Discussion
Representative dielectric spectra measured for M71 above the glass
transition temperature are presented in Figure . As can be seen, the structural relaxation
process and dc conductivity (on the low-frequency flank of the α-process)
move toward lower frequencies with decreasing temperature (or with
squeezing at isothermal conditions). From analysis of the dielectric
loss peak, we obtained the relaxation time, τα, using the following definition: τα = 1/2πfmax where fmax is
the maximum frequency of the structural relaxation peak. The logτα as a function of (i) inverse of temperature is presented
in Figure , while
(ii) logτα as a function of P/Pg is depicted in Figure .
Figure 3
(Color online) Dielectric loss spectra of M71
measured above glass
transition temperature at ambient pressure.
Figure 4
(Color
online) Temperature dependence of structural relaxation
time of M67, M68, and M71 under ambient pressure (P ≈ 0). Open points are experimental data, and solid curves
correspond to our ECNLE calculations.
Figure 5
(Color
online) Logarithm of structural relaxation time of M67 at
347 K, M68 at 338 K, and M71 at 338 K versus pressure normalized by Pg, which is defined by τα(Pg) = 1 s. Open points are experimental
data, and solid curves correspond to our ECNLE calculations.
(Color online) Dielectric loss spectra of M71
measured above glass
transition temperature at ambient pressure.(Color
online) Temperature dependence of structural relaxation
time of M67, M68, and M71 under ambient pressure (P ≈ 0). Open points are experimental data, and solid curves
correspond to our ECNLE calculations.(Color
online) Logarithm of structural relaxation time of M67 at
347 K, M68 at 338 K, and M71 at 338 K versus pressure normalized by Pg, which is defined by τα(Pg) = 1 s. Open points are experimental
data, and solid curves correspond to our ECNLE calculations.Figure shows theoretical
and experimental log10τα of M67,
M68, and M71 under atmospheric pressure (P ≈
0) as a function of 1000/T. We use eqs , 10, and 12 to calculate the temperature dependence of τα. To obtain the quantitatively good accordance, we use T0 = 465 K and ac = 4 for M67, T0 = 499 K
and ac = 1 for M68, and T0 = 524 K and ac = 0.36 for
M71. Different chemical end groups cause the different relative importance
of the collective elastic distortion and give various values of ac. Overall, the ENCLE calculations agree quantitatively
well with experimental data.Under high compression effects,
the motion of particles has more
constraint and the relaxation process is significantly slowed down.
From the previous section, we know that the barrier height FB and jump distance Δr = rB – rL are increased with a pressure rise. Thus, the collective
barrier Fe ∼ K0Δr4 also grows. For
simplification, we assume that the correlation between local and collective
molecular dynamics in substances does not change when applying pressure.
In addition, the thermal expansion coefficient β and the characteristic
temperature T0 are supposed to remain
unchanged with pressure. The assumption allows us to calculate the
pressure dependence of structural relaxation time. Since pressure
entering to the dynamic free energy in eq is in the unit of kBT/d3, our numerical results can
be compared to experimental data without introducing additional parameters
by the pressure normalization.Theoretical calculations and
experimental data for log10τα versus
normalized pressure of our three
materials in an isothermal condition are contrasted in Figure . At a fixed temperature, we
use eq to map from
temperature to a packing fraction of the effective hard-sphere fluid
in ECNLE calculations. Then, the pressure dependence of physical quantities
for local dynamics and the alpha relaxation time are calculated using eq when varying pressure.
We define the glass transition pressure Pg at τα (Pg) =
1 s to normalize pressure. One observes a quantitatively good accordance
between the theory and experiment shown in Figure . This agreement suggests that our simple
assumption of ignoring effects of chemical and biological structures
seems plausible. We do not need to consider steric repulsion between
molecules since the hard-sphere models are still applicable during
compression. However, this simplicity may cause deviation between
the theory and experiment. Numerical results in Figure also reveal that our extended ECNLE theory
is a predictive approach to investigate effects of pressure when only
knowing parameters T0 and ac from molecular mobility at ambient conditions.To compare with the experiment in a real unit of pressure (MPa),
we establish an equality between the theoretical and experiment Pg to calculate the particle diameter. Results
are d = 0.434 nm for M67, d = 0.567 nm for M68, and d = 0.575 nm
for M71. Experimental data and theoretical calculations for the pressure
dependence of τα of our three pure amorphous
materials in isothermal processes are shown in Figure . One can see better quantitative consistency
between the theory and experiment than in Figure since d is fixed and calculated
at P = Pg.
At a high-pressure regime, molecules are incompressible, while at
low pressures (and/or ambient condition), molecules are internally
relaxed and their volume becomes relatively larger. The curves of
ECNLE calculations are slightly above those of experimental data.
The theory–experiment deviation becomes more important at low
compression.
Figure 6
(Color online) Logarithm of structural relaxation time
of M67 at
347 K, M68 at 338 K, and M71 at 338 K versus pressure in a unit of
MPa. Open points are experimental data, and solid curves correspond
to our ECNLE calculations.
(Color online) Logarithm of structural relaxation time
of M67 at
347 K, M68 at 338 K, and M71 at 338 K versus pressure in a unit of
MPa. Open points are experimental data, and solid curves correspond
to our ECNLE calculations.Obviously, there is no universal way to determine d. If the diameter d is calculated at a low-pressure
regime, then the behavior is reversed and theoretical predictions
deviate from the experiment at high pressures. These results clearly
indicate that the external pressure not only reduces the free volume
but also changes the molecular size. All factors change the packing
fraction Φ. In Figure a, we show the temperature or density dependence of τα for a representative material (M71) under various pressure
conditions. Increasing the packing fraction Φ and compression
slows down the molecular dynamics in the same manner. The shrinking
down process of molecules under large compression can be quantified
by tuning the value of d to obtain the best quantitative
fit between theoretical and experimental log10τα(P).
Figure 7
(Color online) (a) Logarithm of structural
relaxation time of M71
at different external pressures. A horizontal blue dashed line indicates
a vitrification time scale criterion of 1 s. (b) Pressure dependence
of the glass transition temperature of M71. The inset shows the theoretical
fragility plotted versus external pressures in the unit of kBT/d3.
(Color online) (a) Logarithm of structural
relaxation time of M71
at different external pressures. A horizontal blue dashed line indicates
a vitrification time scale criterion of 1 s. (b) Pressure dependence
of the glass transition temperature of M71. The inset shows the theoretical
fragility plotted versus external pressures in the unit of kBT/d3.Based on theoretical calculations in Figure a, one can determine Tg(P) defined as τα(Tg) = 1 s and the dynamic fragility of M71Numerical results
are shown in Figure b. Generically, both Tg and m increase with compression. It means
that this glass former becomes more fragile at elevated pressure.
In the ECNLE theory, the higher fragility corresponds to more collective
elasticity or greater effects of collective motions on the glass transition.[7,9] This finding is consistent with prior simulations[24,25] and experiments.[26,27] We can explain this behavior
using a nontrivial correlation among the cooling rate (h), glass transition temperature, and dynamic fragility[9]Since hτα(Tg) is a constant, m monotonically
varies
with Tg. Consequently, at a fixed temperature,
the pressure-induced slowing down of the relaxation time shifts Tg toward a larger value and causes an increase
of m. We emphasize that this analysis can be changed
if glass-forming liquids have strong electrostatic interactions and
chemical/biological complexities.
Conclusions
We
have developed the ECNLE theory of bulk relaxation to capture
the pressure effects on the glass transition of glass-forming liquids.
Amorphous materials are described as a hard-sphere fluid. Under compression
conditions, a mechanical work done by the pressure acting on a tagged
particle modifies its the dynamic free energy. The free energy profile
provides the pressure dependence of key physical quantities of the
local dynamics by only considering nearest neighbor interactions.
The localization length is slightly reduced with increasing pressure,
while the barrier position and local barrier height grows. These variations
in the ultralocal limit (high densities or low temperatures) have
been analytically analyzed. Our calculations indicate that further
restrictions apply to the local dynamics. It leads to a significantly
slowing down of molecular mobility when applying pressure. The validity
of our theoretical approach has been supported by dielectric spectroscopy
experiments. We measured the dielectric loss spectra of three different
materials to determine the alpha structural relaxation time at ambient
and elevated pressures over a wide range of temperatures. Our theoretical
temperature and pressure dependence of the structural relaxation time
quantitatively agree with experimental data.