Minghe Qu1, Shenshen Li1, Jian Chen2, Yunqin Xiao1,3, Jijun Xiao1. 1. Molecules and Materials Computation Institute, School of Chemistry and Chemical Engineering, Nanjing University of Science and Technology, Nanjing 210094, P. R. China. 2. Chuannan Machinery Manufacturing Plant, Luzhou 646000, P. R. China. 3. Science and Technology on Aerospace Chemical Power Laboratory, Hubei Institute of Aerospace Chemical Technology, Xiangyang 441003, P. R. China.
Abstract
We used all-atom molecular dynamics simulations to study the ion transport in the 1-ethyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide/poly(vinylidene fluoride) (EMITFSI/PVDF) system with 40.05 wt % EMITFSI at different temperatures. The glass-transition temperature (T g = 204 K) of this system shows a good agreement with the experimental value (200 K). With the increase of temperature, the peaks of the pair correlation function show an increasing trend. Interestingly, the coordination numbers of ion pairs and the degree of independent ion motion are mainly affected by the binding energy between ion pairs as the temperature increases. In addition, the ion transport properties with increasing temperature can be studied by the ion-pair relaxation times, ion-pair lifetimes, and diffusion coefficients. The simulation results illustrate that the ion transport is intensified. Especially, the cations can always diffuse faster than the anions. The power law shows that mobilities of anions and cations are seen to exhibit a "superionic" behavior. With the increase of temperature, transference numbers of anions decrease first and then increase and transference numbers of cations show the opposite changes; ionic conductivity increases gradually; and viscosity decreases gradually, indicating that the diffusion resistance of ions decreases. In general, after adding PVDF into the EMITFSI system, the glass-transition temperature and viscosity increase, the ionic conductivity and degree of independent ion motion decrease, and diffusion coefficients of cations decrease faster than those of the anions.
We used all-atom molecular dynamics simulations to study the ion transport in the 1-ethyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide/poly(vinylidene fluoride) (EMITFSI/PVDF) system with 40.05 wt % EMITFSI at different temperatures. The glass-transition temperature (T g = 204 K) of this system shows a good agreement with the experimental value (200 K). With the increase of temperature, the peaks of the pair correlation function show an increasing trend. Interestingly, the coordination numbers of ion pairs and the degree of independent ion motion are mainly affected by the binding energy between ion pairs as the temperature increases. In addition, the ion transport properties with increasing temperature can be studied by the ion-pair relaxation times, ion-pair lifetimes, and diffusion coefficients. The simulation results illustrate that the ion transport is intensified. Especially, the cations can always diffuse faster than the anions. The power law shows that mobilities of anions and cations are seen to exhibit a "superionic" behavior. With the increase of temperature, transference numbers of anions decrease first and then increase and transference numbers of cations show the opposite changes; ionic conductivity increases gradually; and viscosity decreases gradually, indicating that the diffusion resistance of ions decreases. In general, after adding PVDF into the EMITFSI system, the glass-transition temperature and viscosity increase, the ionic conductivity and degree of independent ion motion decrease, and diffusion coefficients of cations decrease faster than those of the anions.
An
ionic liquid (IL), defined as salts composed entirely by cations
and anions, has interesting physical–chemical properties, including
negligible vapor pressure regarded as nonvolatile, the characteristics
of low melting point, good thermal and chemical stabilities, strong
flame retardancy, high conductivity, and a wide electrochemical stability
window.[1−3] Therefore, ionic liquids/polymer composites are the
most popular as electroactive polymers (EAPs).[4] Among them, the dry actuator is the most popular,[5,6] called
the bucky gel actuator (BGA), which is a sandwich structure consisting
of an ionic liquid/polymer electrolyte layer sandwiched between two
gel electrode layers,[7] and achieves large
deformation actuation at low voltages (<3 V) based on the ion diffusion.[8]There are different polymers that can be
used in ionic liquids/polymer
composites, such as poly(ethylene oxide) (PEO),[9] poly(dimethylsiloxane) (PDMS),[10] thermoplastic polyurethane (TPU),[11] polyether-segmented
polyurethaneurea (PEUU),[12] and poly(vinylidene
fluoride) (PVDF).[13−15] Especially, PVDF is outstanding among all reported
actuator polymers[16−19] because it has large dielectric constant, high polarity, high voltage
coefficient, good thermal stability, strong chemical resistance, biocompatibility,
easy processibility, and high mechanical strength.[20−22] Different anions
and cations have been used in ionic liquids/polymer composites, the
former including chloride ions (Cl–), bromide ions
(Br–), hexafluorophosphate (PF6–), tetrafluoroborate (BF4–), ethyl
sulfate (EtSO4–), bis(fluorosulfonyl)imide (FSI–), bis(trifluoromethanesulfonyl)imide
(TFSI–), and trifluoromethanesulfonate (TfO–) and the latter including imidazolium, pyrrolidinium,
piperidinium, and quaternary ammonium.[23−26]The performance is mainly
dependent on ion diffusion and mobility
in the BGA,[27] and the migration of ions
in the electrolyte is rate-determining as the adsorption/desorption
process occurs much slower than on the electrode.[25,28] Therefore, it is of great importance to study the ion transport
properties in the IL/PVDF electrolyte layer for a comprehensive understanding
of the actuation mechanism of the BGA. In this paper, we studied the
mechanical properties, electrical conductivity, and bending efficiency
of the BGA based on PVDF with 40 wt % 1-ethyl-3-methylimidazolium
chloride (EMICl), 1-hexyl-3-methylimidazolium chloride (HMICl), 1-decyl-3-methylimidazolium
chloride (DMICl), EMITFSI, HMITFSI, and DMITFSI and obtained the best
overall performance in 40 wt % EMITFSI.[29] However, to the best of our knowledge, only a few papers researching
the IL/PVDF system have been reported using theoretical calculations.[30−32] Especially, we have previously studied the effect of different anions
on the ion transport in six IL/PVDF systems (EMICl/PVDF, EMIBr/PVDF,
EMIBF4/PVDF, EMIPF6/PVDF, EMITfO/PVDF, and EMITFSI/PVDF
systems) at different temperatures using MD simulations.[32]The experiments studied the dielectric
modulus and conductivity
of different IL/PVDF systems at different temperatures.[33] In addition, the ion transport properties are
greatly affected by the temperature[34−37] and directly related to the structural
relaxation times in the pure IL and polymer ionic liquid (polyIL).[38−40] In this paper, we used MD simulations to study the ion transport
properties in the EMITFSI/PVDF system at different temperatures. Specifically,
the relevant basic concepts and theories as well as molecular dynamics
modeling and simulation methods were introduced. Next, we obtained
the glass-transition temperature (Tg)
of the EMITFSI/PVDF system and analyzed the pair correlation function
(PCF), coordination number (CN), and binding energy
(Ebind) at different temperatures. Then,
we calculated and discussed ion-pair relaxation times (τC) and lifetimes (τS), diffusion coefficients
(D), and transference numbers of ions, ideal conductivity
(σNE), true ionic conductivity (σ), degree
of independent ion motion (α), and viscosity (η).
Methods
Force Field
Both ab initio molecular dynamics (AIMD) and force field molecular
dynamics (FFMD),
which can study ILs at the molecular level, have been used to determine
the dynamics and structure.[41] FFMD is far
less time-consuming and can also simulate the larger time intervals
compared with AIMD. Therefore, some papers have presented many force
fields for different kinds of ILs within the last two decades,[42−52] for example, 0.8*2009IL force field is a partial charge assignment
for ILs based on a noninteger molecular charge scaling of ±0.8
e,[49] OPLS-VSIL force field has been undertaken,
where RMIM+ cation parameters are created that utilizes
a virtual site bisecting the ring nitrogen atoms,[50] CL&P force field is modified upon inclusion of the
Drude dipoles,[51] and the BILFF force field
can accurately describe the hydrogen bonding between biopolymers and
ILs, with a special emphasis on the microstructure and dynamics.[52] In this work, we used a parameter setting originated
from the OPLS-AA force field.[46−49,53,54] The force field parameters for molecules and ions are listed in
the Supporting Information (SI). The potential
functions used in this MD simulation, including the contributions
of valence (bonds, angles, dihedral angles) and nonbond terms, are
shown below.The valence terms arewhere kb, is the harmonic bond constant, r represents the bond length, and r0, represents the equilibrium bond length; kθ, represents the harmonic
angular constant, θ is the angle,
and θ0, is the equilibrium angle;
and V represents the Fourier coefficient and ϕ is the dihedral angle. The nonbond terms arewhere q, q represent the partial
atomic charges, σ
is the Lennard-Jones radii, and ε is the well-depth. We utilized
geometric combining rules for these parameters such that and .
Pair
Correlation Function
The pair
correlation function (PCF) is a useful mathematical tool to study
the material structure by a measure of local spatial ordering, which
is the conditional probability number density gαβ(r) of finding a β particle
between the spheres of radius r and r + dr.where ρβ is the average
number density of β particles and Gαβ(r) is the radial distribution function.where |Rα – Rβ| is the distance between
particles α and β and Nβ is the total number of β particles.In addition, we
calculate the relevant coordination number (CN) of
ion pairs by numerically integrating the PCF, which is expressed as[55,56]where ρ is the average
number density
and g(r) is the PCF, where the cutoff
radius (rc) is usually chosen to be the
first local minimum of the corresponding PCF, that is, the first solvation
shell.
Time Correlation Functions
Two time
correlation functions (TCFs) are used to characterize the dynamic
properties between ion pairs, which are the intermittent time correlation
function, C(t), and the continuous
time correlation function, S(t).[40,57−59] The cutoff distances defining ion pairs (IPs) are
determined by the first coordination shell of the PCF. In addition,
the trajectory is saved every 1 ps to optimize the storage resources
required and analysis efficiency when evaluating C(t) and S(t).
A previous paper has verified that this time interval qualitatively
agreed with a trajectory-saving frequency of finer, as small as 0.01
ps.[60]C(t) is defined aswhere the population variable h(t) is unity if an ion pair that is present at initial t = 0 remains intact at time t and zero
otherwise. ⟨ ⟩ represents an ensemble
average over all pairs and time origins.S(t) is defined aswhere the population variable H(t) is unity if an ion pair that is present at initial t = 0 remains intact during the time duration t. ⟨ ⟩ represents an ensemble average over all
pairs and time origins.C(t) and S(t) can be fitted by a single
Kohlrausch–Williams–Watts
(KWW)[40,61,62] stretched
exponential function of the formwhere a0, α, and β
are the fitting parameters. Then, ion-pair relaxation times, τC, are obtained fromwhere Γ denotes the γ function
(a similar definition applies to ion-pair lifetimes τS).
Diffusion Coefficients
Diffusion
coefficients (D), which can be calculated by the
Einstein relation, are an important parameter for characterizing the
diffusion ability of ions and molecules in the system.[63]where d is the system dimensionality
(i.e., d = 1, 2, 3), MSD = ⟨|ri(t) – ri(0)|2⟩ is the mean square displacement, ri(t) and ri(0) represent the position of particle i at time t and 0, respectively. When calculating
the diffusion coefficient of ions, the time interval used for MSD
fitting is 50 ps.
Transference Numbers
Transference
numbers, which may be estimated from D of both anions
and cations,[64] are used to evaluate the
contributions of anions and cations to the charge transport in the
EMITFSI/PVDF system and are also an important factor to measure the
performance of electrolytes.[65] The greater
the transference numbers, the greater the relative contribution to
the charge transport. The transference numbers of anions are defined
aswhere N– (N+) and D– (D+) are
the numbers and the diffusion
coefficients of anions (cations), respectively (a similar definition
applies to t+).
Ionic
Conductivity
Ionic conductivity
(σ) is how easy it is for charged particles to flow, which is
calculated using the Green–Kubo formula as[66−68]where j(t) = e∑zivi(t) is the autocorrelation
function of the charge flux, e is the electronic
charge, vi(t) is the
velocity of ion i, zi is the charge of ion i, T represents
the temperature, kB is the Boltzmann constant, V is the volume of the system, and ⟨ ⟩
represents the ensemble average. In MD simulations, it is often useful
to write the above eq in the form of an equivalent Einstein relationIn an ideal condition, the ideal conductivity
(σNE) can be obtained by D of anions
and cations based on the Nernst–Einstein (NE) relation.[69]where z– (z+), N– (N+), and D– (D+) are the charge, numbers, and the
diffusion coefficients of anions (cations), respectively.The
degree of independent ion motion (α) measures the deviation
of σ from σNE. It is defined aswhere α = 1 indicates that all ions
move independently of each other, while α = 0 indicates that
all ions move together.[70,71]
Viscosity
Viscosity (η) is
a measure of fluid viscosity, which can be estimated using the diffusion
coefficients by the Stokes–Einstein equation[72,73]where Di is the
self-diffusion coefficient of ion i and r is the hydrodynamic radius of
ion i (Stokes radius).
Models
and Simulation Methods
The
EMITFSI/PVDF system with 40 wt % EMITFSI can obtain the best overall
performance, such as mechanical properties, electrical conductivity,
and bending efficiency of the BGA,[29] so
the EMITFSI content of 40.05 wt % was selected in MD simulations.
In detail, 6 PVDF chains, 33 EMI+, and 33 TFSI– were placed in a cubic periodic box with a length of 37.69 Å,
in which the total number of atoms was 2934, and the modeling details
are presented in Section S2. In all simulations,
the model was conducted in the constant pressure/temperature (NPT)
ensemble at 250–440 K, and all temperatures and pressures of
the system were maintained by the Nosé–Hoover thermostat
and barostat, respectively.[74,75] The equations of motion
were integrated with a step of 1 fs, and there were no constraints
on bond lengths and angles. The van der Waals (vdW) interactions were
truncated at 10 Å with long-range tail correction, and the long-range
electrostatic interaction was evaluated by the PPPM method.[76] The converged density of the amorphous EMITFSI/PVDF
cell was obtained using the high–low pressure dynamics simulation
method,[77] where high-pressure dynamics
with P = 1 GPa was applied for 5 ns and low-pressure
dynamics with P = 0.0001 GPa (1 atm) was applied
for 5 ns. After equilibration run, production runs of 10 ns were performed
at different temperatures (250, 280, 300, 320, 340, 360, 380, 400,
420, and 440 K) and 1 atm pressure, during which trajectories were
collected for analysis. Converged densities of the EMITFSI/PVDF system
at different temperatures are shown in Table S10. In the analyses of the PCF, τC, and τS, atom N was taken as the cationic EMI+ center,
and atom N was also taken as the anionic TFSI– center.
All MD simulations were performed using the LAMMPS (large-scale atomic/molecular
massively parallel simulator)[78] simulation
package except that two time correlation functions were obtained by
analyzing the trajectories through self-written scripts.
Results and Discussion
Glass-Transition Temperature
The
glass-transition temperature (Tg) is very
important to the ionic conductivity and diffusion coefficients (D) in the pure IL and the IL/PVDF system,[32,79] so it is necessary to study the Tg of
the system. We have used NPT simulations to obtain the equilibrium
density of the EMITFSI/PVDF system at different temperatures, and Figure shows the specific
volume (Vsp) as a function of temperature T. The inflection point of Tg can be roughly estimated by the visual inspection of the computed
data points.[80,81] Then, in Figure , linear fittings are performed on the region
below (glassy) and above (rubbery), and R2 represents the
coefficient of determination. The intersection of these two lines
is Tg = 204 K of the EMITFSI/PVDF system,
which shows a good agreement with the reported experimental value
(200 K).[82] Therefore, it can be considered
that the selected force field parameters are suitable for the EMITFSI/PVDF
system in this study. Additionally, Tg (204 K) of the EMITFSI/PVDF system is greater than Tg (182.91 K)[83] of the EIMTFSI
system, which indicates that Tg will increase
when PVDF is added to the EMITFSI system.
Figure 1
Computed specific volume
(Vsp) as a
function of temperature T for the EMITFSI/PVDF system.
Computed specific volume
(Vsp) as a
function of temperature T for the EMITFSI/PVDF system.
Pair Correlation Function
In this
paper, the pair correlation function (PCF) is used to investigate
the local spatial structure of ion pairs in the EMITFSI/PVDF system
at different temperatures. PCF curves are shown in Figure , which have a lower peak near
4.35 Å and then the higher peak near 5.55 Å, and both peaks
show an increasing trend as the temperature increases. The reason
may be that as the temperature increases, the motion of anions and
cations gradually increases, so there is enough energy to overcome
the repulsive force between ion pairs. Therefore, the distance between
the ion pairs becomes closer. The coordination number (CN) of ion pairs, which represents the number of ion pairs in the local
space, is calculated by eq in the EMITFSI/PVDF system at different temperatures. As
shown in Figure ,
we can observe that the CN of ion pairs has irregular
fluctuation as the temperature increases. With the increase of temperature,
the CN of ion pairs is the smallest at 300 K and
the largest at 380 K, indicating that the number of ion pairs is the
smallest at 300 K and the largest at 380 K.
Figure 2
PCF of ion pairs at different
temperatures for the IL/PVDF system.
Figure 3
CN of ion pairs as a function of temperature T for the EMITFSI/PVDF system.
PCF of ion pairs at different
temperatures for the IL/PVDF system.CN of ion pairs as a function of temperature T for the EMITFSI/PVDF system.
Binding Energy
The binding energy
(Ebind) between ion pairs, which can well
reflect the strength of the binding force, is very important to understand
the ion transportation in the IL/PVDF system.[32]Ebind is the negative value of the interaction
energy (−Einter) between particles,
which is nonbonding energy, and has been long-range-corrected. We
used the group/group command in LAMMPS to calculate Einter between anions and cations, where all anions were
in the first group and all cations were in the second group. Figure shows Ebind between ion pairs as a function of temperature T for the EMITFSI/PVDF system. As shown in Figure , we can observe that Ebind between ion pairs has irregular fluctuation
as the temperature increases. With the increase of temperature, Ebind between ion pairs is the smallest at 300
K and the largest at 380 K. That is to say, the binding force between
ion pairs is the smallest at 300 K and the largest at 380 K. Therefore,
we can conclude that Ebind between ion
pairs is the main factor affecting the CN of ion
pairs (Section ) as the temperature increases. The reason may be that when Ebind between ion pairs is large, there is enough
energy to overcome the repulsive force between ion pairs so that more
cations (anions) can be attracted around the anions (cations).
Figure 4
Ebind as a function of temperature T for
the EMITFSI/PVDF system.
Ebind as a function of temperature T for
the EMITFSI/PVDF system.
Ion Pairs
Kinetic Properties
Ion
pairs kinetic properties is an important method of studying the ion
transport for the EMITFSI/PVDF system. The intermittent time correlation
function, C(t), and the continuous
time correlation function, S(t),
can be calculated by eqs ,8, respectively, at different temperatures. Figure 3Sa,b shows the C(t) and S(t) as a function
of time (t), respectively. It can be seen from Figure 3S that the decay rate of C(t) and S(t) curves
gradually increases as the temperature increases, but the decay rate
of S(t) is faster, which is consistent
with the conclusion of the previous paper.[32] We used eq to fit C(t) curves in Figure S3a, and the fitted parameters were substituted into eq to obtain ion-pair relaxation
times (τC). In the same way, we can also obtain ion-pair
lifetimes (τS) from Figure S3b. Figure presents
τC and τS as a function of temperature T for the EMITFSI/PVDF system. As can be seen from Figure , with the increase
of temperature, τC and τS gradually
decrease, and τC is always greater than τS, and the temperature T has a similar impact
on τC and τS. Therefore, it can
be inferred from the above conclusions that the motion of anions and
cations is gradually intensified as the temperature increases.
Figure 5
τC and τS as a function of temperature T for the EMITFSI/PVDF system.
τC and τS as a function of temperature T for the EMITFSI/PVDF system.The mean square
displacement (MSD) of anions and cations for the EMITFSI/PVDF system
was obtained by MD simulations at different temperatures, and the
results are shown in Figure S4. The initial
and terminal nonlinear parts should not be included when we performed
a linear fit to the MSD to obtain the slope, so the region from 2
to 8 ns was selected. Then, the slope was substituted into eq to further calculate
the diffusion coefficients of anions (D–) and diffusion coefficients of cations (D+) at the corresponding temperature. It can be seen from Table S12 that when the temperature is the same, D– (D+) for
EMITFSI is always greater than D– (D+) for the EMITFSI/PVDF system. Therefore,
we can see that D– and D+ decrease after adding PVDF into the EMITFSI
system, indicating that the transport of anions and cations becomes
worse.Figure shows D– and D+ as a function of temperature T for
the EMITFSI/PVDF system. With the increase of temperature, D– and D+ monotonously
increase, indicating that the transport of anions and cations gradually
increases, which is the same as the conclusions of published papers.[32,60] In addition, it can be seen from Figure that D+ is always
greater than D–, which concludes
that the cations can transport stronger than the anions over the whole
temperature ranges for the EMITFSI/PVDF system. This is identical
with the behavior of the BMI+-based IL with different anionic
structures and TFSI–-based IL with different cationic
structures.[35,84]
Figure 6
D– and D+ as a function of temperature T for the EMITFSI/PVDF
system.
D– and D+ as a function of temperature T for the EMITFSI/PVDF
system.Figure a,b shows D as a function
of τC–1 and τS–1, respectively. We can see that D– and D+ gradually
increase with the increase of τC–1 and τS–1, respectively. Some papers have
concluded that the power law, namely, D ∝
τC–γ and D ∝ τS–δ, exists in the pure IL,
IL/PVDF, and polyIL systems.[32,85,86] Specifically, the ionic mobilities are seen to exhibit an “‘ionic”’
behavior when γ is equal to 1, and ionic mobilities are seen
to exhibit a “superionic” behavior when γ is less
than 1.[37,87] Interestingly, it can be seen from Figure that D also shows correlation with τC–1 and τS–1 for the EMITFSI/PVDF system,
respectively. We can obtain D– –
τC–0.93193 (black solid line), D+ – τC–0.80391 (red
dashed line), D– – τC–2.43303 (blue
solid line), and D+ – τS–1.85072 (green
dashed line) from the power law. Obviously, all γ are less than
1, so the mobilities of anions and cations are seen to exhibit a superionic
behavior for the EMITFSI/PVDF system.
Figure 7
EMITFSI/PVDF system: (a) D ∝ τC–1 and (b) D ∝ τS–1. The power
law shows D– – τC–0.93193 (black
solid line), D+ – τC–0.80391 (red
dashed line), D– – τC–2.43303 (blue
solid line),
and D+ – τS–1.85072 (green dashed line).
EMITFSI/PVDF system: (a) D ∝ τC–1 and (b) D ∝ τS–1. The power
law shows D– – τC–0.93193 (black
solid line), D+ – τC–0.80391 (red
dashed line), D– – τC–2.43303 (blue
solid line),
and D+ – τS–1.85072 (green dashed line).The transference
numbers of anions and cations in the EMITFSI/PVDF system are calculated
by eq at different
temperatures, as shown in Figure . We can obtain that the transference numbers of anions
(t–) are in the range of 0.34–0.51,
and the transference numbers of cations (t+) are in the range of 0.49–0.65. In addition, when the temperature
is less than 360 K, t– and t+ decrease and increase, respectively, as the
temperature increases, indicating that D+ increases faster than D–. However,
when the temperature is greater than 360 K, the opposite result appears.
On the whole, t+ is always greater than t–. It can be inferred that D+ is always greater than D–, which is consistent with the conclusion obtained from Figure .
Figure 8
t– and t+ as a function of
temperature T for the EMITFSI/PVDF
system.
t– and t+ as a function of
temperature T for the EMITFSI/PVDF
system.When the temperature increases
from 263 to 353 K, t+ is between 0.60
and 0.65 for the EMITFSI system.[88] We have
used MD simulations to obtain that t+ is
between 0.49 and 0.65 for the EMITFSI/PVDF
system in the temperature range of 280–360 K. It can be seen
that t+ decreases after adding PVDF into
the EMITFSI system. In conjunction with Section , we can obtain the conclusion that the D+ decreases faster than D–.
Ionic Conductivity
In this paper,
the ideal conductivity (σNE) and true ionic conductivity
(σ) of the EMITFSI/PVDF system are calculated by eqs and 15,
respectively, at different temperatures, and the results are shown
in Figure , which
indicates that σNE and σ increase as the temperature
increases. It is reported that σ is between 0.016 and 0.389
S/m in the temperature range of 313–416 K for the EMITFSI/PVDF
system.[82] This MD simulation shows that
σ is between 0.0495 and 0.701 S/m in the temperature range of
320–420 K for the EMITFSI/PVDF system. We can see that the
simulated value is close to the actual value. In addition, when the
temperature increases from 263 to 353 K, σ of the EMITFSI system
is in the range of 0.25–4 S/m.[88] When the temperature increases from 280 to 360 K, we used MD simulations
to obtain that σNE is in the range of 0.0453–0.351
S/m and σ is in the range of 0.0208–0.158 S/m. Therefore,
it can be concluded that the ionic conductivity decreases after adding
PVDF into the EMITFSI system.
Figure 9
σNE and σ as a function
of temperature T for the EMITFSI/PVDF system.
σNE and σ as a function
of temperature T for the EMITFSI/PVDF system.The degree of independent ion motion (α)
is calculated by eq for the EMITFSI/PVDF
system at different temperatures. As shown in Figure , we can observe that α has an irregular
fluctuation as the temperature increases. With the increase of temperature,
α is the largest at 300 K and the smallest at 380 K, indicating
that the ion-correlated motion is the weakest at 300 K and the strongest
at 380 K. This result can be explained by the binding energy between
ion pairs in Section . Especially, with the increase of temperature, when the binding
energy between ion pairs increases, the ion-correlated motion increases
(α decreases), and vice versa. Therefore, we can conclude that
α is mainly affected by the binding energy between ion pairs
as the temperature increases. When the temperature increases from
263 to 353 K, α of the EMITFSI system is in the range of 0.7–0.8.[88] When the temperature increases from 280 to 360
K, α of the EMITFSI/PVDF system is in the range of 0.45–0.51
in this MD simulation. Therefore, it can be concluded that α
decreases after adding PVDF into the EMITFSI system, which is good
for mass transport but not charge transport. This is consistent with
the results reported in some literature studies.[89,90]
Figure 10
α as a function of temperature T for the
EMITFSI/PVDF system.
α as a function of temperature T for the
EMITFSI/PVDF system.The volume of TFSI– is 0.230 nm3,[91] so we calculated its Stokes radius to be 0.380
nm. Viscosity (η)
is calculated by eq for the EMITFSI/PVDF system at different temperatures. Figure presents η
as a function of temperature T. With the increase
of temperature, η of the EMITFSI/PVDF system decreases monotonously;
specifically, it decreases rapidly first and then gradually decreases,
which indicates that η is more sensitive to temperature changes
at low temperatures. Therefore, as the temperature increases, the
diffusion resistance of ions gradually decreases in the EMITFSI/PVDF
system. When the temperature increases from 283 to 353 K, η
of the EMITFSI system is in the range of 65–7 cP.[88] When the temperature increases from 280 to 360
K, we used MD simulations to obtain that η is in the range of
175.5–26.7 cP for the EMITFSI/PVDF system. We can obtain that
η increases after adding PVDF into the EMITFSI system, which
leads to greater ion diffusion resistance for the EMITFSI/PVDF system.
Figure 11
η
as a function of temperature T for the
EMITFSI/PVDF system.
η
as a function of temperature T for the
EMITFSI/PVDF system.
Conclusions
In this paper, the EMITSFI/PVDF system with 40.05 wt % content
of EMITFSI was selected to study the ion transport properties at different
temperatures using MD simulations.Our simulated Tg value is 204 K for
the EMITFSI/PVDF system, which shows a good agreement with the experimental
value (200 K). Therefore, the force field parameters are suitable
for the EMITFSI/PVDF system in this MD simulation, and Tg increases after adding PVDF into the EMITFSI system.
With the increase of temperature, there may be enough energy to overcome
the repulsive force between ion pairs, which makes the distance between
the ion pairs closer, so the peaks of PCF show an increasing trend
for the EMITFSI/PVDF system. Especially, the binding energy between
ion pairs is the main factor affecting the CN of
ion pairs as the temperature increases.We have used MD simulations
to study the ion transport properties
in the EMITFSI/PVDF system. First, we have found that τC and τS decrease as the temperature increases,
so it is known that ion motion is intensified. Second, we can obtain
that D– and D+ decrease after adding PVDF into the EMITFSI system, indicating
that the transport of anions and cations becomes worse. With the increase
of temperature, D– and D+ monotonously increase, indicating that the
transport of anions and cations gradually increases, and D+ is always greater than D–, which concludes that the cations can transport stronger than the
anions. The D – τC–1 and D – τS–1 show the universal correlation, and the power law
shows that the mobilities of anions and cations are seen to exhibit
a superionic behavior. Third, based on the diffusion coefficients,
we have calculated the transference numbers of ions, ionic conductivity,
and viscosity. As the temperature increases, t– first decreases and then increases, which indicates
that D– increases first slower
than D+, and then, D– increases faster than D+. Through the analysis of D and transference numbers
of ions, we can get that D+ decreases
faster than D– after adding PVDF
into the EMITFSI system. Finally, σNE and σ
increase as the temperature increases and decrease after adding PVDF
into the EMITFSI system. α is mainly affected by the binding
energy between ion pairs as the temperature increases and decreases
after adding PVDF into the EMITFSI system, which is good for mass
transport but not charge transport. In addition, η decreases
as the temperature increases, indicating that the diffusion resistance
of ions gradually decreases. η increases after adding PVDF into
the EMITFSI system, which leads to greater ion diffusion resistance
for the EMITFSI/PVDF system.