Electrochemical capacitors, commonly known as supercapacitors, are important energy storage devices with high power capabilities and long cycle lives. Here we report the development and application of in situ nuclear magnetic resonance (NMR) methodologies to study changes at the electrode-electrolyte interface in working devices as they charge and discharge. For a supercapacitor comprising activated carbon electrodes and an organic electrolyte, NMR experiments carried out at different charge states allow quantification of the number of charge storing species and show that there are at least two distinct charge storage regimes. At cell voltages below 0.75 V, electrolyte anions are increasingly desorbed from the carbon micropores at the negative electrode, while at the positive electrode there is little change in the number of anions that are adsorbed as the voltage is increased. However, above a cell voltage of 0.75 V, dramatic increases in the amount of adsorbed anions in the positive electrode are observed while anions continue to be desorbed at the negative electrode. NMR experiments with simultaneous cyclic voltammetry show that supercapacitor charging causes marked changes to the local environments of charge storing species, with periodic changes of their chemical shift observed. NMR calculations on a model carbon fragment show that the addition and removal of electrons from a delocalized system should lead to considerable increases in the nucleus-independent chemical shift of nearby species, in agreement with our experimental observations.
Electrochemical capacitors, commonly known as supercapacitors, are important energy storage devices with high power capabilities and long cycle lives. Here we report the development and application of in situ nuclear magnetic resonance (NMR) methodologies to study changes at the electrode-electrolyte interface in working devices as they charge and discharge. For a supercapacitor comprising activated carbon electrodes and an organic electrolyte, NMR experiments carried out at different charge states allow quantification of the number of charge storing species and show that there are at least two distinct charge storage regimes. At cell voltages below 0.75 V, electrolyte anions are increasingly desorbed from the carbon micropores at the negative electrode, while at the positive electrode there is little change in the number of anions that are adsorbed as the voltage is increased. However, above a cell voltage of 0.75 V, dramatic increases in the amount of adsorbed anions in the positive electrode are observed while anions continue to be desorbed at the negative electrode. NMR experiments with simultaneous cyclic voltammetry show that supercapacitor charging causes marked changes to the local environments of charge storing species, with periodic changes of their chemical shift observed. NMR calculations on a model carbon fragment show that the addition and removal of electrons from a delocalized system should lead to considerable increases in the nucleus-independent chemical shift of nearby species, in agreement with our experimental observations.
The
development of efficient energy storage devices is essential
to meet the growing demand for portable electronic devices and emerging
green transportation technologies. While lithium ion batteries have
met a large proportion of our needs over the past 20 years, electrochemical
capacitors, also known as supercapacitors, are receiving renewed interest
as an alternative and complementary technology.[1] The storage of electrical energy in carbon-based supercapacitors
relies on the formation of an electric double-layer at the interface
between a solid electrode and a liquid electrolyte solution. This
non-faradaic charge storage mechanism allows rapid rates of charge
and discharge and essentially unlimited cycle lives, making supercapacitors
well-suited to high power applications.[2,3]Supercapacitors
typically use organic electrolytes, such as tetraethylammonium
tetrafluoroborate (NEt4BF4) in acetonitrile.[1] Aqueous electrolytes are also sometimes used
because they are less toxic and inexpensive; however, the decomposition
of water at voltages above 1.2 V limits the amount of energy that
can be stored. Supercapacitor electrodes are generally constructed
using porous carbon owing to its high surface area and conductivity.[4] In particular, activated carbons derived from
organic precursors such as coconut shells and wood have been widely
used in commercial devices owing to their high surface area and conductivity,
and low cost. Although predominantly microporous (with pore sizes
less than 2 nm), these materials also exhibit a range of pore diameters
in the mesoporous (2–50 nm diameter) and macroporous (greater
than 50 nm diameter) regimes. The importance of pore size effects
was highlighted by Chmiola et al., who reported that the capacitance
of carbon derived from titanium carbide dramatically increased when
the average size of carbon micropores was less than the size of the
solvated electrolyte ions (typically less than 1.5 nm).[5] This finding could not be explained with traditional
concepts of double-layer formation and has triggered considerable
efforts toward understanding the nature of ion electrosorption inside
the porous carbon. It was hypothesized that ion desolvation allowed
a closer approach of charge centers at the electrode–electrolyte
interface.[6] Distortions of cyclic voltammograms
in cavity microelectrode studies confirmed that electrolyte ions are
at least partially desolvated as they enter the carbon micropores
upon charging.[7] However, many questions
relating to this phenomenon and the fundamental mechanism of supercapacitance
in general remain unanswered.A deeper understanding of the
processes that take place within
supercapacitors upon charging and discharging will enable further
development and optimization of these important devices. To this end,
a number of experimental methods have been employed to further investigate
the behavior of ions in micropores.[8] In
situ electrochemical quartz crystal microbalance (EQCM) methodologies
have been used to study the gravimetric response of porous carbon
electrodes in a range of electrolyte systems under dynamic charging
conditions. Deviations from theoretical mass changes have been interpreted
in terms of distinct charging regimes that are characterized by the
compositional differences in the ionic part of the electric double
layer.[9−12] Small-angle neutron scattering measurements have been used to observe
changes in the concentration of electrolyte ions in micropores as
a function of applied potential,[13] while
neutron diffraction has been employed to quantify the diffusion of
ions within mesoporous carbons in different charge states.[14] Recently, an in situ infrared spectroscopy method
has been developed to study supercapacitor systems.[15] Decreases in electrolyte ion absorbances were interpreted
as arising from a net movement of positive and negative ion pairs
into carbon micropores upon charging.[15] In addition to experimental work, a large number of theoretical
studies have given insight into charging phenomena in supercapacitors.
In particular, molecular dynamics simulations[16−22] have shown the importance of overscreening effects at planar electrode–electrolyte
interfaces, whereby the first layer of adsorbed species encompasses
more charge than the electrode surface itself, with subsequent layers
of electrolyte ions balancing the overall charge at the interface.
It has been suggested that the absence of such effects in microporous
electrodes allows high capacitances to develop.[23] Further work based on mean field theory models has proposed
that image forces arising from charged micropore surfaces facilitate
the packing of ions of the same polarity during charging, accounting
for the large increases in capacitance experimentally measured for
carbons with micropores smaller than the solvated electrolyte ions.[24−26]While experimental and theoretical work has advanced the understanding
of charge storage in porous carbons, further development is required
to directly observe and quantify changes of ion environments in supercapacitor
electrodes. Nuclear magnetic resonance (NMR) spectroscopy is a powerful
technique for studying electrochemical interfaces, as the observed
resonance frequency is sensitive to the local chemical environment.
This approach is also element selective, allowing the separate observation
of different chemical species in electrochemical systems. The potential
of NMR to study adsorption of molecules on carbon was recognized in
early work by Harris et al. where distinct resonances were observed
for adsorbed and non-adsorbed species within activated carbons.[27−30] More recent work on adsorption on a variety of different carbon
morphologies has revealed similar trends.[31−39] Regardless of the molecule or nuclear spin studied, resonances from
species adsorbed on a given carbon show similar shifts to low frequencies,
relative to the nonadsorbed species. This suggests that the observed
shift is a nucleus-independent chemical shift (NICS), arising from
aromatic ring current effects associated with delocalized π
electrons in the carbon. In addition to experimental NMR methods for
probing this phenomenon, computational approaches have been developed
to calculate NICSs arising from delocalized systems.[40,41] Such calculations have been applied to a range of carbon systems
including coronenes,[42] fullerenes,[43,44] nanotubes,[45−47] and graphene.[47]In addition to studies of adsorption within porous carbons with
no applied potential, NMR can also be used to study the charging and
discharging mechanisms of supercapacitors. Indeed, NMR uniquely allows
the direct observation of the charge storing species (adsorbed species).
Ex situ NMR[48−50] involves holding a supercapacitor at a particular
voltage, disassembling it, and then acquiring the NMR spectrum of
the electrolyte species that remain inside the electrode film. With
this approach, magic angle spinning (MAS) can be used to improve resolution
and identify subtle changes in ion environments.[50] However, the rapid evaporation of acetonitrile during disassembly
can result in the solidification of electrolyte salt. Desorption of
ions (or self-discharge) during disassembly may also make it difficult
to know exactly how much charge is stored when an NMR spectrum is
acquired.In situ NMR experiments[51−55] can address some of the issues associated with ex
situ approaches,
since spectra of the working device are acquired directly. Such experiments
offer direct insight into the behavior of working devices but come
with some resolution losses due to the incompatibility with MAS techniques.
Our previous in situ NMR study demonstrated the utility of NMR for
the study of supercapacitors during charging (and discharging), and
systematic changes were observed in the spectra.[32]11B NMR experiments were used to probe the behavior
of BF4 anions at different applied cell potentials. It
was shown that the adsorption processes occurring at each electrode
could be studied separately by introducing a prototype long supercapacitor
design. Changes in populations and resonance frequencies were observed
for adsorbed BF4 anions upon cell charging. However, the
electrochemical properties of the long supercapacitor cell were not
fully explored, and while clear changes in both the local environments
and populations of the adsorbed anions were observed, the link between
these and the supercapacitor charging mechanism was not studied in
detail.In this work, in situ NMR is further developed to study
supercapacitors
comprising activated carbon electrodes and a NEt4BF4 in acetonitrile electrolyte. We first address some of the
practical aspects associated with in situ NMR of supercapacitors,
using 19F NMR in this study because of the high sensitivity
of this nucleus. We then show how this methodology can provide insight
into the charge storage mechanism of supercapacitors by directly tracking
changes in the amount of charge storing species as a function of applied
voltage and identifying different charge storage regimes in a high
surface area, coconut-derived activated carbon. Supercapacitor charging
is also shown to have a marked effect on the local magnetic environment
experienced by adsorbed species. Real-time NMR experiments with simultaneous
cyclic voltammetry show a systematic variation of the observed resonance
frequency of adsorbed species, which is directly correlated with the
development of charge on the electrodes. This is supported by NICS
calculations on a model graphene fragment that show that the addition
or removal of electrons from carbon systems has significant effects
on the resonance frequencies of adsorbed species.
Experimental Section
Materials
In this work all carbon
electrodes were prepared from YP50F carbon (Kuraray Chemical, Japan).
Film electrodes were prepared in the standard way[56] by mixing carbon powder (95 wt %) with polytetrafluoroethylene
(5 wt %) (Sigma Aldrich, 60 wt % dispersion in water). Prior to sample
preparation, carbon film pieces (6.0 mg, approximate dimensions of
10 mm × 4 mm × 0.25 mm) were dried under vacuum at 200 °C
overnight and then transferred to an argon glovebox. In initial electrochemical
tests of different cell designs, the electrolyte used was a 1.5 M
solution of tetraethylammonium tetrafluoroborate (NEt4BF4, Sigma Aldrich, electrochemical grade >99.0%) in acetonitrile
(Sigma Aldrich, 99.8% anhydrous). This electrolyte is referred to
as NEt4BF4/ACN. The same electrolyte was used
for NMR experiments except that the solvent was replaced by deuterated
acetonitrile, D3CCN (Euriso-top, 99.96%). We refer to this
electrolyte as NEt4BF4/dACN.
Sample Preparation
All sample preparation
was carried out in an argon glovebox. Model electrodes were prepared
for preliminary experiments by hermetically sealing a carbon film
piece (6.0 mg) inside a plastic bag (3M packaging film) with the chosen
volume of NEt4BF4/dACN electrolyte, which was
added using a microsyringe. All supercapacitors in this study employed
plastic bag cell designs, modified from Bellcore’s plastic
lithium ion battery technology.[53] Two pieces
of carbon film (6.0 mg) were adhered to carbon-coated aluminum mesh,
and a Cellgard 2500 (monolayer polypropylene, 25 μm thickness)
separator was placed between them. These components were placed inside
a plastic bag (3M packaging film), which was hermetically sealed on
three sides. The cell was then saturated with electrolyte before making
the final seal to close the bag. For NMR measurements, the supercapacitor
bag cells were held between two plastic inserts in order to provide
rigidity and allow better control over the cell orientation inside
the NMR coil.
Electrochemical Tests
All cells were
tested on a Bio-logic cycler or an Arbin Instruments battery cycler
with a two-electrode configuration. Cyclic voltammetry (CV) was used
both to test the performance of different cells and to run real-time
in situ NMR experiments. Fixed voltage in situ NMR experiments were
performed using chronoamperometry (CA) experiments. A fixed cell voltage
is applied and a current flows around the external circuit until equilibrium
is achieved before NMR acquisition.
NMR Details
All NMR experiments were
performed using a Bruker Avance spectrometer operating at a magnetic
field strength of 7.05 T, corresponding to a 19F Larmor
frequency of 284.2 MHz with a Bruker HX double resonance static probe
using a 6.8 mm inner diameter solenoid coil. 19F NMR spectra
were referenced relative to neat hexafluorobenzene (C6F6) at −164.9 ppm. The “depth” pulse sequence[57] was used to acquire all 19F NMR spectra
in order to reduce the background signal from the PTFE probe-head
housing. The total delay between excitation of transverse magnetization
and acquisition of the free induction decay was 60 μs in all
cases. Spectral fitting was carried out using dmfit software.[58] The minimum number of components required to
obtain a satisfactory fit was found to be four for each electrode.
For the positive electrode, deconvolutions were carried out assuming
the free electrolyte feature to be made up of three purely Lorentzian
components and assuming the strongly adsorbed feature to be made up
of a single purely Gaussian component. For the negative electrode,
much better fits were obtained assuming two Lorentzians and one Gaussian
component for the free electrolyte and assuming a Gaussian line shape
for the strongly adsorbed resonance. That more than one resonance
is required to model the free electrolyte is ascribed to bulk magnetic
susceptibility (BMS) effects and strong variations in local magnetic
fields across the bag cell, which results in a range of different
local fields and thus shifts for the same chemical species (see Supporting Information, Figure S3). For the spectra
of the negative electrode, the shift of the strongly adsorbed resonance
was first obtained by fitting spectra recorded with a short recycle
interval (0.5 s) which favors observation of the strongly adsorbed
resonance due to faster spin–lattice, T1, relaxation. The shifts obtained were then fixed in the fits
of the quantitative spectra recorded with the longer recycle interval
of 30 s. For each electrode, the spectrum obtained at 0 V was fitted
first, as this showed the best resolution of the strongly adsorbed
resonance. The peak positions and intensities obtained were then used
as a starting point to fit the spectrum at the next highest voltage.
For the positive and negative electrodes, spectra recorded above 1.5
and 1.25 V, respectively, were not fitted, as unique fits could not
be obtained owing to the almost complete overlap of the strongly adsorbed
and free electrolyte features. Deconvoluted spectra are shown in Supporting Information, Figure S1.
In Situ NMR Experiments
Prior to
performing NMR experiments, the cell was cycled between 0 and 2.3
V five times by cyclic voltammetry at a sweep rate of 0.5 mV·s–1. The positively charged electrode was first positioned
inside the coil for detection, and the cell was charged sequentially
to a series of different voltages (0, 0.25, 0.5, 0.75, 1, 1.25, 1.5,
1.75, and 2 V). The cell was held at each voltage for 40 min to ensure
that an equilibrium charge state was attained before 19F NMR spectra were acquired. After the positively charged electrode
was studied, the cell was shifted to position the negatively charged
electrode inside the NMR coil for detection. The cell was then charged
to the same series of voltages, and 19F NMR spectra were
collected at each voltage after waiting for 40 min. For fixed voltage
experiments, a recycle interval of 30 s was sufficient for spectra
to be quantitative. 19F NMR spectra were also collected
while simultaneous cyclic voltammetry (CV) was performed on the cell.
Unless otherwise stated, 94 NMR spectra were obtained per full CV
cycle (0 V → 2.3 V → 0 V) with a recycle interval of
3 s. While this does not yield fully quantitative spectra, it reduces
the time required to obtain each spectrum, enabling more spectra to
be acquired during the CV cycle.
Calculations
All geometry optimizations
and NMR calculations were performed using Gaussian 03 software.[59] First, geometries were optimized at the B3LYP
level of theory with the 6-31G(d) basis set, as in other work.[42] Then an NMR calculation was performed at the
same level of theory and with the same basis set to evaluate the chemical
shielding tensors for each atom, as well as for several “ghost”
atoms introduced around the structure. These ghost atoms have no electrons
or nuclear charge and simply serve to act as probes of the local effective
magnetic field at their position. The calculations generate the isotropic
chemical shielding, σiso. The isotropic nucleus-independent
chemical shift, δisoNICS, is given by
−(σiso – σref), where
σref is a reference shielding which has a value of
0 ppm in this case.
Results and Discussion
Cell Design for NMR Studies
Here,
we considered three different supercapacitor cell designs in order
to compare their electrochemical performances. The “conventional”
design (Figure 1a) represents a typical supercapacitor,
with the two electrodes situated directly on top of each other. With
this design, both electrodes must be placed inside the NMR coil during
in situ NMR experiments, making it difficult to separate processes
occurring at each electrode.[32] In the “long”
cell design (Figure 1b) the electrodes are
shifted laterally with respect to each other so that a single electrode
can be placed in the NMR detection region. In our previous work, this
allowed the anion environments to be tracked separately in the positive
and negative electrodes, although long times were needed to charge
and discharge the device because of the significant ohmic losses associated
with this design.[32] The “overlaid”
cell design introduced here (Figure 1c) also
allows a single electrode to be placed in the NMR detection region,
but the current collector of the opposite electrode is situated closer
to the electrode under study.
Figure 1
Supercapacitor cell designs (a–c) and
their cyclic voltammograms
at 0.5 mV·s–1 (d–f). In each case the
cyclic voltammogram of the fourth cycle is shown.
Supercapacitor cell designs (a–c) and
their cyclic voltammograms
at 0.5 mV·s–1 (d–f). In each case the
cyclic voltammogram of the fourth cycle is shown.Cyclic voltammograms for conventional, long, and overlaid
supercapacitors,
each cycled at 0.5 mV·s–1 between 0 and 2.3
V, are shown in parts d, e, and f of Figure 1, respectively. Each cell comprised
two YP50F film electrodes (6.0 mg each) and was saturated with NEt4BF4/ACN electrolyte (∼30 μL for the
conventional design and ∼50 μL for the long and overlaid
designs). A rectangular cyclic voltammogram is expected for an ideal
capacitor, with positive currents flowing in the charge part of the
cycle and negative currents flowing in the discharge part of the cycle.
Distortion from the rectangular shape arises because of the contribution
of resistive components associated with ionic diffusion, as well as
the contact between the current collector (carbon coated aluminum
mesh in our design) and the carbon electrode. A characteristic near-rectangular
shape is observed for the conventional supercapacitor (Figure 1d), whereas the long cell design displays far from
ideal behavior (Figure 1e), and a plateau indicative
of pure capacitive behavior is not observed. However, a considerable
improvement is achieved by switching to the overlaid design, where
the observed cyclic voltammogram is much closer to the ideal case
(Figure 1f). We also note that the estimated
capacitance of YP50F (calculated from the discharge current at 1 V)
is 99 F·g–1, which is in good agreement with
the literature value of 95 F·g–1.[60] Faster scan rates were also studied for the
long and overlaid cells, but poorer electrochemical performance was
observed (see Figure S2 in Supporting Information). Importantly, the overlaid design introduced here allows a single
electrode to be placed inside the NMR detection region while maintaining
good electrochemical performance. Therefore, the overlaid design was
used for all in situ NMR experiments that follow in this work, and
a sweep rate of 0.5 mV·s–1 was used for cyclic
voltammetry experiments.
Effect of Supercapacitor
Components on the
NMR Spectrum
In this work we focus on 19F NMR
to study the BF4– electrolyte anion environments.
While 1H NMR is an attractive option to study the environments
of the NEt4+ cations, the large number of plastic
components used in the bag cell assembly results in a broad and intense
background 1H signal that precludes the observation of
the relatively low intensity electrolyte resonances. Before carrying
out in situ 19F NMR measurements on working supercapacitor
cells at different applied potential differences, the form of the
spectrum observed for an overlaid supercapacitor was investigated
by comparison with model carbon film electrodes soaked with electrolyte.
Figure 2a shows the static 19F NMR
spectrum obtained for a piece of YP50F carbon film (6.0 mg) soaked
with 8 μL of NEt4BF4/dACN electrolyte,
sealed inside a plastic bag. This carbon film piece represents a model
electrode, with no applied potential difference. As in our previous
studies, two main environments are observed.[31,32] The feature at −158.0 ppm is assigned to the electrolyte
anions strongly adsorbed on carbon surfaces inside micropores. The
feature at −152.4 ppm is assigned to weakly adsorbed anions,
situated further from carbon surfaces and occupying spaces in large
carbon pores and spaces between primary carbon particles in the carbon
film. The −5.6 ppm shift of the strongly adsorbed relative
to the weakly adsorbed feature is attributed to ring current effects
arising from the delocalized electrons in the carbon. On increasing
the amount of electrolyte in the sample to 15 μL (Figure 2b), the intensity of the weakly adsorbed resonance
is increased. A small additional feature is also observed at higher
frequency due to the presence of free electrolyte external to the
carbon film piece.
Figure 2
19F NMR spectrum obtained for pieces of carbon
film
soaked with (a) 8 μL and (b) 15 μL of NEt4BF4/dACN electrolyte. (c) Spectrum obtained for an overlaid supercapacitor
held at a cell voltage of 0 V. The films were orientated vertically
inside the NMR coil to enhance resolution of spectral features.[31] All spectra are shown on the same scale.
19F NMR spectrum obtained for pieces of carbon
film
soaked with (a) 8 μL and (b) 15 μL of NEt4BF4/dACN electrolyte. (c) Spectrum obtained for an overlaid supercapacitor
held at a cell voltage of 0 V. The films were orientated vertically
inside the NMR coil to enhance resolution of spectral features.[31] All spectra are shown on the same scale.Figure 2c shows the NMR spectrum for an
overlaid supercapacitor cell held at a cell voltage of 0 V. Here a
single electrode is placed inside the NMR detection region. Again
the strongly adsorbed electrolyte anions can be observed, appearing
at −156.2 ppm. In addition, several more intense features corresponding
to the weakly adsorbed anions and anions in free electrolyte external
to the carbon electrode are observed at higher frequencies. This is
due to the larger amount of electrolyte used in the supercapacitor
cell to ensure good electrochemical performance. We note that the
free electrolyte signal appears to comprise at least three superimposed
components. Bag cell samples containing just free electrolyte (and
current collector and free electrolyte) gave similar spectral features
(see Supporting Information Figure S3).
We attribute this to bulk magnetic susceptibility (BMS) effects owing
to the irregular shape of the sample contained within plastic bag
cells. Indeed, NMR spectra of isotropic substances contained within
nonspherical samples have been shown to be complex, especially for
flat orientated samples.[61,62] It is also noted that
all the features in this spectrum are shifted to higher frequency
by approximately 2 ppm relative to their counterparts in Figures 2a and 2b. Previous studies
have shown that anisotropic BMS effects can be significant when studying
flat electrode assemblies by NMR.[31,52,63] For the spectra shown in Figure 2, care was taken to ensure all samples were oriented vertically
inside the NMR coil; however, the geometry and dimensions of the overlaid
supercapacitor cell are intrinsically different to the soaked carbon
film samples, and therefore, it is likely that the observed ∼2
ppm difference in chemical shift arises from BMS effects relating
to the anisotropic shape of the sample and from the presence of a
second current collector in the NMR coil. Importantly, despite the
intense feature arising from the large amount of free electrolyte
in the plastic bag cell, the spectra show that the strongly adsorbed
ions are clearly evident in the NMR spectrum of an overlaid supercapacitor
at zero potential and can be observed separately from the weakly adsorbed
and free electrolyte features. Thus, with this design, changes in
the anion environments may be tracked as a function of applied potential.
In Situ 19F NMR Spectroscopy at
Fixed Voltages
To investigate changes to the BF4 anion environments as a function of applied potential, 19F NMR spectra of a single supercapacitor electrode were acquired
while the cell was held at different voltages. Previous studies have
indicated that small irreversible changes attributed to ion trapping
or surface reactions can take place in supercapacitors during the
first few charging cycles.[64] For this reason,
the supercapacitor cell was cycled 5 times by cyclic voltammetry prior
to being studied by NMR. First the positive electrode (and the surrounding
electrolyte) was studied, with spectra shown in Figure 3a. At 0 V, the strongly
adsorbed feature is observed at −156.5 ppm and the intense
free electrolyte signal is observed between −148 and −150
ppm. As the voltage is increased from 0 to 2 V, the strongly adsorbed
feature shows gradual increases in resonance frequency (the peak shifts
toward the left-hand side of the spectrum), shown more clearly in
the inset in Figure 3a. This feature also appears
to show small but significant increases in intensity as the cell voltage
is increased. The weakly adsorbed and free electrolyte features do
not display significant changes in resonance frequency upon charging.
After the positive electrode was studied, the supercapacitor cell
was shifted so that the negatively charged electrode was situated
in the NMR detection region, and the 19F NMR spectra at
various applied cell voltages are shown in Figure 3b. This was done to maintain the same polarity of the device
and reduce any possible ion trapping effects.[64] At 0 V, a spectrum similar to that in Figure 3a is observed, with the strongly adsorbed feature visible at −154.9
ppm. We note that this feature is approximately 1.5 ppm higher in
frequency than was observed for the positive electrode at 0 V. This
suggests that cycling of the cell prior to acquisition of the NMR
spectra results in small differences in the equilibrium states for
the two electrodes. BMS effects are also expected to result in small
shift differences, since different electrodes (with slightly different
sizes and orientations relative to the applied magnetic field) are
investigated. As the voltage is increased from 0 to 2 V, the strongly
adsorbed feature again shifts to higher frequency, as was observed
in the positive electrode (Figure 3a). However,
here changes in the intensity of the strongly adsorbed feature appear
to be less pronounced as the feature moves to higher frequency.
Figure 3
(a) 19F NMR spectra of the positively charged electrode
of an overlaid cell at voltages between 0 and 2 V. (b) 19F NMR spectra of the negatively charged electrode of the same cell
at voltages between 0 and 2 V. Insets show enlarged sections of the
spectra to illustrate changes of the strongly adsorbed feature.
(a) 19F NMR spectra of the positively charged electrode
of an overlaid cell at voltages between 0 and 2 V. (b) 19F NMR spectra of the negatively charged electrode of the same cell
at voltages between 0 and 2 V. Insets show enlarged sections of the
spectra to illustrate changes of the strongly adsorbed feature.To aid with the interpretation
of the results shown in Figure 3, spectra were
deconvoluted to quantify the position
and intensity of the strongly adsorbed resonance at each voltage.
Details of the deconvolution procedure are given in the Experimental Section and Supporting Information. Deconvolutions were not performed for spectra acquired above 1.5
V (positive electrode) and 1.25 V (negative electrode), as the overlap
between the strongly and weakly adsorbed features precluded accurate
fitting. Figure 4a and Figure 4b show the fitted intensity of the strongly adsorbed resonance
for the positive and negative electrodes, which in each case are normalized
to the intensity measured for each electrode at 0 V. For the positive
electrode, at cell potentials between 0 and 0.75 V, the intensity
of the adsorbed resonance does not change significantly. However,
between 0.75 and 1.5 V a relatively sharp increase in intensity is
observed. For the negative electrode, the intensity of the adsorbed
resonance is found to decrease steadily over the voltage range studied.
We note that the exact changes in intensity depend upon the fitting
procedure used for the deconvolutions, which is not straightforward
owing to the complexity of the spectra. However, deconvolutions performed
using a different fitting procedure (see Supporting
Information Figures S4 and S5) also show similar trends whereby
a pronounced increase in the intensity of the adsorbed resonance is
observed for the positive electrode at potentials higher than 0.75
V, and an approximately constant decrease in the intensity of the
adsorbed resonance is observed for the negative electrode over the
voltage range studied. The deconvoluted integrated intensities of
the weakly adsorbed and free electrolyte features were not found to
change significantly in either electrode over the voltage range studied
(as shown in Supporting Information Figure
S6). However, interpretation of the intensities of these features
is not straightforward, since only part of the cell is situated inside
the NMR detection region. This makes it difficult to distinguish intensity
changes resulting from rearrangement of ions within the electrodes
and changes resulting from diffusion of ions in and out of the NMR
detection region.
Figure 4
Summary
of deconvolution results of spectra shown in Figure 3. Panels a and b show intensities of the strongly
adsorbed feature in the positive and negative electrodes, each normalized
by the intensity of this feature in the 0 V spectrum. Panels c and
d give the deconvoluted chemical shift values for the strongly adsorbed
feature in the positive and negative electrodes, respectively. It
was not possible to obtain unique fits for spectra corresponding to
voltages above 1.5 and 1.25 V for the positive and negative electrodes,
respectively.
From integration of the current relaxation,
the total charge stored
in the supercapacitor was found to increase approximately linearly
with applied voltage (see Supporting Information Figure S7). The quantification of strongly adsorbed BF4 anions in the positive and negative electrodes therefore offers
insight into the fundamental mechanism underlying the charging process
in this system. For the positive electrode, two distinct charging
regimes can be identified. At voltages lower than 0.75 V, the almost
constant intensity of the strongly adsorbed feature indicates that
the charge storage process does not involve significant changes in
the number of adsorbed anions. This suggests that the mechanism of
charge storage in this low-voltage regime is dominated by short-scale
ion rearrangement and/or the ejection of NEt4 cations from
the micropores. Indeed, recent molecular dynamics simulations have
shown that local rearrangements of ions within porous carbon play
an important role in supercapacitor charging.[65] At voltages higher than 0.75 V, the abrupt increase in intensity
of the strongly adsorbed feature shows that BF4– anions are adsorbed into the micropores and that this plays a more
significant role in charge storage in this regime. For the negative
electrode, the intensity of the strongly adsorbed feature decreases
approximately linearly over the range studied. In principle, the loss
of BF4 anions from the micropores should leave an excess
of cations within the micropores to counteract the negative charge
developed in the electrode. These results are in qualitative agreement
with conclusions drawn from EQCM measurements on a similar porous
carbon with a NEt4BF4/propylene carbonate electrolyte.[10] For this system, mass changes that are lower
than expected on the basis of Faraday’s law were observed at
low charge densities and were explained in terms of anion–cation
mixing within the micropores. At intermediate charge densities, mass
changes close to the theoretical value were observed, indicating that
the adsorption of counterions dominates the charge storage process.
Our observation of an apparent “threshold” voltage of
0.75 V, whereby an abrupt increase in the strongly adsorbed resonance
intensity is observed, may be related to the different charging regimes
identified by the EQCM approach.Figure 4c shows how the chemical shift of
the strongly adsorbed resonance varies in the positively charged electrode
as the cell voltage is increased. Clear increases in chemical shift
are observed for the strongly adsorbed anions as the voltage is increased.
While only small increases are observed between 0 and 0.5 V, at higher
voltages an approximately linear trend is seen. As the cell voltage
is increased from 0 to 1.5 V, a total increase in chemical shift of
3.9 ppm is measured. At voltages above 1.5 V, the strongly adsorbed
peak appears to shift to higher frequencies still (Figure 3a), although this precludes reliable fitting of
the spectra because of increased overlap of spectral features. In
Figure 4d the chemical shift of the strongly
adsorbed resonance for the negatively charged electrode is shown as
a function of applied cell voltage. Again, clear increases in chemical
shift are observed. Here, the chemical shift appears to vary in a
linear fashion as the cell voltage is increased. As the voltage is
increased from 0 to 1.25 V, the chemical shift increases from −155.3
to −152.4 ppm, representing a total increase of 2.9 ppm. This
change is very similar to the overall change in resonance frequency
of 3.0 ppm for the strongly adsorbed resonance in the positive electrode
over the same voltage range. However, the change in resonance frequency
for the negative electrode appears to be approximately linear over
the range studied, whereas the positive electrode displays a nonlinear
change in resonance frequency at low voltages.In both the positive
and negative electrodes, clear increases in
the chemical shift of the resonances corresponding to strongly adsorbed
BF4 anions are observed as the supercapacitor is charged.
This shows that the local environment of the anions changes during
supercapacitor charging. We previously reported similar observations
in a 11B in situ NMR study of a highly analogous supercapacitor
system.[32] When the BF4 anion
was probed, 11B in situ NMR experiments revealed increases
in the chemical shift of adsorbed species in both electrodes as the
supercapacitor was charged. Furthermore, recent 11B and 13C ex situ studies of supercapacitors comprising activated
carbon electrodes and a NEt4BF4/ACN electrolyte
revealed similar increases in the chemical shift of adsorbed features
upon charging.[50] In that study two activated
carbons different from the one studied here were investigated, suggesting
that the chemical shift variations we have observed are general phenomena.Summary
of deconvolution results of spectra shown in Figure 3. Panels a and b show intensities of the strongly
adsorbed feature in the positive and negative electrodes, each normalized
by the intensity of this feature in the 0 V spectrum. Panels c and
d give the deconvoluted chemical shift values for the strongly adsorbed
feature in the positive and negative electrodes, respectively. It
was not possible to obtain unique fits for spectra corresponding to
voltages above 1.5 and 1.25 V for the positive and negative electrodes,
respectively.
Real-Time
in Situ 19F NMR Spectroscopy
To study the behavior
of a working supercapacitor in more detail,
in situ NMR spectra were recorded in real time for an overlaid supercapacitor
undergoing simultaneous cyclic voltammetry. 19F NMR spectra
were collected while the cell was cycled between 0 and 2.3 V at a
rate of 0.5 mV·s–1, with spectra acquired for
four full electrochemical cycles. Since the cell voltage is being
changed continuously, small changes of ∼0.05 V occur during
the acquisition of one NMR spectrum. Since this change is small (2%)
compared to the full cycling window of 2.3 V, we may approximate the
voltage to be constant during the acquisition of one NMR spectrum.
Figure 5a shows selected 19F NMR
spectra of the positive electrode extracted at different points from
the cyclic voltammogram of the second cycle, shown as an inset. Spectra
corresponding to voltages of 0, 0.5, 1, 1.5, and 2 V are shown. The
spectrum acquired at 0 V shows a form very similar to the spectrum
of the positive electrode for a fixed (static) voltage of 0 V shown
in Figure 3a, with the strongly adsorbed resonance
observed at −156.3 ppm. For spectra obtained at later stages
in the charging cycle, the strongly adsorbed feature is observed to
shift to higher frequencies, in good agreement with the fixed voltage
behavior shown in Figure 3a.
Figure 5
(a) Selected 19F NMR spectra of the positive electrode
of an overlaid capacitor cycled by cyclic voltammetry. Spectra are
extracted from the charge during the second cycle. (b) Successive
NMR spectra from four full cyclic voltammetric cycles are shown back
to back. (c, d) Analogous results for the negative electrode of the
supercapacitor cell are shown.
The NMR
spectra shown in Figure 5a represent a small
selection of the total acquired NMR data. Indeed, 94 19F NMR spectra were obtained for each full 0 → 2.3 →
0 V cycle, with four full cycles studied. In Figure 5b, NMR spectra for all four electrochemical cycles are shown
in a three-dimensional plot. The same spectra are displayed in the
first video file in Supporting Information. This plot reveals a highly periodic variation of the adsorbed resonance,
the frequency of which varies in almost perfect correlation with the
applied voltage. During the charging part of the cycle, the adsorbed
resonance shifts to higher frequency, moving underneath the free electrolyte
feature. During the discharging part of the cycle, the adsorbed resonance
moves back to lower frequency until it reaches −156.3 ppm at
0 V. Over each 0 V → 2.3 V → 0 V cycle, a total change
in frequency of ∼3.5 ppm is observed.(a) Selected 19F NMR spectra of the positive electrode
of an overlaid capacitor cycled by cyclic voltammetry. Spectra are
extracted from the charge during the second cycle. (b) Successive
NMR spectra from four full cyclic voltammetric cycles are shown back
to back. (c, d) Analogous results for the negative electrode of the
supercapacitor cell are shown.The real-time in situ experiment was repeated with the supercapacitor
cell shifted so that the negative electrode occupied the NMR detection
region. NMR spectra of the negative electrode extracted from the charge
of the second electrochemical cycle are shown in Figure 5c. Again, for the spectrum acquired at 0 V the strongly adsorbed
environment is clearly visible at approximately −155.1 ppm.
As the cell voltage is successively increased to 2.3 V, the strongly
adsorbed peak shifts to higher frequency. In Figure 5d, the full set of real-time in situ NMR spectra for the negative
electrode is presented as a three-dimensional plot (spectra can also
be seen in the second video file in Supporting
Information), where again the periodic shifting of the strongly
adsorbed environment is clearly observed.The highly periodic
behavior observed for the shift of the adsorbed
resonance in both electrodes indicates that changes in the chemical
shift originate from a reversible process, directly related to the
charging and discharging of the supercapacitor electrode. Further
insight into this phenomenon can be obtained by comparing real-time
in situ NMR spectra acquired at different electrochemical cycling
rates. Real-time in situ 19F NMR spectra recorded during
electrochemical cycling at rates of 0.5 and 5 mV·s–1 are compared as contour plots in Figure 6, together with the corresponding cyclic voltammograms. At the relatively
slow cycling rate of 0.5 mV·s–1 (Figure 6a) the variation of the strongly adsorbed chemical
shift (seen to the right-hand side of the spectra) is well synchronized
with the applied voltage. Moreover, a capacitive electrochemical signature
with a near rectangular cyclic voltammogram is observed. However,
when the cycling rate is increased to 5 mV·s–1 (Figure 6b), a considerable lag between the
periodic variation of the strongly adsorbed chemical shift and the
applied voltage is observed. Indeed, close inspection of the spectra
(see inset) shows that between voltages of 0.64 V on charge and 1.66
V of the following discharge, the shift of the strongly adsorbed resonance
is found to increase. On the other hand, between voltages of 1.66
V on discharge and 0.64 V on the next charge cycle, the shift of the
strongly adsorbed resonance decreases. This differs from the behavior
observed at the lower cycling rate of 0.5 mV·s–1, where the shift of the strongly adsorbed resonance shows only very
small lags behind the applied voltage. Inspection of the electrochemistry
helps explain this behavior. At the faster cycling rate of 5 mV·s–1, the cyclic voltammogram is far from ideal, with
a nonrectangular shape observed. Importantly, positive currents flow
between 0.67 V on the charge and 1.64 V on the next discharge, and
during this time the magnitude of the charge stored on each electrode
increases. However, between voltages of 1.64 V on discharge and 0.67
V on the next charge, a negative current flows and the magnitude of
the charge stored at each electrode decreases. The voltages at which
the direction of the current reverses agree well with the voltages
at which the direction of the shift variation of the adsorbed resonance
changes in the real-time in situ NMR spectrum. This confirms that
the changes in resonance frequency of the adsorbed resonances are
directly correlated with the magnitude of the charge stored on the
electrode and not the potential difference applied to the cell. We
note that on this basis, the cyclic voltammogram recorded at the slower
cycling rate of 0.5 mV·s–1 indicates that we
should also observe a small lag in the real-time in situ NMR spectrum,
since the CV curve is not perfectly rectangular. Indeed, close inspection
of the NMR data reveals that a small lag is indeed observed; however,
this is found to be on the order of the time taken to record one slice
of the two-dimensional data set and so is not readily noticeable in
Figure 6a.
Figure 6
Contour plots of successive in situ 19F NMR spectra
of the negative electrode of an overlaid supercapacitor cell with
simultaneous cyclic voltammetric cycling. Representative cyclic voltammograms
are shown beside the spectra. Spectra and cyclic voltammograms are
shown for cycling rates of (a) 0.5 mV·s–1 and
(b) 5 mV·s–1. In part b, enlarged spectra are
shown for the fifth cycle as in inset. For each two-dimensional spectrum,
18 slices were recorded per charging cycle, with recycle intervals
of (a) 30 s and (b) 3 s.
Contour plots of successive in situ 19F NMR spectra
of the negative electrode of an overlaid supercapacitor cell with
simultaneous cyclic voltammetric cycling. Representative cyclic voltammograms
are shown beside the spectra. Spectra and cyclic voltammograms are
shown for cycling rates of (a) 0.5 mV·s–1 and
(b) 5 mV·s–1. In part b, enlarged spectra are
shown for the fifth cycle as in inset. For each two-dimensional spectrum,
18 slices were recorded per charging cycle, with recycle intervals
of (a) 30 s and (b) 3 s.
Interpretation of Chemical Shifts for Strongly
Adsorbed Species
In the 19F in situ NMR spectra
of the BF4 anions, the resonance corresponding to strongly
adsorbed ions is observed to shift to higher frequencies upon charging.
This observation is consistent with NMR studies of other nuclei such
as 13C and 11B probing both cations and anions
in similar systems.[32,50] This suggests that the changes
in chemical shift are nucleus-independent and are related to changes
in the ring current effects experienced by the nuclei during charging
and discharging. Assuming that the observed chemical shift changes
are dominated by ring current effects, there are several possible
factors that may contribute to the changes in the resonance frequencies
observed for adsorbed ions. First, addition or removal of electrons
from the carbon electronic structure may modify the ring current effects.
Second, during supercapacitor charging cations are expected to become
more strongly associated with the negative electrode surface, while
anions are expected to become less strongly associated with the negative
electrode surface (and vice versa at the positive electrode). The
resulting increases or decreases in carbon–ion distances may
change the observed chemical shift. Finally, we note that there may
be small changes in the carbon micropore sizes during charging and
discharging. In situ electrochemical dilatometry revealed small macroscopic
height changes of porous carbon electrode films during charging and
discharging.[66,67] If these height changes arise
from dilation of the carbon micropores as proposed, the effective
distance between nuclei in adsorbed molecules and carbon surfaces
may again be modified.To investigate these effects, DFT calculations
were carried out to determine nucleus-independent chemical shifts
(NICS) associated with a simple model system. NICS calculations are
readily performed using standard quantum mechanics programs whereby
isotropic chemical shifts are calculated for “ghost” atoms placed at arbitrary positions above and around carbon
surfaces. These calculations provide quantification of the effect
of ring currents on the resonance frequencies of nuclei situated close
to systems containing delocalized electrons. Diatropic (diamagnetic)
ring current effects[68] cause shielding
fields above the plane of aromatic rings, while paratropic (paramagnetic)
ring current effects[69] cause deshielding
fields above the plane of antiaromatic rings.[41] Activated carbons have complex amorphous structures consisting of
curved graphene sheets,[70] and it is difficult
to accurately model these complicated structures in DFT calculations.
Recent studies have employed coronene- and fullerene-based structures
as simple models for more extended carbon structures.[42,71−73] To explore the origin of the observed NMR frequencies
reported in the current work during charging and discharging of supercapacitor
electrodes, NICS calculations were performed on the molecule coronene.Figure 7 shows the calculated NICS as a
function of distance above the coronene ring plane for three different
positions in the xy plane. The structure of coronene and the positions
in the xy plane (A, B, and C) for which values were
calculated are shown as an inset. A lower limit of 2.5 Å above
the coronene ring plane was chosen for calculations, since the approach
of an adsorbed molecule and the carbon will be limited by the van
der Waals radii of atoms in each. Indeed, the van der Waals radius
of sp2 hybridized carbon is ∼1.7 Å and the
van der Waals radii of hydrogen and fluorine are expected to be greater
than 1 Å.[74]
Figure 7
Calculated NICS values
above a neutral coronene molecule.
Calculated NICS values
above a neutral coronene molecule.For all three positions (A, B, and C) considered, NICS values
were
calculated to be negative above the ring plane, consistent with diamagnetic
ring currents. Moreover, for the three positions considered, NICS
values show good agreement with each other, showing that there is
an approximately uniform shielding field above coronene. Thus, resonances
from adsorbed molecules should appear shielded relative to the corresponding
free species. In Figure 2a above we noted that
the resonance corresponding to strongly adsorbed BF4 anions
appears at a chemical shift of 5.6 ppm less than the weakly adsorbed
anions. This is in reasonable agreement with the NICS value of approximately
−5 ppm calculated at 2.5 Å above coronene.Figure 7 allows us to consider the effect
of a nucleus moving closer to, or further away from, a carbon surface.
As a nucleus becomes more distant from the coronene surface, the calculated
NICS becomes less negative (higher NMR frequency). This in principle
could explain the increases in resonance frequency we have observed
upon charging (∼3.5 ppm), corresponding to ions moving roughly
6 Å further away from the coronene molecule considered here.
While such a distance change may be reasonable for an ion adsorbed
on a carbon surface of like charge, the same behavior is not expected
for ions adsorbed on carbon surfaces of opposite charge. In this case,
charging is expected to reduce the ion–carbon separation due
because of electrostatic attraction which would decrease the observed
resonance frequency according to the NICS calculations. This is contrary
to what is observed in the NMR experiments, where the resonance frequencies
of the strongly adsorbed species are always observed to increase during
charging, regardless of the electrode studied. It is therefore unlikely
that the changes in NMR frequency observed for adsorbed species during
charge and discharge arise solely from changes in carbon–ion
distances. This is further substantiated by noting that a molecular
dynamics study of a supercapacitor comprising porous carbon electrodes
showed only small changes of ion–carbon distances (about 0.2
Å) upon charging to a cell voltage of 1 V, although in this case
an ionic liquid electrolyte was studied.[23] We also note that the small reversible electrode height changes
revealed by electrochemical dilatometry (1.1% and 0.5% for the positive
and negative electrodes respectively using YP17 activated carbon and
an NEt4BF4/ACN electrolyte)[66] are unlikely to have a significant effect on the observed
resonance frequencies, as the distance changes would result in a negligible
change in the NICS.To explore the effect of charging on the
NICS, calculations were
performed on charged coronene molecules. Figure 8 shows NICS plots as a function of distance above the coronene ring
plane for three different positions in the xy plane
(A, B, and C). NICS calculations were performed for optimized coronene
molecules with charges of +1e (Figure 8a) and −1e (Figure 8b), where e is the electronic charge.
Calculated
NICS values above (a) positively and (b) negatively
charged coronene.For both the positively
and negatively charged coronene molecules,
positive NICS values were calculated for all positions considered
above the carbon surface, consistent with paratropic ring currents.
The NICS tends toward zero for large distances away from the carbon
surface. The calculated increase in resonance frequency for both positively
and negatively charged carbon qualitatively agrees with our in situ
NMR results, whereby the strongly adsorbed resonance shifts to higher
frequencies upon charging in both the positive and negative electrodes.
The differences in the magnitudes of the calculated NICSs close to
the carbon surface may explain why slightly different changes in resonance
frequency are observed in the positive and negative electrodes experimentally,
particularly in the low voltage regime. However, the magnitudes of
the shifts predicted by the DFT calculations are significantly larger
than what we observe experimentally. We note that the model system
studied here is a considerable oversimplification of what is expected
to be an extended graphene-like pore system in the activated carbon,
and so quantitative agreement between the calculated and experimental
results is unlikely. Finally, we also note the analogy with the shifts
observed in our system with those seen in an early experimental work
on [18]annulene. Following two-electron reduction, the 1H chemical shifts of the interior protons changed from −3.0
ppm to 28.1 and 29.5 ppm, explained as arising from the introduction
of paratropic ring currents. While changes in carbon–ion distances
are still predicted to affect the observed resonance frequencies,
the calculations presented here suggest that the introduction of paratropic
ring currents by the charge imposed on the carbon will play an important
role.
Conclusions
This work has presented
a detailed account of the use of NMR for
in situ studies of supercapacitors, not only developing the methodology
but also revealing fundamental insight into the charge storage mechanism.
Specifically, we make two main conclusions for YP50F, an important
microporous carbon that is widely used as a supercapacitor electrode
material:(1) Changes in the intensity of the adsorbed resonances
in 19F NMR spectra of a YP50F–NEt4BF4/dACN supercapacitor system recorded at fixed voltages correspond
to changes in the populations of adsorbed BF4– species. Analysis of these changes suggests that charging can be
divided into at least two distinct regimes. At low cell voltages (less
than 0.75 V), the approximately constant anion population in the positive
electrode and decreasing anion population in the negative electrode
indicate that charging is not dominated by the adsorption of counterions
and is instead achieved through short-scale rearrangements and the
ejection of co-ions from the micropores. At high cell voltages (greater
than 0.75 V), an abrupt increase in the adsorbed anion intensity in
the positive electrode, combined with the continued loss of anions
from the negative electrode, suggests that both counterion adsorption
and co-ion ejection are important in this regime.(2) Changes
in the resonance frequency of the adsorbed species
observed during charging arise because of changes in the carbon electronic
structure. This effect is external to the electrolyte itself and is
therefore independent of the nature of the adsorbed electrolyte species
inside the carbon micropores. Indeed, DFT calculations on a simple
model system confirm that the addition or removal of electrons to
a delocalized system should lead to marked changes in the nucleus-independent
chemical shift of nearby species. Importantly, regardless of whether
electrons are added or removed from the carbon surface, the DFT calculations
predict that a deshielding effect should be observed, in qualitative
agreement with our experimental results.The observation and
characterization of these effects open the
way for the future study of the supercapacitance phenomenon using
NMR. In particular, we envisage that the approaches we have developed
will provide insight into the effect of pore size and pore size distribution
on the charge storage process. We also note that in principle these
methods are applicable to other electrolytes such as ionic liquids,
and work is ongoing in our laboratory to investigate these systems.
Authors: Giovanna Laudisio; Ranjan K Dash; Jonathan P Singer; Gleb Yushin; Yury Gogotsi; John E Fischer Journal: Langmuir Date: 2006-10-10 Impact factor: 3.882
Authors: John M Griffin; Alexander C Forse; Wan-Yu Tsai; Pierre-Louis Taberna; Patrice Simon; Clare P Grey Journal: Nat Mater Date: 2015-06-22 Impact factor: 43.841
Authors: Alexander C Forse; John M Griffin; Céline Merlet; Paul M Bayley; Hao Wang; Patrice Simon; Clare P Grey Journal: J Am Chem Soc Date: 2015-05-29 Impact factor: 15.419
Authors: Volker L Deringer; Céline Merlet; Yuchen Hu; Tae Hoon Lee; John A Kattirtzi; Oliver Pecher; Gábor Csányi; Stephen R Elliott; Clare P Grey Journal: Chem Commun (Camb) Date: 2018-06-08 Impact factor: 6.222