Photoswitching of simple photochromic molecules attracts substantial attention because of its possible role in future photon-driven molecular electronics. Here we model the full photoswitching cycle of a minimal photochromic Schiff base-salicylidene methylamine (SMA). We perform semiempirical nonadiabatic on-the-fly photodynamics simulations at the OM2/MRCI level and thoroughly analyze the structural time evolution and switching efficiency of the system. We also identify and examine in detail the crucial steps in the SMA photochemistry ruled by excited-state intramolecular proton transfer. The results place the investigated model aromatic Schiff base among the promising candidates for novel photoswitching molecular materials. Our study also shows the potential of the semiempirical multireference photodynamics simulations as a tool for early stage molecular photodevice design.
Photoswitching of simple photochromic molecules attracts substantial attention because of its possible role in future photon-driven molecular electronics. Here we model the full photoswitching cycle of a minimal photochromic Schiff base-salicylidene methylamine (SMA). We perform semiempirical nonadiabatic on-the-fly photodynamics simulations at the OM2/MRCI level and thoroughly analyze the structural time evolution and switching efficiency of the system. We also identify and examine in detail the crucial steps in the SMA photochemistry ruled by excited-state intramolecular proton transfer. The results place the investigated model aromatic Schiff base among the promising candidates for novel photoswitching molecular materials. Our study also shows the potential of the semiempirical multireference photodynamics simulations as a tool for early stage molecular photodevice design.
Molecular photochromism
and high photostability are among the crucial
requirements for optically driven molecular memories, photoswitches,
and data processing materials.[1−10] In this context special attention is paid to aromatic Schiff bases
whose photochemistry is governed by an ultrafast excited-state intramolecular
proton transfer (ESIPT).[11−18] In these molecules, the decay of the initially formed excited-state
tautomer to the ground state can either lead back to the original
species by proton transfer or trap a portion of the excited molecules
in a ground-state metastable photochromic form. This opens prospects
for applications in optically driven molecular devices.Basic
prerequisites for an efficient molecular photoswitch are
the presence of at least two stable photochromic forms in the ground
electronic state, lack of overlap between their absorption bands in
the relevant excitation region, and radiationless decay routes from
the Franck–Condon regions of both isomers leading to the other
switching form. In the literature there are two main groups of chemical
compounds investigated in the context of molecular photoswitching,
which differ in their internal conversion mechanism: ring opening–ring
closure versus cis–trans photoisomerization.[2,4,19] ESIPT-exhibiting aromatic Schiff bases introduce
a novel way to optically driven switching control: here, the cis–trans
photoisomerization is enabled (at least from one side) by the initial
excitation of an enol-form allowing for a chemical bond rearrangement
through proton transfer (PT).Chemical structures relevant for the photoswitching
process and
general scheme of the photochemistry of salicylidene methylamine.In recent years the photophysics
of aromatic Schiff bases has been
intensively studied both experimentally and theoretically, and much
progress has been made toward an understanding of the underlying mechanisms.
However, in the context of molecular photoswitching, there are still
important questions to be answered. In this paper we investigate the
photochemistry and photoswitching properties of an isolated molecule
containing the minimal Schiff base chromophore–salicylidene
methylamine (SMA).Despite its simple structure, SMA has been
studied less than other
model aromatic Schiff bases, such as salicylidene aniline (SA) or
larger systems of similar type.[17,20−25] From the experimental side, the enol-form of SMA has been identified
as the most populated ground-state isomer, and the photochromic behavior
observed in solution has been attributed to the formation of the keto-form.
The available experimental data (absorption and transient absorption
spectra recorded in some nonprotic solvents[26,27]) indicate that no fluorescence signal is found upon UV–vis
excitation in the absorption band of the enol-form of SMA. Moreover,
only a very weak emission is observed for lower-energy excitation
in the absorption band of the keto-form. This suggests that SMA undergoes
a barrierless ESIPT process followed by efficient nonradiative internal
conversion to the electronic ground state. Theoretical investigations
of SMA photophysics performed so far include static energy landscape
calculations and wave packet photodynamics simulations of the ESIPT
process.[16,28,29] These studies
confirm barrierless PT in the first singlet excited state of SMA and
point to the presence of a conical intersection arising from CC double
bond rotation as the main route for radiationless decay to the ground
state.In this work we present results of semiempirical on-the-fly
photodynamics
simulations for the two SMA tautomers relevant to photoswitching:
the global minimum enol-form and the photochromic keto-form (denoted
later as α and γ; for chemical structures see Figure 1). Our main goal is to investigate the full switching
cycle and to determine the characteristic time scales and photoproduct
distributions of both the forward and back switching transformations.
Figure 1
Chemical structures relevant for the photoswitching
process and
general scheme of the photochemistry of salicylidene methylamine.
Computational
Methods
The semiempirical calculations were performed using
the OM2/MRCI
method,[30−32] as implemented in the MNDO99 code.[33] During dynamics simulations, all required energies, gradients
and nonadiabatic coupling elements were computed analytically.The half-electron restricted open-shell Hartree–Fock (HF)
formalism[34] was applied in the self-consistent
field (SCF) treatment (i.e., the orbitals were optimized for the leading
configuration of the S1 state with two singly occupied
orbitals). The active space in the multireference configuration interaction
(MRCI) calculations included 10 electrons in 10 orbitals (see the Supporting Information for plots of these orbitals).
In terms of the SCF configuration, it comprised the four highest doubly
occupied orbitals, the two singly occupied orbitals, and the four
lowest unoccupied orbitals. Three configuration state functions were
chosen as references for the MRCI treatment, namely the SCF configuration
and the two closed-shell configurations derived therefrom (i.e., all
singlet configurations that can be generated from the HOMO and LUMO
of the closed-shell ground state). The MRCI wave function was built
by allowing all single and double excitations from these three references.
This semiempirical OM2/MRCI approach has been recently shown to perform
well in a comprehensive general evaluation of excited-state properties[35] and in a number of recent excited-state studies.[25,36−48]In trajectory surface-hopping dynamics the initial conditions
are
usually generated by Wigner sampling,[49,50] which defines
initial coordinates and velocities based on classical or quantum harmonic
vibrational modes, or by employing canonical classical molecular dynamics
(MD) simulations, in which the canonical distribution is satisfied
with the use of a thermostat. Here, we adopted the second approach
applying the Nose-Hoover chains algorithm[51] (with a chain length of 10) for thermostatting. We used the default
characteristic time of 0.01 ps for the thermostat and a time step
of 1 fs for nuclear motion.For both target molecules (α
and γ isomers), ground-state
MD runs were performed at the SCC-DFTB level.[52−54] 4 ps of equilibration
dynamics were followed by a 100 ps production run, from which 600
initial atomic coordinates and velocities were randomly selected for
each molecule. The starting points for the subsequent OM2/MRCI nonadiabatic
dynamics were chosen from this set on the basis of the computed S0 to S1 transition probabilities and the vertical
excitation energies. The thermostat was switched off during the excited-state
dynamics. A total of 321 surface-hopping trajectories for the α
isomer and 333 for the γ isomer were run up to 1 ps with all
relevant energies, gradients, and nonadiabatic coupling vectors being
computed on-the-fly as needed.For points with an S1 – S0 energy
gap of less than 10 kcal/mol, the fewest-switches criterion was applied
to decide whether to hop.[55,56] The time step was chosen
to be 0.2 fs for nuclear motion and 0.0005 fs for electronic propagation.
The unitary propagator evaluated at the middle point was used to propagate
electronic motion.[57,58] Translational and rotational
motions were removed in each step. The empirical decoherence correction
(0.1 au) proposed by Granucci et al. was employed.[59] The final evaluations were done for the 259 α and
306 γ trajectories that finished successfully and satisfied
our energy continuity criterion (no changes greater than 30 kcal/mol
between any two consecutive MD steps). The SCC-DFTBsampling with
the Nose-Hoover chains technique was done with ChemShell 3.4[60,61] and the nonadiabatic OM2/MRCI dynamics simulations were conducted
with MNDO99.[33]
Validation: Static Calculations
For specific validation of the OM2/MRCI method for SMA, the relevant
isomers (see Figure 1) were optimized in the
ground and first excited states. The two previously found S1/S0 conical intersections[29] were also located at the OM2/MRCI level. Table 1 lists the computed energies and selected geometrical parameters.
The first excited state is always of ππ* character in the OM2/MRCI calculations. For full geometrical structures
and corresponding ab initio results see the Supporting
Information (SI).
Table 1
Relative Energies,
Vertical Excitation
Energies, and Important Geometrical Parameters for the Relevant Isomers
and Conical Intersections of SMA Calculated with OM2/MRCI
S0 (kcal/mol)
S1 (kcal/mol)
Vert. Exc. (eV)
OH (Å)
NH (Å)
C2C1C7N (deg)
C1C7NC8 (deg)
α (S0)
0.0
99.8
4.33
1.001
1.828
0.0
180.0
β (S0)
5.6
75.3
3.02
1.649
1.047
0.0
180.0
γ (S0)
11.4
87.1
3.28
4.674
1.013
180.0
180.0
δ (S0)
6.8
112.6
4.59
0.995
2.693
60.3
0.4
α (S1)
Relaxation to β (S1)
β (S1)
13.3
68.0
2.37
1.696
1.039
0.0
180.0
γ (S1)
22.0
76.4
2.36
4.604
1.018
180.0
180.0
δ (S1)
Relaxation
to CI2
CI1
58.1
58.1
0.0
3.466
1.020
85.8
–153.7
CI2
60.2
60.2
0.0
0.997
1.961
5.4
90.9
The OM2/MRCI results are consistent
with the previously calculated
energy landscape.[16,29] In the ground state the α
conformer is confirmed to be the most stable form and all other isomers,
except for δ, are found to be planar — as indicated by
the given dihedral angles. In the first singlet excited state the
α isomer does not correspond to a minimum but transfers the
OH proton to the N atom upon geometry optimization, forming the β
isomer in a barrierless ESIPT process. In the course of the excited-state
optimization the δ conformer relaxes to the CI2 conical intersection.
The calculated vertical excitation energies to the S1 state
are reasonably close to the published values obtained from high-quality
ab initio methods (CC2/aug-cc-pVTZ on MP2/cc-pVDZ geometries),[29] which are documented in the Supporting Information for easy reference.Vertical energy profiles
for SMA calculated at the OM2/MRCI and
CC2/aug-cc-pVTZ[29] levels (see text).For further validation, vertical
potential energy profiles were
calculated at the OM2/MRCI level and compared with corresponding ab
initio data.[29] The profiles were computed
for the variation of three geometrical parameters most relevant to
SMA photochemistry: the C1C7NC8 dihedral
angle relating isomers α and δ (denoted as CN from now
on), the OH distance relating isomers α and β, and the
C2C1C7N dihedral angle relating isomers
β and γ (denoted as CC from now on). For each point on
the profile, the corresponding parameter was constrained to a fixed
value and a full ground-state optimization was carried out for all
other degrees of freedom. The energy of the first excited state was
then obtained from a single-point calculation. The computed profiles
are presented in Figure 2. The profiles obtained
from the semiempirical OM2/MRCI calculations and from single-point
ab initio CC2/aug-cc-pVTZ calculations on MP2/cc-pVDZ geometries are
very similar to each other and agree with regard to all important
features pertinent to SMA photochemistry. In particular, they show
a barrierless proton transfer path in the first excited state and
exhibit only very small barriers for the excited-state deactivation
via CI1 and for the ground-state proton back transfer. The small bumps
in the regions near the conical intersections are due to minor sudden
changes in the optimized geometries.
Figure 2
Vertical energy profiles
for SMA calculated at the OM2/MRCI and
CC2/aug-cc-pVTZ[29] levels (see text).
Dynamics Simulations
Excited-state
decay
After vertical excitation to the
first singlet excited state, both the α enol-form and the γ
keto-form of SMA undergo an ultrafast deactivation to the ground state.
In both cases this process is usually finished after less than 300
fs. The average state populations during the α and γ photodynamics
are plotted in Figure 3 against the simulation
time. The data are fitted by a sigmoid function (see eq 1) which provides an approximate decay time. The lifetime of
the excited state is defined as the point at which half of the trajectories
have decayed to the ground state. It is marked in the plots with a
vertical line. The parameter K denotes the fraction of trajectories
that decay until the end of the simulation.
Figure 3
Average state populations
for the two sets of trajectories (left:
α isomer; right: γ isomer). The parameters of the sigmoidal
fitting function are specified in the plots.
The deactivation of the α isomer
may be realized through two different phototransformations –
(i) the ESIPT process followed by CC bond twist or (ii) the photoisomerization
around the CN bond (direct cis–trans transformation). This
deactivation proceeds at an average time scale of ca. 150 fs which
makes it slower by around 50 fs in comparison with the excited-state
decay of the γ form (see Figure 3). Within
the total simulation time of 1 ps, the internal conversion to the
ground state is very efficient for both SMA forms–less than
6% (9%) of the trajectories are left in the excited state for the
α (γ) photodynamics, respectively. The slightly higher
number of such trajectories in the γ case may be attributed
to the very flat shape of the S1 potential energy surface
(PES) in the Franck–Condon region and the lack of excess kinetic
energy from ESIPT (compared with the α case).Average state populations
for the two sets of trajectories (left:
α isomer; right: γ isomer). The parameters of the sigmoidal
fitting function are specified in the plots.
Typical trajectories
Figure 4 and
Figure 5 show the time evolution of key
parameters characterizing the photodynamical trajectories of the α
and γ isomers, respectively. The plots for the two sample runs
include: the dihedral angle of CC and CN rotations, the OH and NH
distances, the S0 and S1 energies relative to
the global ground-state minimum of the α isomer, and the energy
gap between these two states. Blue vertical lines mark the hopping
events between the two energy surfaces, while the red lines indicate
an intramolecular proton transfer. To facilitate the analysis of the
graphs, the geometrical structures present at each stage of the dynamics
are indicated by a corresponding label (i.e., α, β, γ,
or δ).
Figure 4
Different properties vs simulation time of a typical trajectory
for the α isomer. Top left: dihedrals, horizontal dashed lines
mark multiples of 180°; top right: distances; bottom left: state
energies; bottom right: energy difference.
Figure 5
Different properties vs simulation time of a typical trajectory
for the γ isomer. Top left: dihedrals, horizontal dashed lines
mark multiples of 180°; top right: distances; bottom left: state
energies; bottom right: energy difference.
Figure 4 shows a trajectory
starting from the α isomer. After photoexcitation occurs an
ultrafast proton transfer to the N atom (finished within 30 fs) accompanied
by a clear reduction of the S1/S0 energy gap.
A subsequent rotational motion takes the system toward the CI1 conical
intersection, where it hops to the ground state at a simulation time
of ca. 150 fs. This is followed by torsional oscillations around the
CN bond (for ca. 700 fs); CC rotation is not feasible in the ground
state, because during S1 → S0 deactivation
the π* orbital localized at the CC bond becomes unocuppied and
thus the energy barrier for CC rotation rises significantly. The ground-state
proton transfer from the nitrogen back to the oxygen atom then occurs
at ca. 850 fs, regenerating the α isomer and restoring the interstate
energy gap to its initial value. At this point, further CN rotation
is also suppressed.Different properties vs simulation time of a typical trajectory
for the α isomer. Top left: dihedrals, horizontal dashed lines
mark multiples of 180°; top right: distances; bottom left: state
energies; bottom right: energy difference.The trajectory starting from the γ isomer in Figure 5 shows a faster, single-step deactivation involving
only CC bond rotation (there is no need for ESIPT to open the route
toward the CI). The system hops to the ground state at ca. 70 fs and
thereafter exhibits a similar behavior as on the previously discussed
α trajectory. A difference between the two α and γ
simulations can be seen in the OH and NH stretching amplitudes, which
should be associated with the ease of proton back transfer in the
ground state. After roaming on the S0 PES in the vicinity
of the β isomer for ca. 350 fs, the proton is transferred from
the N back to the O atom, and the system ends up in the α form.
These transformations are again accompanied by characteristic energy
gap changes.Different properties vs simulation time of a typical trajectory
for the γ isomer. Top left: dihedrals, horizontal dashed lines
mark multiples of 180°; top right: distances; bottom left: state
energies; bottom right: energy difference.
Structure population analysis
In line with a previously
proposed scheme,[29] we have analyzed the
SMA isomers observed during the dynamics simulations in terms of photochemical
classes. Depending on the values of the three key internal degrees
of freedom (CN dihedral, CC dihedral, and OH distance) we assign the
starting, hopping, and final structures from each trajectory to the
α, β, γ, or δ sets (for precise class definitions
see the Supporting Information). Within
one particular photochemical class all SMA conformers are interconvertible
by rotations around single bonds that usually require only little
energy. All class members have similar UV absorption spectra which
are, however, distinct from those of different-class representatives.Figure 6 shows results of such a structure
population analysis for the α photodynamics. At the starting
point, the two key dihedral angles do not differ much from the optimum
values of 0 and 180 of the initial α isomer (left panel). By
contrast, the hopping points (middle panel) have twisted structures,
with at least one of the two key dihedral angles differing strongly
from 0 and 180°. These hopping points are concentrated in two
areas: CC ≈ 90° and CN ∈ [120° −160°]
and CN ≈ 90° and CC ∈ [0° – 30°].
This reflects the competition between two internal conversion pathways
proceeding through the CI1 and CI2 conical intersections. The first
one, involving ESIPT followed by CC bond rotation, happens much more
frequently than the second one, involving CN bond photoisomerization
(ca. 9:1 probability ratio). This is plausible because the path from
the Franck–Condon point to CI1 is essentially barrierless and
initiated by the ultrafast ESIPT process, while at the same time there
is a small barrier on the route to the alternative CI2 conical intersection.
In the right panel with the final structures (final points of the
simulation) one finds all possible isomers in an α:β:γ:δ
photoproduct distribution of ca. 7:3:9:1. Evidently, the switching
forms – α and γ – are strongly preferred
over the other two structures. The small amount of the δ form
represents the photoproducts of the alternative deactivation mechanism
via CI2. On a somewhat longer time scale, the initially produced β
isomers are expected to undergo a nearly barrierless ground-state
proton back transfer transforming them into the α photochemical
class. The collected data also allow an estimate of the splitting
ratio at both conical intersections. Comparing the overall number
of final structures classified as α and β that arise from
hopping around CI1 with the number of final γ isomers, one gets
a 1:1 ratio. An analogous analysis for the CI2 conical intersection
(involving the δ and α structures coming from the deactivation
at CI2) also gives a 1:1 ratio.
Figure 6
Dihedral
angle distribution of key structures in the trajectories
starting from the α isomer. Color code for assignment to isomers:
green – α; red – β; violet – γ;
blue – δ.
The corresponding results for
the γ isomer are shown in Figure 7. Again,
the trajectories start in the vicinity
of the initial minimum (left panel). All the hopping points lie close
to the CI1 conical intersection (middle panel). They are reached from
the Franck–Condon region of the γ isomer by CC bond rotation
(note that CI2 cannot be accessed from the γ structure). At
the end of the simulation (right panel) most of the trajectories end
up as α or β isomers, with a photoproduct distribution
α:β:γ:δ of ca. 4:5:1:0. Thus, the overall
splitting ratio estimated for CI1 equals 9:1 for the γ photodynamics.
Figure 7
Dihedral angle distribution of key structures in the trajectories
starting from the γ isomer. Color code for assignment to isomers:
green – α; red – β; violet – γ;
blue – δ.
Dihedral
angle distribution of key structures in the trajectories
starting from the α isomer. Color code for assignment to isomers:
green – α; red – β; violet – γ;
blue – δ.Dihedral angle distribution of key structures in the trajectories
starting from the γ isomer. Color code for assignment to isomers:
green – α; red – β; violet – γ;
blue – δ.The product distribution in the two photodynamics simulations
gives
valuable information about the expected photoswitching efficiency
— the extent of the initial-to-final transformation at the
end of the simulation may be considered as one of its possible measures.
Comparison of the α:β:γ:δ ratio for the onward
(α photodynamics) and backward (γ photodynamics) switching
shows better performance of the latter. The initial-to-final conversion
(counting the β population as future α class) amounts
to 50% for the α → γ and to 90% for the γ
→ α phototransformation. These percentages almost perfectly
reflect the splitting ratio at CI1 — the conical intersection
responsible for the dominant internal conversion mechanism in SMA.
Therefore, it is worthwhile to focus attention on the structural bifurcation
at CI1. The splitting ratio may be explained in terms of the interplay
between the effects of momentum conservation and coupling to the local density of states. The first factor,
understood as favorable continuation of the rotational motion driving
the system to a conical intersection, always supports direct passing
through the CI and, thus, the photoswitching. The second one, a purely
quantum effect, enters the dynamics through vibrational mode relaxation
that occurs after the hop to the ground state. This vibrational cooling
is more efficient for the more pronounced (deeper and/or wider) of
the minima adjacent to the splitting CI point, which in our case is
the α isomer. One should notice that in the α photodynamics
these two effects act against each other leading to a rather even
splitting distribution, while in the γ case they act in the
same direction and thus favor formation of the α isomer.Figure 8 shows the time evolution of the
photochemical class populations for both photodynamics: α –
left panel and γ – right panel. After excitation of the
α form, one observes an ultrafast α to β transformation
(ESIPT) occurring mainly in the first 30 fs of the simulation; this
is in very good agreement with previous theoretical results[16] and with experimental findings for similar systems.[62] Slightly later, ca. 50 fs after the excitation,
the population of the δ form starts to grow which, after rising
to a 5% value, stays constant until the simulation ends. This confirms,
as expected, that in the S1 state an intramolecular ballistic
transfer of a light proton occurs faster than a rotation around the
CN bond. Consequently, the internal conversion through CI1 plays a
predominant role in SMA photodynamics. Further analysis of the left
panel of Figure 8 (100 fs < t < 200 fs) shows that the β population, after reaching its
maximum arising from the ESIPT process, decreases rapidly. At the
same time (starting ca. 70 fs after the PT) the amount of γ
isomer starts to grow with a similar rate. This reflects the internal
conversion process with a bifurcation between the β and γ
forms and is consistent with the previously estimated S1 excited-state lifetime. After 200 fs the γ population stabilizes
at its final value, and one observes an almost linear decrease (increase)
in the population of the β (α) isomer, which continues
until the end of the 1 ps simulation. Assuming this trend to continue,
the full switching process would be finished around 1.6 ps after the
initial photoexcitation of the α isomer, which is again in agreement
with experimental observations for analogous Schiff base systems.[62]
Figure 8
Abundance of the different
product isomers plotted against simulation
time. Color code for the isomers: green – α; red –
β; cyan – α + β; violet – γ;
blue −δ.
From the right panel of Figure 8 one may
learn about the time characteristics of the back-switching process
starting with an excitation of the γ form. At the very beginning
the system stays close to the initial structure and then, again after
ca. 70 fs, the γ to β transformation starts. This happens
through internal conversion at CI1 with bifurcation between these
two forms, similarly as in the previously discussed α photodynamics.
Population of the β isomer initializes the subsequent β
to α transformation, which again proceeds almost linearly with
time. Concomitantly, the γ population reached after the S1 to S0 deactivation remains constant, and no traces
of the δ form are observed. In analogy to the analysis for the
α case, the overall γ switching time scale may be estimated
as ca. 2.0 ps.
Conclusion
In this paper we investigated
the full photoswitching cycle of
an isolated SMA molecule by means of the semiempirical on-the-fly
photodynamics simulations. For the two isomers that play a crucial
role in the switching (α and γ), we find a very efficient
internal conversion (∼90% nonradiative decay of the excited
state) that indicates excellent photostability and promising switching
efficiency of SMA. The computed time scales characterizing the crucial
phototransformations of this model Schiff base system are all in the
ultrafast regime (∼1 ps and subpicosecond). The simulations
predict that the switching process is reversible in SMA and that the
competing photoisomerization around the CN bond plays only a minor
role in the photochemistry of this system. The detailed analysis of
structural time evolution provides direct insight into the internal
conversion and switching mechanisms. The strong dependence of the
splitting ratio at the CI1 conical intersection on the photoswitching
direction probably originates from the ground-state PES topology of
the α and γ switching forms.Abundance of the different
product isomers plotted against simulation
time. Color code for the isomers: green – α; red –
β; cyan – α + β; violet – γ;
blue −δ.The ESIPT-based photoswitching mechanism in SMA involves
pronounced
reorganization of the electron density accompanied by only minor changes
in its geometrical structure. This should allow for switching selectivity
due to the strong photochromism and should also ensure structural
stability, which are both important factors in the design of molecular
electronics devices. In summary, we believe that aromatic Schiff bases
may have advantages over many previously proposed molecular photoswitching
systems because of their ultrafast photochemistry, high photostability,
and good excitation selectivity, and that they may thus be considered
as promising candidates for future photodriven molecular electronics
materials.
Authors: Pavlo O Dral; Xin Wu; Lasse Spörkel; Axel Koslowski; Wolfgang Weber; Rainer Steiger; Mirjam Scholten; Walter Thiel Journal: J Chem Theory Comput Date: 2016-01-29 Impact factor: 6.006