Reducing Non-Radiative Voltage Losses by Methylation of Push–Pull Molecular Donors in Organic Solar Cells
Abstract
Organic solar cells are approaching power conversion efficiencies of other thin-film technologies. However, in order to become truly market competitive, the still substantial voltage losses need to be reduced. Here, the synthesis and characterization of four novel arylamine-based push-pull molecular donors was described, two of them exhibiting a methyl group at the para-position of the external phenyl ring of the arylamine block. Assessing the charge-transfer state properties and the effects of methylation on the open-circuit voltage of the device showed that devices based on methylated versions of the molecular donors exhibited reduced voltage losses due to decreased non-radiative recombination. Modelling suggested that methylation resulted in a tighter interaction between donor and acceptor molecules, turning into a larger oscillator strength to the charge-transfer states, thereby ensuing reduced non-radiative decay rates.
Introduction
Over the past few years, organic solar cells (OSCs) have seen a rapid increase in their performance, approaching other thin-film technologies: Recent progress in the development of non-fullerene acceptors (NFAs) allowed to push the power conversion efficiencies (PCEs) above 18 %.1 While the best-performing OSCs now have external quantum efficiency (EQE) and fill factor (FF) values both exceeding 80 %,2, 3 the open-circuit voltage (Voc) is still lagging behind other thin-film technologies. Even in cases where the optical gaps are comparable, the substantial contribution of non-radiative losses in devices based on organic molecules limits the performances of organic photovoltaic devices (OPV).3-5 Therefore, to further increase PCEs and thus market competitiveness of OSCs, the nature of those non-radiative voltage losses needs to be thoroughly understood.
(1)where q is the elementary charge, kB the Boltzmann constant, T the temperature, NCTC the density of CT states, GCT the generation rate, and EQEEL the external electroluminescence (EL) quantum efficiency. According to the assumptions of the detailed balance theory and reciprocity relation between emission and absorption, this formula connects the electrical properties of the Voc to the molecular CT state parameters. At 0 K the Voc of the device is limited by ECT, while at higher temperatures additional radiative and non-radiative recombination, represented by the two logarithms in Equation (1), further reduce the maximum achievable Voc. The term ΔECT on the right-hand side of the Equation (1) is the energy required to convert photogenerated, strongly bound electron-hole pairs (excitons) into CT states and is therefore an energy loss mechanism. The energy difference between the lowest excited singlet state of either the donor (D) or the acceptor (A) and their corresponding CT state is referred to as driving force. For a long time, it was believed that a sizable driving force is necessary to achieve efficient exciton splitting and thus a good device performance. Recent studies point to the contrary, where efficient charge carrier separation is characterized by a high internal quantum efficiency (IQE) and FF, even when the driving force is reduced below 10 meV.9-11
(2)where Jscrad is the short-circuit current density calculated from the integrated product of the EQE and AM1.5g spectra and J0rad is the upper radiative limit of the dark current obtained by integrating product of the EQE and black-body spectra. Radiative recombination is the reverse process to absorption and is thus an unavoidable, fundamental loss channel;13 it is however possible to minimize those losses, for example by reducing the interface between donor and acceptor molecules14 or by carefully selecting materials with reduced electron-phonon coupling or improved exciton dissociation.15
(3)where kr and knr are the radiative and non-radiative recombination rates, respectively. Previous studies have shown that this process is inherent to organic molecules, inversely proportional to the cell's effective gap (ECT) and mediated by carbon-carbon vibrations.16 Despite the observation of a clear trend following the so-called energy gap law, certain devices show significant deviations, even when ECT is constant. These deviations from the energy gap law could be explained by taking into account additional parameters of the CT state, such as the oscillator strength f of the electronic transition or reorganization energy λ.16, 17 In this study. we investigate the influence of those molecular parameters on the performance of OSCs. For this purpose, we use a molecular system allowing a systematic variation of CT state properties.
Vacuum-processed OSCs based on well-defined small conjugated molecules constitute an excellent system to study structure-properties relationships.18, 19 In this context, small push-pull D-π-A molecules where an electron-donating block is connected to an electron-accepting group through a π-conjugated spacer have been widely investigated as promising donor materials in OPV.20-25 For example, high-efficiency vacuum-processed OSCs using 2-[(7-(4-[N,N-bis(4-methylphenyl)amino]phenyl)- 2,1,3-benzothia-diazol-4-yl)methylene]propane-dinitrile (DCDCPB) and its thiophenic analogue 2-((7-(5-(dip-tolylamino)thiophen-2- yl)benzo[c][1,2,5]thiadiazol-4-yl)methylene (DTDCTB) donors were reported, showing exceptionally long exciton diffusion lengths (see the Supporting Information, Figure S1).26-28 In these push-pull molecules, a benzothiadiazole (BTZ) π-spacer connects the dicyanovinyl (DCV) electron-acceptor block to two different arylamine-based donor blocks exhibiting two methyl groups at the para-positions of the two external phenyl rings. As shown by Chen et al., the presence of methyl groups leads to lower oxidation potentials, higher extinction coefficients, and organic solar cells with higher PCE.29 On the other hand, some of us showed that replacing one of the external phenyl rings of triphenylamine (TPA) in push-pull molecule TPA-T-DCV by a methyl group, directly connected to the nitrogen atom (MPA-T-DCV), led to an improved photovoltaic performance of TPA-T-DCV mainly due to a significant increase in hole-mobility.30-32
By combining these two different approaches, we here describe the synthesis and characterization of four novel push-pull molecules (Figure 1). They display a BTZ π-spacer connecting a DCV electron-acceptor block to four different arylamine-based donor blocks. First, a N-methyl-N-phenylaniline and a N-methyl-N-thienylaniline have been used leading to push-pull molecules MPA and MTA, respectively, allowing to study the impact of the thiophene ring on the electronic properties. Finally, a methyl group has been introduced at the para-position of the external phenyl ring of the donor blocks, resulting in derivatives Me-MPA and Me-MTA, respectively. We have investigated the performance of these push-pull molecules as donor materials with C60 as acceptor in OSCs. Using a fully evaporated model system, we have focused on how methylation at the para-position of the external phenyl ring of the arylamine donor block affects the Voc of the devices.

Chemical structures of the novel push-pull D-π-A molecules used in this study. The donor building blocks are highlighted in green.
Results and Discussion
Donor synthesis and characterization
The synthesis of the benzenic (MPA) and thiophenic (MTA) push-pull molecules are depicted in Schemes 1 and 2, respectively. 4-Bromo-N-methyl-N-phenylaniline derivatives 1 a33 and 1 b were transformed into boronic acid (2 a) and pinacol ester (2 b), respectively. Compound 1 b was effectively prepared by a Buchwald-Hartwig amination between N,4-dimethylaniline and 1-bromo-4-iodobenzene using [1,1′-biphenyl]-2-yldicyclohexylphosphane as ligand. Compounds were then engaged in a Pd-catalyzed cross-coupling reaction with 7-bromobenzo[c][1,2,5]thiadiazole-4-carbaldehyde34 affording aldehydes 3 a and 3 b. A subsequent Knoevenagel condensation with malononitrile led to MPA and Me-MPA (Scheme 1).

Synthesis of MPA-derived push-pull molecules.

Synthesis of MTA-derived push-pull molecules.
Similarly, the two MTA blocks 4 a and 4 b, shown in Scheme 2, were obtained via a Buchwald-Hartwig amination between 2-bromothiophene and N-methylaniline or N,4-dimethylaniline, respectively, using RuPhos as phosphine ligand. After introduction of a tributylstannyl group at the free α-position of thiophene, a Stille coupling with 7-bromobenzo[c][1,2,5]thiadiazole-4-carbaldehyde gave compounds 5, which were engaged in a Knoevenagel condensation, as described above, to give the compounds MTA and Me-MTA. NMR and mass spectra are shown in Figures S2–S23.
The electrochemical properties of the target molecules were analyzed by cyclic voltammetry (CV) using 0.1 m of Bu4NPF6 in CH2Cl2 (see the Supporting Information, Figure S24). All data are summarized in Table S1 and the electrochemical potentials are expressed versus the ferrocene/ferrocenium couple (Fc/Fc+).
As expected for push-pull D-π-A systems, the UV/Vis absorption spectra of the investigated molecules in solution (in CH2Cl2) mainly exhibit an intense and broad absorption band in the visible range attributed to an intramolecular charge transfer (ICT) from the donor to the electron-withdrawing moiety (Figure 2). While the MPA derivatives show an ICT band ranging from 450 to 700 nm, the absorption spectra of the thiophenic counterparts are bathochromatically shifted up to 800 nm with absorption maxima around 660 nm. Interestingly, whereas the introduction of methyl groups in Me-MPA and Me-MTA produces a slight redshift of the ICT band (≈8–9 nm), it significantly increases their molar extinction coefficients indicating better absorption properties than for MPA and MTA, respectively. UV/Vis absorption of thin films is shown in Figures S25–S28. The highest occupied molecular orbital (HOMO) energy levels of the push-pull molecules were estimated on thin-films from the ionization energy measured by photoelectron spectroscopy in air (PESA, see the Supporting Information, Figures S29–S32). These data are summarized in Table S2.

UV/Vis transmission spectra of investigated compounds in CH2Cl2.
Device performance
OPV devices were built comprising 30 nm D : A bulk-heterojunction (BHJ) active layer with 1 : 1 wt% D : C60 ratio in the blend. All devices were prepared in a p-i-n (standard) architecture, with 3 nm MoO3 and 8 nm BPhen as hole- and electron-transporting layers, respectively. From the EQE spectra, shown in Figure 3a, it can be clearly seen that a redshift in the absorption is achieved upon changing the central phenyl ring with a thiophene. As a result, more photons are harvested from the lower-energetic part of the solar spectrum and the short-circuit current density (Jsc) is increased, as shown in the current density-voltage (J-V) characteristics in Figure 3b. The photovoltaic fingerprints of the studied devices are summarized in Table 1.

(a) EQE spectra and (b) J-V characteristics of the studied devices based on push-pull molecules (solid lines), measured at simulated AM1.5g conditions. The dashed lines represent J-V characteristics measured in the dark.
Device, donor |
Jsc [mA cm−2] |
Voc [V] |
FF [%] |
Egopt [eV] |
|---|---|---|---|---|
MPA |
5.89 |
0.852 |
44.8 |
1.841 |
Me-MPA |
5.79 |
0.900 |
47.7 |
1.810 |
MTA |
6.94 |
0.686 |
48.4 |
1.572 |
Me-MTA |
7.77 |
0.732 |
47.1 |
1.557 |
Determination of the optical gap
(4)where the integration limits a and b are chosen such that P(Eg) is approximately equal to 50 % of its maximum value. Since this quantity is calculated from the photovoltaic EQE spectrum, it is therefore directly related to the device performance and is the most suitable choice when investigating voltage losses of the device.7, 35 The calculated Egopt values for every device are included in Table 1. The overall short-circuit current is only slightly increased due to simultaneous decrease of the absorption in the blue-green region of the spectrum. Replacing the phenyl ring (MPA) with thiophene (MTA) leads to a decrease in the Voc, which is in agreement with higher-energy HOMO levels, as estimated from PESA measurements. On the other hand, the Voc is increased for both methylated donors by roughly 50 mV, which could be explained by (1) decrease of ECT or (2) reduced voltage losses. In the next paragraph, detailed analysis of the energetic landscape and voltage losses are discussed to explain this phenomenon.
Charge-transfer state properties
(5)
Reduced EQEPV and EL spectra of devices based on (a,b) MPA and Me-MPA and (c,d) MTA and Me-MTA donor molecules, respectively. The dashed lines represent fits to the experimental EQEPV and EL spectra using Equations (5) and (6), respectively. Emission and absorption of the CT state are connected by the reciprocity relation and therefore both spectra can be used to obtain ECT and λCT. The intersection point of those two curves equals ECT. The grey curve corresponds to the EQEPV calculated from the EL spectra by assuming room temperature for the black-body spectrum. The analysis proves that the spectra are in accordance with the reciprocity relation between emission and absorption.
(6)Similarly, here the term EL×E−1 is referred to as reduced EL spectrum. It is important to note that both Equations (5) and (6) differ only by the prefactor f and fI and the sign of λCT. Setting fI=f normalizes both reduced spectra such that their crossing point energy is equal to the energy of the CT state. A summary of all obtained electronic parameters is listed in Table S3. It is worth pointing out that ECT for both devices in each pair is similar, especially in the case of devices MTA and Me-MTA, where the energy difference is only 4 meV.
Investigation of the voltage losses
(7)
(8)Electronic parameters of each device and their corresponding voltage losses are presented in Table 2. We find that the radiative limit for the Voc is similar in each pair and the radiative voltage losses change negligibly between the devices. On the other hand, the non-radiative voltage losses are reduced by approx. 50 mV for the devices based on methylated donor molecules. ΔVnr was obtained using two independent techniques, namely using Equation (7) with measured EQEPV spectrum and directly from the EQEEL measurements (see the Supporting Information, Table S4). Both methods show the same trend of decreasing ΔVnr upon methylation of the donor molecule.
Device, donor |
ECT [eV] |
ΔECT [eV] |
Vrad [V] |
Voc [V] |
ΔVr [V] |
ΔVnr[a] [V] |
ΔVnr[b] [V] |
|---|---|---|---|---|---|---|---|
MPA |
1.642 |
0.199 |
1.290 |
0.852 |
0.352 |
0.438 |
0.474 |
Me-MPA |
1.621 |
0.189 |
1.272 |
0.900 |
0.349 |
0.372 |
0.385 |
MTA |
1.435 |
0.137 |
1.089 |
0.686 |
0.346 |
0.402 |
0.436 |
Me-MTA |
1.431 |
0.126 |
1.085 |
0.732 |
0.346 |
0.353 |
0.377 |
- [a] ΔVnr calculated using Equation (7), based on the measured EQEPV spectrum. [b] ΔVnr obtained from the radiative EL quantum yield, calculated using Equation (3).
Recombination dynamics
(9)
Lifetimes extracted from the TPV measurements.
(10)As a result, the recombination time constant τ0 for each device can be calculated.38 The fitting parameters are summarized in Table S5. The decay times of free charge carriers extracted from TPV measurements confirm that the recombination is slower in devices with lower non-radiative voltage losses. The corresponding charge carrier lifetimes are higher by an order of magnitude. Similar values of β for both groups of devices (see the Supporting Information, Table S5) indicate the same recombination order and diode ideality factors for both devices in each group.14, 38
According to Azzouzi et al.,17 there are several molecular parameters that can be responsible for the reduction of non-radiative voltage losses, mostly related to the properties of the CT state at the intermolecular D : A interface. In our set of devices, we can rule out the influence of Egopt and ECT to be responsible. On the other hand, reorganization energies and the oscillator strength of the transition are still possible parameters accountable for the reduction of ΔVnr.
Computational methods
In order to determine which parameters are the most relevant for reducing non-radiative voltage losses, we perform quantum-chemical calculations at the density functional theory (DFT) level to assess the intramolecular reorganization energy λ upon charging the two donors, MTA and Me-MTA, and the C60 acceptor. For the C60 molecule, we find a λ− of 89 meV, while the two donors show similar relaxation energies λ+ of 137 meV for MTA and 135 meV for Me-MTA. We then perform time-dependent DFT (TDDFT) calculations on representative D : C60 pairs. Namely, as shown in Figure 6, a cluster of C60 molecules was built around a single MTA (Me-MTA) donor and each D : C60 pair is optimized at the DFT level (see Computational methods for further details).

Different representations of the cluster of C60 molecules (cue balls in grey) around the MTA donor. Eight different D : C60 configurations were chosen for TDDFT calculations.
Full TDDFT calculations were performed on each ground-state optimized molecular configuration in the evaluation of ECT and the oscillator strength f of the first electronic transition. Table 3 summarizes the results obtained for all the MTA : C60 and Me-MTA : C60 investigated configurations, respectively. We note that the CT state energies coming from TDDFT calculations are corrected by the total reorganization energy λ=λ++λ−.
Configuration |
MTA : C60 |
Me-MTA : C60 |
||
|---|---|---|---|---|
ECT [eV] |
f |
ECT [eV] |
f |
|
1 |
1.42 |
0.035 |
1.40 |
0.032 |
2 |
1.46 |
0.009 |
1.51 |
0.067 |
3 |
1.47 |
0.009 |
1.50 |
0.067 |
4 |
1.45 |
0.008 |
1.51 |
0.011 |
5 |
1.46 |
0.010 |
1.53 |
0.006 |
6 |
1.45 |
0.008 |
1.45 |
0.022 |
7 |
1.47 |
0.009 |
1.52 |
0.011 |
8 |
1.46 |
0.053 |
1.45 |
0.049 |
On average, all the investigated configurations show a similar ECT (1.46 eV for MTA : C60 pairs and 1.48 eV for Me-MTA : C60 ones) in agreement with experimental data. Most interestingly, we observed a significant increase in oscillator strength in the case of the methylated molecules (the average f value increases from 0.018 in MTA : C60 pairs to 0.033 in Me-MTA : C60 pairs). It is interesting to have a closer look at configuration entry 2 in Table 3, as this provides the largest difference in oscillator strength between MTA and Me-MTA donors. The corresponding 3D transition dipole density surfaces are plotted in Figure 7.

(a, b) Optimized D : A structures (configuration no. 2) and (c, d) positive (green) and negative (blue) part of the transition dipole density surfaces for MTA : C60 and Me–MTA : C60, respectively.
Figure 7 shows that the presence of the additional methyl group on the aromatic ring tends to bend the molecule over the C60 acceptor in order to maximize π-π interactions. This results in a more intimate interaction of the donor molecule with C60 that translates into a slightly larger contribution from the aromatic amine moiety of the donor to the transition density (seen as the green isosurface in Figure 7). The larger wave function overlap manifested by the transition density distribution turns into a larger oscillator strength and, according to the model proposed by Azzouzi et al.,17 accounts for reduced non-radiative voltage losses in OPV devices based on methylated versions of the molecular donors.
Conclusion
We study a model system based on novel push-pull, donor-π-acceptor molecules, used as donors in organic solar cells (OSCs) with C60 as acceptor. We find that adding methyl groups to the donor molecule increases the open-circuit voltage (Voc) of the device. Utilizing highly sensitive measurement techniques, we analyze the properties of the charge-transfer state within the devices and calculate the corresponding voltage losses. While the amount of radiative voltage losses remains unaffected by the modification of the donor, the non-radiative voltage losses are reduced by about 50 mV. Studies of the transient photovoltage decays reveal that for methylated molecules, the recombination rate is slower. From quantum-chemical calculations, we find that main reason for the reduction of non-radiative voltage losses is an increase in the oscillator strength of the electronic transition, associated with a more intimate interaction at the molecular scale between donor and acceptor molecules.
Experimental Section
UV/Vis
UV/Vis spectra were recorded in dichloromethane or as thin-films on indium tin oxide (ITO) substrates using a PERKIN ELMER 950 spectrometer.
Cyclic voltammetry
CV was performed using a BIOLOGIC SP-150 potentiostat with positive feedback compensation in 0.10 m Bu4NPF6/CH2Cl2 (HPLC grade). Experiments were carried out in a one-compartment cell equipped with a platinum working electrode (2 mm diameter) and a platinum wire counter electrode. A silver wire immersed in a 0.01 m solution of AgNO3 in CH3CN was used as reference electrode and checked against the ferrocene/ferrocenium couple (Fc/Fc+) before and after each experiment. The potentials were then expressed vs. Fc/Fc+.
Photoelectron spectroscopy in air
PESA measurements were recorded using a Riken Keiki PESA spectrometer (Model AC-2); samples were spin-cast over ITO substrates and irradiated with a laser beam with power settings of approximately 20 nW; the electron detector allows to measure the ionization potential operating in atmospheric air.
Device preparation
Devices were prepared by vacuum thermal evaporation in a high-vacuum system with a base pressure of <10−7 mbar (Kurt J. Lesker Ltd.). All layers of materials were evaporated onto a glass substrate with a pre-structured ITO contact (Thin Film devices), cleaned in subsequent ultrasonic baths with N-methyl-2-pyrrolidone, deionized water, and ethanol and ultraviolet ozone cleaning system. Prior to evaporation, all organic materials were purified by vacuum gradient sublimation. Metal contacts were deposited through a shadow mask, to form a top contact and overlap with the bottom ITO contact, thus defining the device area of 6.44 mm2. To avoid degradation due to external conditions, all devices were encapsulated with a glass cavity glued on the substrate together with a moisture getter.

Numbers in brackets represent the thicknesses in nm of the respective layer.
Current-voltage characteristics
Current density-voltage (J-V) characteristics were measured with a source-measurement unit (Keithley 2400, Keithley Ltd.). The sample was illuminated by a sun simulator (16S-150V.3, Solar Light Co.) with intensity adjusted such as to generate the current corresponding to an AM1.5g spectrum (100 mW cm−2), calibrated with silicon photodiode (S1337, Hamamatsu, calibrated by Fraunhofer ISE).
External quantum efficiency spectra
EQE spectra were measured using light from a xenon lamp (Apex 150 W Xenon Arc Lamp, Newport Oriel) and a monochromator (Cornerstone 260 1/4m, Newport Oriel). Signal from the device was pre-amplified and recorded with a lock-in amplifier (SR 7265 Lock-In amplifier, Signal Recovery) with 0.2 s time constant. The reference spectrum was taken with a silicon reference diode (S1337, Hamamatsu, calibrated by Fraunhofer ISE).
Sensitive EQEPV measurements
To measure the sensitive EQEPV spectra, light from the 50 W halogen lamp was chopped at 143 Hz and fed into the monochromator (Cornerstone 260 1/4m, Newport Oriel). The output beam was focused onto the OSC under short-circuit condition. Current from the solar cell was pre-amplified and analyzed with lock-in amplifier (Signal Recovery, 7280 DSP), coupled with the chopper. Time constant of the lock-in was set in the range of 0.5–2.0 s in order to resolve low-current signals and the pre-amplification was set accordingly. Final spectra were calculated by dividing the obtained photocurrent by incident photon flux, measured with calibrated silicon and indium gallium arsenide photodiodes.
Transient photovoltage measurements
TPV decays were obtained by connecting the OSC to a high-impedance (1 MΩ) input of the digital oscilloscope (DPO7354C, Tektronix Inc.). The Voc of the device was adjusted with a bias light, produced by a high-power LED (LED Engin, Osram Inc.), controlled by an external power supply (EA-PS 3032-10B, EA Elektro-Automatik GmbH). An additional light pulse, generated by picosecond Nd:YAG laser (PL2210, Ekspla), was focused on the device and disturbed the steady state, creating a voltage spike, whose decay was measured at the oscilloscope.
Electroluminescence
Relative electroluminescence spectra were recorded by liquid N2-cooled InGaAs- and silicon-CCD-cameras (Princeton Instruments PyLoN:IR and Spec-10 : 100) on the exit slit of a 500 mm spectrograph (Princeton Instruments Acton 500i). Both cameras were calibrated prior to the experiment using a quart-tungsten-halogen irradiance standard. A source-measure-unit (Keithley 2634B) was used to apply constant forward driving currents to the OSC. All spectra were recorded multiple times while driving currents were varied over 2 orders of magnitude to exclude heating effects or additional emission pathways.
Electroluminescence quantum yield
Absolute radiative quantum yields were determined by placing a 1 cm2 large silicon photodiode (Thorlabs FDS1010) in close proximity (≈3 mm) to the solar cells emissive area. While the solar cell was held at a constant bias voltage (with the injection current measured by a Keithley 2000 DMM), the diode‘s photocurrent was measured with a Keithley 480 Picoammeter. The emission yield was then calculated from the photocurrent and the spectral overlap between the photodiode‘s EQE and the solar cell‘s electroluminescence spectrum, and includes a geometric mismatch factor based on the assumed Lambertian emission profile and reflection at the metal back electrodes.
Computational methods
(11)where q stands for the charge on the molecule and R0 and Rq indicate the equilibrium geometries of neutral and charged states. Geometries were optimized using a range-separated hybrid functional as ωB97X-D,41 along with the 6-31g(d) basis set, keeping the donors molecular soft degrees of freedom (dihedral angles) frozen, as to account only for the contribution from high-frequency modes, as described elsewhere.39, 40 Donor:C60 pairs were optimized at the ground-state DFT level using the same level of theory as described above. Energies of the CT state and oscillator strengths were computed with TDDFT calculations employing the same functional and the 6-31g(d,p) basis set. In addition, the range-separation parameter ω was optimally tuned in the presence of a polarizable continuum model (PCM)42 setting the macroscopic dielectric constant at ϵ=3.00. DFT and TDDFT calculations were carried out with Gaussian16 software.43
Acknowledgements
This work was supported by European Union's Horizon 2020 research and innovation program under Marie Skłodowska-Curie Grant Agreement number 722651 (SEPOMO). J.B. and C.D. acknowledge the DFG project no. 362992821 (Photogen). JB acknowledges funding by the Sächsische Aufbaubank through project no. 100325708 (InfraKart). Computational resources in Mons were provided by the Consortium des Équipements de Calcul Intensif (CÉCI), funded by the Fonds de la Recherche Scientifiques de Belgique (F.R.S.-FNRS) under Grant No. 2.5020.11, as well as the Tier-1 supercomputer of the Fedération Wallonie-Bruxelles, infrastructure funded by the Walloon Region under Grant Agreement No. 1117545. D.B. is a FNRS Research Director. Open access funding enabled and organized by Projekt DEAL.
Conflict of interest
The authors declare no conflict of interest.




