Electronic couplings for singlet fission: Orbital choice and extrapolation to the complete basis set limit
Funding information: Nederlandse Organisatie voor Wetenschappelijk Onderzoek, Grant/Award Number: 15CSER73; U.S. Department of Energy, Grant/Award Number: DE‐AC05‐00OR22725
Abstract
For the search for promising singlet fission candidates, the calculation of the effective electronic coupling, which is required to estimate the singlet fission rate between the initially excited state (S0S1) and the multiexcitonic state (1TT, two triplets on neighboring molecules, coupled into a singlet), should be sufficiently reliable and fast enough to explore the configuration space. We propose here to modify the calculation of the effective electronic coupling using a nonorthogonal configuration interaction approach by: (a) using only one set of orbitals, optimized for the triplet state of the molecules, to describe all molecular electronic states, and (b) only taking the leading configurations into consideration. Furthermore, we also studied the basis set convergence of the electronic coupling, and we found, by comparison to the complete basis set limit obtained using the cc‐pVnZ series of basis sets, that both the aug‐cc‐pVDZ and 6–311++G** basis sets are a good compromise between accuracy and computational feasibility. The proposed approach enables future work on larger clusters of molecules than dimers.
1 INTRODUCTION
Singlet fission, the process in which four charge carriers can be generated by one photon, is a promising way to go beyond the Shockley‐Queisser limit.1 In this process, the energy of a photoexcited singlet state (usually S1) is partially transferred to a neighboring molecule, and both molecules end in their lowest triplet state (1TT state); both triplet states are coupled in an overall singlet. This process is spin allowed, and can therefore be a very fast process.2-7
Singlet fission has been observed in amongst others tetracene and numerous studies have been devoted to unravel the singlet fission mechanism in tetracene, and tetracene derivatives (see for example 8-19). Even though it has been found that singlet fission in tetracene is temperature independent,20 in this case, singlet fission is slightly endoergic, occurring at a 40 ps timescale.21
(1)Recently, a study in which the packing of two ethylene molecules as a model for singlet fission was optimized34 has been published. Here, the electronic coupling between the S0S1 and 1TT states was evaluated for many different configurations of two ethylene molecules using an approximate model, termed as “simple” model,3, 17 and a comparison between the electronic couplings calculated using the “simple” model and an ab initio NOCI approach was made. It was found that both methods were able to distinguish the configurations with large and small couplings. This model system was also studied in the adiabatic representation,23 and it was shown that the two different methods do not always agree: for a perfectly stacked dimer, large nonadiabatic couplings were found, whereas contrary predictions were derived based on the model Hamiltonians of Michl et al.7 However, for the slip‐stacked configurations, both methods were in agreement and larger values of the nonadiabatic coupling were found.
In the aforementioned NOCI approach, the wavefunction for a dimer is written as a linear combination of so‐called many‐electron basis functions (MEBFs), which are spin‐adapted, antisymmetrized products of molecular wavefunctions.35, 36 Hence, in case of a dimer AB, each MEBF is a product of two molecular wavefunctions, one describing the electronic state of molecule A and one describing the electronic state of molecule B. Therefore, the MEBFs can easily be assigned to the diabatic S0S0, S0S1, S1S0, and T1T1 (1TT) states. Charge transfer (CT) states can be constructed as spin‐adapted, antisymmetrized products of cationic and anionic wavefunctions. In prior applications of this method,19, 33 state‐specific CASSCF wavefunctions were used to construct the MEBFs. Advantages of this approach are the inclusion of static correlation and orbital relaxation effects. However, the use of MEBFs constructed from (state‐specific) CASSCF wavefunctions increases the computational complexity: if the CASSCF wavefunctions for each of the monomers consists of L Slater determinants, the MEBF consists of L2 determinants. Moreover, the Hamiltonian matrix element 〈1TT|H|S0S1〉 is in that case written as a sum of L4 Hamiltonian matrix elements over Slater determinants Δi,
. For decent CASSCF wavefunctions of sufficient length, this scaling prohibitively limits the applicability of the method. Furthermore, the nonorthogonality caused by the use of different orbital sets for different electronic states increases the computational complexity for the matrix element evaluation over determinant pairs. These problems have been addressed by the introduction of a reduced common orbital basis,37 which is made of the combined sets of molecular orbitals occupied in any of the determinants used to describe the states of each molecule. The linear dependencies are removed from this set according to a threshold τMO. It was determined empirically that the threshold τMO could be chosen to be rather large (~10−3) for the electronic states of interest without loss of accuracy in the calculated couplings. This observation suggests that the calculated coupling is not very sensitive to the differences in the orbital sets for different states. In this same work, another threshold, τdet, is introduced to eliminate determinant pair combinations for which the product of CI coefficients, CiCj is smaller than τdet. Again, it was found that many determinant pairs could be eliminated (τdet ~ 10−4) without loss of accuracy. These results suggest that the effective coupling is dominated by only the matrix element over the leading configuration state functions of each diabatic state. The computational expense of the aforementioned NOCI approach thwarted in the past the use of large basis sets. However, as the coupling between 1TT and S0S1 is mainly determined by the overlap between the orbitals of one molecule with its neighbor, large basis sets may be required to describe the intermolecular region correctly.
The above considerations on the NOCI method for the evaluation of singlet fission couplings prompted us to study the complete basis set limit for the electronic coupling, using a simplified version of the NOCI method. We suggest to use only one set of orbitals to describe the leading configurations of the molecular S0, S1, T1, D0+, D0− states, required to form the MEBFs. In this ansatz, only a single configuration is taken as the MEBF (see also for example 38, 39), and that only one orbital set is used to describe the various molecular electronic states, contrarily to the previous application of the NOCI method. Furthermore, considering that the S1S0/S0S1 MEBFs already differ in two spin orbitals from the 1TT configuration, the contributions from other determinant pairs are expected to be very small. Thus, it is expected that only a few configurations are important, and that the largest contribution is already captured when taking only the leading configurations into account. Only in the cases that the states of interest cannot be described properly by a few main configurations, sizeable effects of (static) correlation are expected.
The suitability of this simplified approach will be tested first on a tetracene dimer (Figure 1(A)) where we determine the effect of truncating the CI expansion. A second test is performed on an ethylene dimer taken from Ref. 34 (Geometry 1a, Figure 1(B)), where we study the effect of using various orbital sets. Note that in the case of the ethylene dimer, the previously performed CASSCF(2,2) calculations were already one configuration wavefunctions for S1 and T1, due to spatial and spin symmetry. As there are different possible ways to generate initial orbital sets to construct the relevant configurations, various possibilities are tested (e.g., CASSCF, HF, Kohn–Sham orbitals generated using different DFT functionals). After that, the complete basis set limit will be determined for the electronic coupling between the S0S1 and 1TT states. We show that there are stringent requirements to the basis set for an accurate evaluation of this property.

2 COMPUTATIONAL METHODS
(2)In this equation, Hif is the Hamiltonian matrix element between the initial (i) and final (f) diabatic, nonorthogonal states, Sif their overlap, and Hii/Hff the energies of the initial and final states.
The calculations on the ethylene dimer were performed on Geometry 1a of Ref. 34 (Figure 1(B), Table S2) using GAMESS‐UK.40 For this geometry, prior NOCI calculations performed with GronOR35 are available in Ref. 34. In those calculations, the 6‐311G basis set was used, and state specific CASSCF(2,2) calculations were performed to obtain the wavefunctions for the molecular S0, S1, T1, D0+, and D0− states. These calculations serve as a reference for determining which orbitals would be most appropriate to use to generate the configurations for the set of calculations using only one set of orbitals.
Orbitals were generated in different ways (see Text) for the closed‐shell ground state and triplet state (UDFT) for each molecule. The UHF/UDFT spin free natural πu and πg* orbitals were canonicalized. The orbitals for each molecule were then projected on the basis functions of the dimer (the order of the orbitals was chosen to be the occupied σ orbitals for each monomer first, then the πuA and πg*A orbitals for monomer A, followed by the πuB and πg*B orbitals for monomer B). In this way, all occupied σ orbitals of both molecules could be treated as frozen core orbitals in the subsequent NOCI calculation.
The NOCI calculations and calculation of the H/S matrix elements were performed with TURTLE.45 The following six MEBFs were constructed (branching diagram spin functions were used):
- |S0S0>: (core)(πuA)2(πuB)2
- |S1S0>: (core)(πuA)1(πg*A)1(πuB)2
- |S0S1>: (core)(πuA)2(πuB)1(πg*B)1
- |T1T1>: (core)(πuA)1(πg*A)1(πuB)1(πg*B)1
- |D1+D1−>: (core)(πuA)1(πuB)2(πg*B)1
- |D1−D1+>: (core)(πuA)2(πg*A)1(πuB)1
A VBCI calculation was performed in the basis of these six MEBFs, and the effective couplings were determined according to Equation (2). The weights (W) of the MEBFs in the final NOCI wavefunctions were determined according to the Gallup and Norbeck scheme.48
Overlaps between the πu and πg* orbitals for ethene A and B, respectively, were calculated using various functionals with the ADF suite49, 50 using the fragment approach. The TZ2P basis set was used (no frozen core).51
3 RESULTS AND DISCUSSION
3.1 Tetracene – validation of the leading configuration approximation
In Table 1, the effective electronic couplings between the S1S0/S0S1 and the 1TT states, according to Equation (2), are listed for the calculations using various molecular wavefunctions. The first thing that can be seen from the data in Table 1 is that all couplings are similar, in the range of 29–36 meV. The calculation with MEBFs composed of the CASSCF(6,6) molecular wavefunctions gives the largest coupling of 36.2 meV. Using the same orbital sets, but only using the leading configurations (renormalized to 1), the coupling decreases by 3–33.0 meV.
| Method |
|
Timingaa
Calculations have all been performed on 1 node of our computer cluster, consisting of 2 Intel E5‐2680 CPUs (28 cores in total) and 2 Nvidia Tesla K40 GPUs. |
|---|---|---|
| CASSCF(6,6) | 36.2 | 235,738 |
| CASSCF(6,6) – 1 configuration | 33.0 | 9 |
| CASSCF(4,4) | 30.4 | 946 |
| CASSCF(4,4) – 1 configuration | 33.2 | 9 |
| UHF – 1 configuration | 29.6 | < 1 |
| UHF – 1 configuration, Δy = 0.1bb
Molecule B has been displaced in the y‐direction by +/−0.1 bohr. |
22.6 | < 1 |
| UHF – 1 configuration, Δy = −0.1bb
Molecule B has been displaced in the y‐direction by +/−0.1 bohr. |
36.7 | < 1 |
- a Calculations have all been performed on 1 node of our computer cluster, consisting of 2 Intel E5‐2680 CPUs (28 cores in total) and 2 Nvidia Tesla K40 GPUs.
- b Molecule B has been displaced in the y‐direction by +/−0.1 bohr.
When the active space is reduced to CASSCF(4,4), the effective electronic coupling that is obtained is 30.4 meV, which is again smaller than the couplings evaluated using CASSCF(6,6). However, when the CASSCF(4,4) orbital sets are used, but only one configuration (renormalized to 1) is used, the coupling increases to 33.2 meV. Thus, it is difficult to predict whether the coupling is under or overestimated by reduction of the number of configurations taken into account for generating the MEBFs. What is clear, is that the deviation due to a one configuration approximation is rather modest, and, considering the reduction in computational time, the one configuration approximation seems to be a fair approximation.
Especially, if the geometry dependence is considered: sliding one tetracene molecule in the y‐direction (Figure 1(A)) by 0.1 or − 0.1 bohr gives a change in the electronic coupling of ±7 meV. This result emphasizes that the electronic coupling can change significantly for small displacements, and that it has to be evaluated at different configurations in order to be of predictive value, as the zero‐point vibrational motion of the molecules influences the coupling considerably. This reinforces the requirement that the method that is used to derive the couplings is sufficiently fast.
3.2 Ethene–the effect of orbitals and basis sets on the effective electronic coupling
In Table 2, the effective electronic couplings between the S1S0/S0S1, and the 1TT states, according to Equation (2), are listed for different orbital sets. In the reference calculation, different orbital sets for the different states were used,34 leading to an effective coupling of around 65 meV between the S1S0/S0S1 states and the 1TT state. Note that, even though in the reference calculation the CASSCF(2,2) method has been used, the S1, T1, and ionic states are still one configuration because of spin/spatial symmetry; deviations between the reference couplings and those evaluated here are due to differences in the orbital sets.
| Method |
|
|
|---|---|---|
| CASSCF(2,2) from Ref. 34 | 70.7 | 63.8 |
| HF (localized dimer orbitals) | 26.4 | 26.1 |
| CASSCF (Ground state) | 50.3 | 35.5 |
| HF (Ground state) | 91.2 | 82.9 |
| BLYP (Ground state) | 74.9 | 64.8 |
| B3LYP (Ground state) | 78.1 | 68.4 |
| PBE (Ground state) | 73.6 | 63.6 |
| PBE0 (Ground state) | 77.7 | 68.2 |
| HCTH (Ground state) | 71.8 | 62.0 |
| HCTH407 (Ground state) | 71.9 | 62.2 |
| BP86 (Ground state) | 74.2 | 64.2 |
| B97 (Ground state) | 76.9 | 67.3 |
| PW91 (Ground state) | 73.6 | 63.6 |
| SVWN (Ground state) | 75.2 | 65.0 |
In the following calculations, one set of orbitals for each molecule was used to describe its different electronic states. Even though choosing one set of orbitals has the disadvantage that orbital relaxation for the different states is not included anymore, however, as shown in 37, the differences between the orbital sets are usually small, especially for the inactive orbitals.
A first approximation used to simplify the calculations, was using orthogonal orbitals to describe the electronic states of the dimer, which were obtained using a Hartree–Fock (HF) calculation on the dimer, followed by Pipek–Mezey localization54 of the occupied and virtual π orbitals. The procedure then reduces to a conventional, orthogonal configuration interaction calculation. The effective coupling decreases then significantly to 26 meV (Table 2), showing that removing the nonorthogonality between the orbital sets of molecule A and B of the dimer decreases the orbital interactions between the two molecules. Hence, the overlap between the orbitals of the constituent molecules governs the interaction between the diabatic excited states and should not be eliminated.
The next set of orbitals that was used in the nonorthogonal configuration approach was the set consisting of the ground state orbitals obtained from a CASSCF(2,2) procedure. The use of this set of orbitals leads to too small electronic couplings as well, suggesting that these orbitals are not suitable to describe the intermolecular interaction between the diabatic excited states. These orbitals are not sufficiently diffuse to portray the S1 and/or T1 states, as they are optimized for the ground state, and the πg* orbital is optimized for recovering the electron correlation in the ground state (see Figure S1).
We continued with using ground state orbitals, now evaluated using the HF and DFT procedure using different functionals. The use of HF orbitals results in a slightly larger electronic coupling, as the LUMO is rather diffuse (Figure S1), whereas the use of DFT orbitals generated using different functionals all yields similar electronic couplings (Table 2). The couplings evaluated with all the DFT functionals are close to the reference value, which suggests that all of the DFT functionals are appropriate to generate a set of molecular orbitals for the ground state molecule that can be used to describe the molecular S1 and T1 states to form diabatic S1S0/S0S1 and 1TT states. Note that the electronic coupling shows a weak correlation with the overlap between the πu (HOMO) and πg* (LUMO) orbitals of the ethene molecules (Table S3), thus the coupling can also be estimated using these overlaps for functionals that are not (yet) available in GAMESS‐UK.
These results were obtained using the 6‐311G basis set, and it is important to validate whether these conclusions are still valid when the basis set is enlarged. Larger basis sets, especially more diffuse basis sets, may be more appropriate to describe the intermolecular regions. Therefore, we studied the basis set convergence of the electronic coupling (Table 3), using orbitals generated with the PBE functional (any other functional would do as the results are rather functional independent). We note no significant differences in the coupling when adding polarization functions (6‐311G** basis set), but the addition of diffuse functions increases the coupling considerably, indicating the importance of diffuse functions. However, in the cc‐pVnZ series, we noted an ever‐increasing coupling between the S0S1/S1S0 and the 1TT states, when using the ground state orbitals. As the πg* (LUMO) is not occupied in the ground state calculation, when the orbitals are optimized, this orbital may become too diffuse with increasing basis set size to properly describe the S1 and T1 states in which it is occupied. Therefore, we also used the triplet orbitals in the calculation of the electronic couplings. The UPBE spin‐free natural orbitals, with further canonicalization of the πu and πg* orbitals were used in the calculations listed in Table 3, under the heading ‘Triplet state’. The use of triplet orbitals has the additional advantage that orbital relaxation effects are included in the diabatic 1TT state, and furthermore, the triplet orbitals are usually similar to the orbitals of the corresponding singlet excited state.
| Ground state | Triplet state | |||
|---|---|---|---|---|
| Basis set |
|
|
|
|
| 6‐311G | 73.6 | 63.6 | 66.6 | 56.9 |
| 6‐311G** | 70.6 | 60.9 | 63.7 | 54.3 |
| 6–311++G** | 108.9 | 108.6 | 88.6 | 85.8 |
| cc‐pVDZ | 63.2 | 53.4 | 58.4 | 48.9 |
| cc‐pVTZ | 89.5 | 80.8 | 77.4 | 69.2 |
| cc‐pVQZ | 104.6 | 99.4 | 86.3 | 81.0 |
| cc‐PV5Z | 111.9 | 110.8 | 89.7 | 87.1 |
| cc‐pV∞Z | 121.5 | 133.2 | 92.8 | 95.3 |
| aug‐cc‐pVDZ | 102.9 | 102.7 | 84.5 | 81.7 |
| aug‐cc‐pVTZ | 101.2 | 100.1 | 84.0 | 81.2 |
| aug‐cc‐pVQZ | 103.5 | 102.7 | 85.3 | 82.8 |
The results in Table 3 show that the use of the triplet orbitals reduces the coupling compared to the use of the ground state orbitals. The coupling also shows an increase with increasing basis set size. The smaller coupling that is obtained with the triplet state orbitals suggests that the πg* orbital in the triplet state is less diffuse than in the ground state. This is further substantiated with a plot of the electron density of the πg* orbital (Figure 2) along the z‐axis (indicated in Figure 1). The plot shows that indeed the ground state LUMO is more diffuse than it is in the triplet state, and the density in the intermolecular region is higher, leading to a larger overlap between the orbitals localized on the different molecules, resulting in a higher coupling. The plot further shows that the ground state πu (HOMO) is also more diffuse than the triplet πu orbital.

The cc‐pVnZ basis sets lend themselves to extrapolate properties to the complete basis set (CBS) limit. Following the procedure outlined in 52, 53, we extrapolated the electronic coupling to the CBS limit according to Equation (3) (Figure 3). The CBS limit is also indicated in Table 3 as the cc‐pV∞Z basis. The CBS limit for the calculations using the triplet orbitals is smaller than that obtained using the ground state orbitals. A faster convergence to the CBS limit is also achieved with the triplet orbitals. The CBS limit is considerably larger than the values obtained with the smaller 6‐311G basis set, indicating that the 6‐311G basis set is clearly insufficient. The use of the aug‐cc‐pVnZ basis sets and the 6–311++G** basis set, shows that the inclusion of diffuse functions actually immediately leads to a coupling much closer to the CBS limit when the triplet state orbitals are used. The values obtained with the different aug‐cc‐pVnZ basis sets considered here do not differ significantly. It is important to note that there is a considerable difference between the CBS limit and the values obtained using the augmented basis sets, in the case when the ground state orbitals are used. The difference between the CBS limit and the couplings obtained using the augmented basis sets in case of the triplet orbitals is much smaller, but still in the order of 10 meV. This gives an indication of the accuracy that can be obtained. Also note that the evaluated S0S1/1TT couplings are always smaller than the S1S0/1TT ones, but the extrapolated value is larger. The differences obtained using the triplet orbitals are in the range of 5 meV, which falls in the error margin. From these results, we can conclude that the 6–311++G** or aug‐cc‐pVDZ basis set is sufficient for the evaluation of electronic couplings using the triplet state orbitals.

using the ground state (red) and triplet state (blue) orbitals for the cc‐pVnZ basis sets [Color figure can be viewed at wileyonlinelibrary.com]
The energies of the diabatic excited states obtained using this ansatz (Table 4) are somewhat less sensitive for the chosen basis set and orbitals. Also note that the energy does not play a large role in the evaluation of the coupling, and that the energies of the excited states can be accurately determined using other methods. Only the energy of the 1TT state is significantly lower when the triplet state orbitals are used instead of the ground state orbitals. This lowering is caused by stabilization of the triplet states by using state‐specific orbitals for this state, while the ground state is destabilized by this choice of orbitals, leading to a significant energy lowering of the 1TT state with respect to S0S0. Note, however, that the S0S0 state is not involved in the calculation of the electronic coupling between S1S0/S0S1 and 1TT, thus the use of state‐specific orbitals for the ground state may improve the excitation energies, but leaves the electronic coupling unchanged.
| Ground state | Triplet state | |||||
|---|---|---|---|---|---|---|
| Basis set | S1S0 | S0S1 | 1TT | S1S0 | S0S1 | 1TT |
| 6‐311G | 10.15 | 10.19 | 6.97 | 10.31 | 10.34 | 6.56 |
| 6‐311G** | 10.03 | 10.06 | 7.10 | 10.11 | 10.14 | 6.61 |
| 6–311++G** | 9.44 | 9.49 | 7.23 | 9.71 | 9.76 | 6.47 |
| cc‐pVDZ | 10.13 | 10.16 | 7.09 | 10.19 | 10.22 | 6.64 |
| cc‐pVTZ | 9.81 | 9.84 | 7.14 | 9.93 | 9.97 | 6.54 |
| cc‐pVQZ | 9.64 | 9.68 | 7.16 | 9.82 | 9.86 | 6.48 |
| cc‐PV5Z | 9.51 | 9.56 | 7.20 | 9.74 | 9.78 | 6.45 |
| cc‐pV∞Z | 9.50 | 9.52 | 7.21 | 9.71 | 9.77 | 6.42 |
| aug‐cc‐pVDZ | 9.42 | 9.47 | 7.28 | 9.69 | 9.73 | 6.49 |
| aug‐cc‐pVTZ | 9.41 | 9.45 | 7.31 | 9.69 | 9.73 | 6.47 |
| aug‐cc‐pVQZ | 9.41 | 9.46 | 7.29 | 9.69 | 9.73 | 6.46 |
The final NOCI wavefunctions (cc‐pV5Z basis set) in terms of the MEBFs are listed in Table 5. Both the ground as the 1TT state are dominated by one MEBF; in the 1TT state, a small mixing of the charge transfer states is discernible. The S1S0 and S0S1 MEBFs, however, heavily mix in the final states; not only with each other, but also with the charge transfer states. As has been observed earlier,3, 6, 7, 18, 19, 33 this mixing with the charge transfer states enhances the coupling between the diabatic S1S0 and S0S1 states and the 1TT state. To estimate the effect of the charge transfer states, we performed three separate 3x3 NOCI calculations to form new MEBFs consisting of the S1S0, S0S1, and 1TT MEBFs mixed with the charge transfer states (Table S4), and transformed the Hamiltonian and overlap matrices to this new basis for evaluation of the coupling using Equation (2). Also, in this case, an enhanced electronic coupling of ~250 meV is obtained.
| S0 | S1 | S2 | 1TT | |
|---|---|---|---|---|
| E (eV) | 0.00 | 9.01 | 10.15 | 6.42 |
| MEBF | W | W | W | W |
| S0S0 | 0.998 | 0.006 | 0.000 | 0.001 |
| S1S0 | 0.000 | 0.403 | 0.490 | 0.001 |
| S0S1 | 0.000 | 0.374 | 0.505 | 0.001 |
| 1TT | 0.000 | 0.023 | 0.000 | 0.986 |
| D0+D0− + D0−D0+ | 0.001 | 0.194 | 0.005 | 0.011 |
4 CONCLUSIONS
In this contribution, we have shown that the nonorthogonal configuration interaction approach to calculate the effective electronic coupling, required to estimate the singlet fission rate, between the initially excited S0S1/S1S0 and the multiexcitonic 1TT states can be simplified by (a) using one orbital set to describe the different molecular electronic states, and (b) only considering the leading configurations of the diabatic states of interests. The use of an orbital set optimized for the triplet state is recommended. Moreover, we have seen from extrapolation to the complete basis set limit, that the basis set used in these calculations should be of sufficient quality and in our test case, the aug‐cc‐pVDZ and 6–311++G** basis sets gave sufficiently accurate results, while still being computationally feasible. With these simplifications and considerations, we have proposed a method for the calculation of singlet fission couplings that is computationally fast enough, while retaining the chemical interpretability and reliability. The method is thus suitable for the exploration of different orientations of molecules in dimers, trimers, and larger clusters in the search for the most promising singlet fission candidate.
ACKNOWLEDGMENT
RWAH acknowledges A. Varbanescu (University of Amsterdam) for enabling a GPU accelerated version of TURTLE, which will be ready for the next generation of accelerators. This work is part of the research program “Computational sciences for energy research” (project 15CSER73), which is financed by the Dutch Research Council (NWO). This research used resources (SummitDev) of the Oak Ridge Leadership Computing Facility at the Oak Ridge National Laboratory, which is supported by the Office of Science of the U.S. Department of Energy under Contract No. DE‐AC05‐00OR22725 (DD and ESP). This work was sponsored by NWO Exact and Natural Sciences for the use of supercomputer facilities.
Open Research
DATA AVAILABILITY STATEMENT
The data that support the findings of this study are available from the corresponding author upon reasonable request.





