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The Journal of Physical Chemistry A is published by the American Chemical Society.1155 Sixteenth Street N.W., Washington, DC 20036Published by American Chemical Society. Copyright © American Chemical Society.However, no copyright claim is made to original U.S. Government works, or worksproduced by employees of any Commonwealth realm Crown government in the courseof their duties.
Article
Benchmarking the DFT+U Method for ThermochemicalCalculations of Uranium Molecular Compounds and Solids.
George Beridze, and Piotr M. KowalskiJ. Phys. Chem. A, Just Accepted Manuscript • Publication Date (Web): 20 Nov 2014
Downloaded from http://pubs.acs.org on November 20, 2014
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1
Benchmarking the DFT+U Method for
Thermochemical Calculations of Uranium
Molecular Compounds and Solids.
George Beridze†,‡ and Piotr M. Kowalski∗,†,‡
Institute of Energy and Climate Research, Nuclear Waste Management and Reactor Safety,
Forschungszentrum Julich, Wilhelm-Johnen-Straße, 52428 Julich, Germany, and JARA
High-Performance Computing, Schinkelstraße 2, 52062 Aachen, Germany
E-mail: [email protected]
Phone: +49 2461619356.
2
Abstract3
Ability to perform a feasible and reliable computation of thermochemical proper-4
ties of chemically complex actinide-bearing materials would be of great importance for5
nuclear engineering. Unfortunately, density functional theory (DFT), which on many6
instances is the only affordable ab initio method, often fails for actinides. Among7
various shortcomings, it leads to wrong estimate of enthalpies of reactions between8
actinide-bearing compounds, putting the applicability of DFT approach to the model-9
ing of thermochemical properties of actinide-bearing materials into question. Here we10
test the performance of DFT+U method - a computationally affordable extension of11
∗To whom correspondence should be addressed†Institute of Energy and Climate Research, Nuclear Waste Management and Reactor Safety,
Forschungszentrum Julich, Wilhelm-Johnen-Straße, 52428 Julich, Germany‡JARA High-Performance Computing, Schinkelstraße 2, 52062 Aachen, Germany
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DFT that explicitly accounts for the correlations between f electrons - for prediction12
of the thermochemical properties of simple uranium-bearing molecular compounds and13
solids. We demonstrate that the DFT+U approach significantly improves the descrip-14
tion of reaction enthalpies for the uranium-bearing gas-phase molecular compounds15
and solids and the deviation from the experimental values are comparable to those16
obtained with much more computationally demanding methods. Good results are ob-17
tained with the Hubbard U parameter values derived using the linear response method18
of Cococcioni and de Gironcoli. We found that the value of Coulomb on-site repulsion,19
represented by the Hubbard U parameter, strongly depends on the oxidation state of20
uranium atom. Last but not least, we demonstrate that the thermochemistry data can21
be successfully used to estimate the value of Hubbard U parameter needed for DFT+U22
calculations.23
Keywords: Ab initio calculations, Density functional calculations, Gas-phase reactions,24
Uranium, Actinides25
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INTRODUCTION26
Understanding the properties of actinide-bearing materials and their interaction with the27
environment is a challenge for nuclear waste storage strategies1–4. Lack of in-depth un-28
derstanding of the atomic-scale processes that determine the properties of materials upon29
incorporation of radionuclides highly limits the availability of materials that could be used30
as host phases for nuclear waste storage. The relevant experimental studies are usually very31
difficult to perform and often time consuming. On the other hand, with the increasing power32
of computing resources it is now possible to simulate the atomic scale behavior of actinide-33
bearing materials using ab initio methods of computational quantum chemistry1,5. When34
reliable and time-feasible, such computer-aided studies could to great extent complement the35
experimental techniques used in characterization of nuclear waste forms and substantially36
enhance our knowledge on the atomic-scale processes that influence performance of these37
materials and their safety within the repositories6. Unfortunately, having strongly corre-38
lated 5f electrons, actinide-bearing materials are very difficult to handle by the standard39
density functional theory (DFT) methods. It is then proposed that more computationally40
demanding methods (at least hybrid functionals) should be used in calculations of such sys-41
tems7. On the other hand, even when utilizing the most powerful computing resources, DFT42
is often the only affordable quantum chemistry method that allows for the ab initio modeling43
of chemically complex materials. Therefore, an assessment of the performance of available44
DFT-based methods and a careful choice of the computational strategy are required in order45
to perform meaningful ab initio simulations of complex, actinide-bearing materials.46
Although there exist various studies of actinide-bearing compounds and solids by DFT8–11,47
its applicability for computation of such materials is questionable7,12,13. DFT often fails not48
only on the quantitative, but also on the qualitative level. Wen et al. 13 have shown that49
the hybrid functional, such as HSE, has to be used to correctly compute the semiconducting50
state of actinide-oxide solids, which are often described as metals by DFT. On the quan-51
titative level, when used for the prediction of physical and chemical parameters, DFT can52
lead to significant errors. For instance, the difference between predicted by DFT and the53
measured enthalpies of reactions for various uranium-bearing molecular compounds can be54
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as large as 100 kJ/mol7,14,15. By testing the different computational methods, including55
various DFT generalized gradient approximations (GGA) and hybrid functionals as well as56
post Hartree-Fock methods such as MP2 and CCSD(T), Shamov et al. 7 and Schreckenbach57
and Shamov 12 have shown that in order to reach the experimental accuracy (20 kJ/mol) at58
least hybrid functionals such as PBE0 have to be used in computation of the enthalpies of59
reactions involving uranium-bearing molecular compounds. In line with these findings, most60
of the meaningful DFT studies of actinide-bearing materials utilize the hybrid functionals61
such as B3LYP, PBE0 or HSE16–20. Moreover, studies of Shamov et al. 7 , Schreckenbach and62
Shamov 12 and Odoh and Schreckenbach 21 indicate that the result of such hybrid calculations63
can also depend on the number of core-electrons modeled by pseudopotentials and that at64
least 32 electrons of uranium atom (5s25p65d106s26p65f 36d17s2) should be treated explicitly,65
which further increases the computational cost. We note however, that this result is still66
in dispute. For instance, Iche-Tarrat and Marsden 15 have shown that the explicit treat-67
ment of 32 electrons of uranium atom only marginally improves the performance of either68
DFT or hybrid-DFT functionals over the case when only 14 valence electrons of uranium69
(6s26p65f 36d17s2) are treated explicitly. We will show that our results implicitly support70
the later conclusion.71
The usage of hybrid functionals or any post-Hartree-Fock method requires substantial72
computational resources. This limits the applicability of these methods to the simplest73
molecular compounds and solids. Materials that are interesting for nuclear engineering have74
usually complex chemical compositions and structures with supercells containing often more75
than hundred atoms. This is especially true when solid solutions with diluted concentration of76
elements are of interest2,6. Thus, DFT and its simple modifications, such as DFT+U , remain77
the only choice if one wants to compute complex materials and simulate their dynamical78
behavior by methods such as ab initio molecular dynamics22–24 on nowadays supercomputing79
resources. Wen et al. 25 have shown that the DFT+U method with a reasonable choice of80
the Hubbard U parameter can reproduce the band gaps of actinide oxides and correctly81
predict insulating state for these solids. This method has been successfully used in the82
description of UO2 and its metastable states26,27, in the calculation of U(VI) aqua complexes83
on titania particles14 and for the investigation of incorporation of uranium in the ferric garnet84
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matrices28. It also predicts correctly the magnetic state of actinide compounds29 and the full85
phonon dispersion of strongly correlated materials30. These successes have been achieved86
sometimes at a cost of worse description of lattice parameters25 or even anomalous change87
in volume31. In all these studies the same Hubbard U parameter value for uranium of 4.5 eV88
(or Ueff = U − J = 4.5 eV − 0.5 eV = 4 eV) has been used, which has been derived from the89
spectroscopic measurements of UO232,33. We note however, that there is no guarantee that90
the value derived for one system should be easily transferable to another, especially that91
other estimates for neutral uranium atoms provide somehow lower values of U = 2.3 eV3492
and U = 1.9 eV35.93
In this contribution we systematically test the performance of DFT+U method for the94
prediction of the thermochemical parameters, namely the reaction enthalpies, of simple95
uranium-bearing molecular complexes and solids, most of which were considered in pre-96
vious studies. We do that in order to compare our results with already published predic-97
tions of much more demanding computational methods such as hybrid functionals, MP2 or98
CCSD(T)7 and with the available experimental data. We are especially interested in the99
performance of DFT+U method with the Hubbard U parameter (or the effective Hubbard100
U parameter Ueff = U − J) derived for each compound and solid by the linear response101
procedure proposed by Cococcioni and de Gironcoli 36 . Up to our knowledge there exist102
no systematic studies of the performance of DFT+U method for prediction of the thermo-103
chemical parameters of actinides. In particular, the DFT+U calculation with the Hubbard104
U parameter derived by the linear response method reported here is the first such study105
conducted for the actinide-bearing materials.106
COMPUTATIONAL METHOD107
DFT Setup108
All calculations were performed using the plane-wave Quantum ESPRESSO code37. We109
used the PBE38, PBEsol39 and BPBE38,40 exchange-correlation functionals. The core elec-110
trons of the computed atoms were replaced by the ultrasoft pseudopotentials41 and the111
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6s26p65f 36d17s2 electrons of uranium atom were treated explicitly (such a pseudopotential112
is often referred as ”large core pseudopotential”). We performed the calculations with a113
large core pseudopotential because the main focus of our studies is the benchmarking of114
the feasible computational method that could be used in further modeling of chemically115
complex actinide-bearing materials important, for instance, in nuclear waste management.116
We therefore do not focus here on benchmarking the small core size pseudopotentials or117
the all-electron methods that are currently computationally unfeasible for computation of118
such materials. All calculations were spin polarized and the spin configurations were care-119
fully checked in order to achieve the ground state electronic configurations of the considered120
systems. We applied the energy cutoff of 50 Ryd which gave energy differences within121
0.5 kJ/mol, which is sufficient for our studies. The atomic configurations were relaxed to the122
equilibrium positions, so the maximum component of the residual forces on the ions was less123
than 0.005 eV/A. The DFT equilibrium geometries of the molecular compounds were con-124
firmed by supplementary calculations of the vibrational frequencies. The crystalline solids125
were treated as continuum in all three spatial dimensions by applying the periodic boundary126
conditions. For the calculations of solids, the Methfessel-Paxton42 k-points grids were used127
and their sizes were chosen to give the energy differences within 0.5 kJ/mol. The calcula-128
tions of solids were performed by simultaneous relaxation of the lattice parameters and the129
ionic positions so the resulting pressure was 0 GPa with a tolerance of 0.01GPa. Because130
the differences in the energies between the antiferromagnetic and ferromagnetic states of the131
considered solids were usually smaller than 1 kJ/mol we consider the ferromagnetic spin ar-132
rangement for them. The exceptions are α-U and UO2 solids for which the antiferromagnetic133
states were considered as the ground state.134
Following Shamov et al. 7 we also neglect the spin-orbit interaction in all the calculations.135
This is because these effects should not affect the computed reaction enthalpies by more136
than 20 kJ/mol, which is at the level of experimental accuracy and much smaller than the137
error in predicted reaction enthalpies obtained by using the standard DFT approximation138
(∼ 100 kJ/mol7,15).139
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Modified PBE Functional140
In order to test the tendency of different DFT functionals in predicting the reaction en-141
thalpies we performed series of calculations with different choice of µ and κ parameters142
of PBE functional exchange enhancement function38. Here we do not limit the choice of143
these parameters by any physical behaviors, such as the slowly varying density limit or the144
Lieb-Oxford bound38, but simply treat µ and κ as free parameters. Such an exercise of145
modifying the exchange part of PBE functional, when one should rather expect correction146
of the correlation part of an exchange-correlation functional, was inspired by the fact that147
hybrid PBE0 functional, which admixes the Hartree-Fock exchange with the PBE exchange,148
keeping the PBE correlations43,44, performs exceptionally good for uranium7. By the mod-149
ified PBE functional in further discussion we mean the case with µ = 0.21951 (PBE value)150
and κ = 6.0. Further discussion of the modified functional approach is provided in Results151
and Discussion section.152
DFT+U Method153
In the current studies we utilize two kinds of the DFT+U approaches. First, we performed154
calculations with the fixed values of the Hubbard U parameter of 0.5 eV, 1.5 eV, 3 eV, 4.5 eV155
and 6 eV. We also performed calculations with the Hubbard U parameter derived by the156
linear response approach proposed by Cococcioni and de Gironcoli 36 . In this procedure157
the molecular geometries were fixed to the DFT structures. We used the atomic f -orbitals158
produced by uspp-736 package41 as projectors and the elements of response matrices were159
derived by the finite differences, setting α parameter to ±0.01, as described in the work of160
Cococcioni and de Gironcoli 36 . The U values have been derived for uranium in all uranium-161
bearing molecular compounds and solids considered in this paper.162
Because uranium atom d-shell could also be partially filled, we checked the effect of163
applying +U correction to the d-orbitals of uranium. Similarly to the case of f -orbitals, we164
computed the Hubbard U values for the d-shell by the linear response approach of Cococcioni165
and de Gironcoli 36 . However, because the current version of Quantum ESPRESSO code does166
not allow for simultaneous application of the DFT+U method to two or more orbitals of the167
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Table 1: List of the considered 17 reactions between the gas-phase uranium-containingmolecules. The reactions 1-2, 7-12 and 14-16 were computed by Shamov et al. 7 .
(1) UF6 → UF5 + F (10) UO3 → UO2 +O(2) UF5 → UF4 + F (11) UOF4 +UO3 → 2UO2F2
(3) UF4 → UF3 + F (12) 2UOF4 → UF6 +UO2F2
(4) UCl6 → UCl5 + Cl (13) UO3 +H2O → UO2(OH)2(5) UCl5 → UCl4 + Cl (14) UF6 +H2O → UOF4 + 2HF(6) UCl4 → UCl3 + Cl (15) UF6 + 2H2O → UO2F2 + 4HF(7) UOF4 → UF4 +O (16) UF6 + 3H2O → UO3 + 6HF(8) UO2F2 → UO2 + 2F (17) UO2F2 + 2H2O → UO2(OH)2 + 2HF(9) UF6 + 2UO3 → 3UO2F2
same species, in the subsequent calculations we computed only the correction to the primary168
DFT+U calculations (i.e. the calculations with the Hubbard U applied to f -electrons only).169
We did this by computing the Hubbard energy resulting from the application of DFT+U170
method to the d-orbitals and by fixing the molecular structures to the atomic configurations171
optimized with the primary DFT+U method. We will show that this approach is justified172
by the smallness of the correction.173
Last but not least, because it is known that the DFT+U calculations of uranium solids,174
namely UO2, can lead to menagerie of metastable states depending on the initially chosen175
occupations of f orbitals45, in our studies we took special care to assure that the computed176
states are the real ground states. We did this following the procedure outlined in Dorado177
et al. 45 by: (1) performing set of calculations with the different initial occupations of f178
orbitals, (2) breaking the cubic symmetry of electrons and (3) checking the correctness of179
the final occupations. We also verified that all the considered solids show large band gaps.180
However, in spite of the applied precautions, because of the complexity of the problem itself181
there is no full guaranty that a ground state have been reached in all the cases. Nevertheless,182
results of Dorado et al. 45 for UO2 show that in case when the ground state is not reached, the183
resulted metastable state should be higher in energy by no more than a fraction of kJ/mol.184
Such an error is negligibly small comparing with the experimental accuracy of the considered185
reaction enthalpies (20 kJ/mol).186
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CONSIDERED SYSTEMS187
The set of uranium-bearing molecular compounds, including U(VI), U(V), U(IV) and U(III)188
halogenide, oxide and oxyhalide molecules computed here contains all the compounds con-189
sidered by Shamov et al. 7 , Iche-Tarrat and Marsden 15 and Batista et al. 46 . In addition we190
computed the series of uranium-chlorides for which good experimental data exist. All the191
considered reactions are given in Table 1. We selected to consider the already computed192
reactions in order to make a broad comparison of our results with the results obtained by193
using different computational methods, including hybrid functionals and higher level post194
Hartree-Fock methods such as MP2 and CCSD(T)7. The thermochemistry data used as a195
reference were derived from the formation enthalpies taken from Morss et al. 47 and Guillau-196
mont et al. 48 . The reaction enthalpies were computed by taking the differences in the total197
energies of the reactants. The initial structural parameters of computed solids were taken198
from different experimental studies and the adequate references are indicated in the relevant199
text and tables.200
Molecular Compounds201
The stable geometries of the molecules found in our calculations are in agreement with202
previous studies of the same systems7,12,15,46. Uranium hexahalogenides (UX 6, where X =203
F, Cl) have Oh symmetry. The symmetry of uranium pentahalogenides (UX5) is C4v and204
that of UX4 molecules is C2v. UX3 and UO2F2 molecules have C3v and C2v symmetries205
respectively. UO3 molecule has T-shaped planar geometry and UO2 has linear geometry.206
The two possible structures of UOF4 are shown in Figure 1. Our DFT-PBE calculation207
indicates that the square pyramidal structure is more stable than the trigonal bipyramide208
form by 2.4 kJ/mol, which is in agreement with the studies of Shamov et al. 7 .209
Crystalline Solids210
We consider twelve solids: α-U49, UF650, α-UF5
51, β-UF552, UF4
53, UF354, UCl6
55, UCl456,211
UCl356, UO2
57, α-UO358 and U3O8
59. The initial structures were taken from the indicated212
references.213
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Figure 1: Two possible structures of UOF4 molecule: the trigonal bipyramide (left) and thesquare pyramidal configuration (right).
RESULTS AND DISCUSSION214
Molecular compounds: structural parameters215
Three of the considered molecules, UF6, UCl6 and UCl3, have measured structural parame-216
ters (the U−F,Cl bond lengths and the Cl−U−Cl angle in the case of UCl3). We therefore217
start our analysis by performing an assessment of performance of different methods in pre-218
diction of the bond lengths in these compounds. First, we compare the U-F bond length219
computed for the gas-phase UF6 molecule to the experimental value and to the previous220
theoretical estimates60–62. All the results are given in Table 2. The measured U-F bond221
length is 1.999 A60 and 1.997 A61. The PBE functional overestimates the bond length by222
slightly more than 1%, which is a known feature of this functional63. The BLYP functional62223
gives even worse prediction, which is also expected64. The hybrid B3LYP functional used in224
the same studies improved the value of the bond distance and the Hartree-Fock calculation225
also shows surprisingly good agreement with the experiment. The all-electron PBE0 calcu-226
lation7 with 1.997 A gives the best match to the experimental value. Because the PBEsol227
functional recovers correctly the slowly varying density limit of the exact exchange energy228
functional, it usually improves description of the structural parameters over PBE39,63. This229
is also visible in our calculations. PBEsol results in 2.009 A for the U-F bond length of UF6230
that is in better agreement with the experiment than the PBE value. The U-F bond length231
obtained with the modified PBE functional is in the worst agreement to the experimental232
value. On the other hand, this functional predicts much better the enthalpies of reactions233
than the PBE or PBEsol functionals, including the dissociation enthalpy of UF6, which will234
be discussed later. The fact that by switching to a different GGA functional one can improve235
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0 1 2 3 4 5 6κ
200
250
300
350
400
450
500
550
600
Rea
ctio
n E
ntha
lpy
(kJ/
mol
e)
0 1 2 3 4 5 6κ
1.98
1.99
2
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.1
2.11
2.12
2.13
2.14
2.15
U-F
bon
d le
ngth
(Å
)
Figure 2: Left panel: The enthalpies of reactions (1) (red, upper set of curves) and (2)(black, lower set of curves) computed with the PBE-like functionals and different values ofκ (horizontal axis) and µ =0.109755 (dashed lines), 0.21951 (solid lines, PBE) and 0.43209(dotted lines). µ and κ determine the enhancement function of the exchange functional (seeEq. 1). Right panel: the U − F bond length of UF6 . The different results are markedusing the convention applied in right panel. On both panels, the horizontal lines indicatethe experimental values.
the prediction of the reaction enthalpies at a cost of worsening the structural parameters236
and vice versa, is a known shortcoming of current GGA-DFT functionals. We investigated237
further such behavior by computing the U-F bond length in UF6 and the dissociation en-238
thalpies of UF6 and UF5 molecules with a modification of PBE functional. The modification239
was made by treating κ (PBE value of 0.804) and µ (PBE value of 0.21951) parameters of240
the exchange energy functional enhancement function Fx(s),38
241
Fx(s) = 1 + κ− κ
1− µs2/κ, (1)
where s ∝ ‖∇n‖/n is the reduced electron density (n) gradient38, as free parameters. The242
result is given in Figure 2. It is clearly seen that the smaller µ results in a better bond length.243
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In fact, our result with µ being half the value of that of the PBE functional, which closely244
resembles the case of PBEsol functional (where µ = 10/81 = 0.123456839), gives better U-F245
bond length than PBE. On the other hand, the computed reaction enthalpy become worse246
and it can not be easily improved by just modifying κ. For a fixed value of µ, increase of κ247
always leads to better description of the reaction enthalpies, but at a cost of worsening the248
bond length. The larger the µ, the worse the U-F bond length that results in good enthalpy,249
is. In the subsequent sections we will show the performance of the modified PBE functional,250
where keeping the PBE value of µ = 0.21951 we set κ to 6. We chose such a set of parameters251
because it results in relatively good prediction of the dissociation enthalpies of UF6 and UF5252
molecules, which is indicated in Figure 2. The DFT+U approach in general results in larger253
U-F bond length for UF6 than the one predicted by the applied GGA functional. However,254
we will show that, in line with the above conclusions, it also results in much better prediction255
of the gas-phase reaction enthalpies.256
The same trends as for UF6 are observed in the case of UCl6 that has the same geometry257
and the oxidation state of uranium. Also in this case the PBEsol functional results in258
better match to the measured U− Cl bond length. The experimental U-Cl bond length for259
uranium trichloride, UCl3 is 2.549±0.008 A.69 All the GGA functionals underestimate this260
bond length by ∼ 0.05 A. In that case the DFT+U method improves the bond length and261
the modified PBE functional also results in a good match to the experiment. However, all the262
methods overestimate the Cl-U-Cl bond angle. Interestingly, for that parameter the hybrid263
functionals, PBE0 and B3LYP, give worse prediction than the PBE and PBEsol methods.264
Molecular Compounds: Reaction Enthalpies265
Several reactions involving gas-phase molecules were selected to asses the performance of266
different methods in the prediction of enthalpies of reactions involving uranium-bearing267
molecules. As already mentioned, the experimental data exist for all of them and the en-268
thalpies of most of the considered reactions were already computed using different methods269
of computational quantum chemistry. All the reactions are listed and labeled in Table 1.270
This labeling we will use subsequently in all further discussion in the text.271
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Table 2: The bond distances in UF6, UCl6 and UCl3 molecules between uranium and halogenatoms and U−Cl−U bond angle in UCl3 molecule obtained using different computationalmethods. The bond lengths are given in A and angles in degrees.
Functionals and methods U− F U− Cl(UCl6) U− Cl(UCl3) Cl− U− ClPBE 2.024 2.469 2.509 106.4PBEsol 2.009 2.445 2.488 105.0BPBE 2.025 2.506 2.519 106.4modified PBE 2.048 2.471 2.559 111.8PBE+U (U=0.5 eV) 2.025 2.470 2.525 106.4PBE+U (U=1.5 eV) 2.027 2.472 2.550 106.7PBE+U (U=3.0 eV) 2.031 2.477 2.557 106.3PBE+U (U=4.5 eV) 2.034 2.486 2.570 106.7PBE+U (U=6.0 eV) 2.039 2.500 2.581 106.4PBE+ULR 2.030 2.474 2.535 106.3PBEsol+U (U=0.5 eV) 2.010 2.446 2.495 105.4PBEsol+U (U=1.5 eV) 2.012 2.449 2.504 105.1PBEsol+U (U=3.0 eV) 2.015 2.453 2.538 105.8PBEsol+U (U=4.5 eV) 2.024 2.462 2.548 106.3PBEsol+U (U=6.0 eV) 2.015 2.474 2.563 106.2PBEsol+ULR 2.015 2.451 2.509 105.1BLYPa 2.043PBE0a 1.997 2.565 109.5HFb,c 1.984 2.48B3LYPa 2.014 2.592 114.5MP2a 2.005 2.521 106.9exp.d,e,f,g 1.999 (1.996) 2.42 (2.461) 2.549±0.008 95±3
[a]Ref.62, [b] Ref.,65[c] Ref.,66 [d] Ref.,60 [e] Ref.,67[f] Ref.,68 [g] Ref.61
DFT Calculations272
All the reaction enthalpies computed with the standard GGA functionals are given in Table273
3. First of all, despite the different pseudopotentials used in our and Shamov et al. 7 studies274
(we used the large core ultrasoft pseudopotentials, while Shamov et al. 7 used the all electrons275
or the small core pseudopotential calculations) the PBE results of the two studies are well276
consistent. The difference, measured by the mean absolute error (M.A.E), between the277
two calculations is only 3.2 kJ/mol1. This result indirectly validates our computational278
setup. The M.A.E. obtained with the PBE functional for all the considered reactions is279
95 kJ/mol. Because the mean error (M.E.) is of similar value, this indicates a systematic280
1Considering only the reactions computed by Shamov et al. 7
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Table 3: The reaction enthalpies computed with different DFT methods for the reactionsgiven in Table 1 and the respective experimental values47,48. Term PBEmodif indicates themodified PBE functional. The enthalpies are given in kJ mol−1.
PBE PBEsol BPBE PBEmodif PBE-BPBE corr. exp.(1) 422 458 403 324 328 313±17(2) 514 549 497 413 429 385±22(3) 619 641 607 541 558 618±27(4) 278 317 254 176 155 205±20(5) 312 347 302 217 261 204±20(6) 414 447 395 339 320 412±25(7) 554 613 529 441 430 405±20(8) 1153 1204 1131 964 1045 1033±20(9) -207 -206 -208 -214 -213 -311±22(10) 678 718 658 568 577 576±20(11) -113 -114 -105 -114 -72 -170±40(12) 19 23 1 14 -69 -25±31(13) -141 -157 -133 -63 -105 -182±11(14) 178 190 173 112 152 65±12(15) 337 356 344 210 373 189±12(16) 608 638 620 421 666 437±12(17) 131 125 143 149 189 272±11
mean error 78 101 70 4 35M.A.E. 95 119 88 51 74 20
offset from the measured values. Such a significant systematic error is unacceptably large,281
having the largest experimental error of 40 kJ/mol. The PBEsol functional results in even282
larger error, which as we already discussed, is a known feature of this functional. In their283
studies Shamov et al. 7 used the PBE, BPBE and OLYP standard GGA-DFT functionals.284
These calculations resulted in a systematic offset for all the considered reactions, with BPBE285
performing slightly better than PBE, and OLYP resulting in reduction of the error by ∼ 50%.286
Our calculations show similar trend. The BPBE functional gives slightly better match to the287
measured values for all the considered reactions. We found that this behavior is not restricted288
to the reactions between uranium-bearing compounds but has been also observed for the289
bond energies of metal-ligand complexes70. Because the different GGA functionals result290
in different systematic offsets from the measured values, we decided to test the possibility291
of using a combination of two functionals in order to get better estimation of the reaction292
enthalpies. Especially instructive is the mixture of the BPBE and PBE results, because293
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both functionals differ only by the exchange functional (they have the same PBE correlation294
energy functional38). In Table 3 in column labeled by PBE-BPBE corr. we give the reaction295
enthalpies obtained by mixing the results of PBE and BPBE functionals as EPBE+5(EBPBE−296
EPBE), where E indicates enthalpy. As shown in Table 3, such a mixing results in significant297
reduction of the mean error, although M.A.E. is reduced by only 21 kJ/mol. Interestingly, the298
modified PBE functional, with M.E of only 4.1 kJ/mol, significantly improves the prediction299
of reaction enthalpies. It gives results that are better than predictions of the PBE or PBEsol300
functionals, not only for the reactions (1) and (2) used in the construction of the functional,301
but for most of the considered reactions. This is a promising result. However, we will show302
that such a simple modification of the PBE functional does not give similarly good results303
for solids.304
Shamov et al. 7 , Odoh and Schreckenbach 21 and Schreckenbach and Shamov 12 concluded305
that calculations with the large core pseudopotential (14 valence electrons for uranium, which306
is also our setup) can result in significant under-performance of the PBE0 functional in pre-307
diction of the reaction enthalpies and suggest to use a small core or all-electron calculations308
in order to get converged energies. Because with the PBE and BPBE functionals we ob-309
tained results that are consistent with the all-electron calculations of Shamov et al. 7 and310
Schreckenbach and Shamov 12 , we suspect that the size of the core is not that important,311
when a GGA functional is used. Interestingly, Iche-Tarrat and Marsden 15 have shown that312
the 32 electrons core pseudopotential only marginally improves, or even worsens in some313
cases, the performance over the 14 electrons core pseudopotential in the case of GGA and314
hybrid functionals. One exception is PBE0, which is also shown in results of Iche-Tarrat and315
Marsden 15 . Therefore we can only suspect that the number of valence electrons can impact316
the result, when that functional is used in calculations.317
DFT+U Studies318
In most of the studies that utilize the DFT+U method the Hubbard U parameter, and319
sometimes J (representing strength of the on-site electron exchange), is chosen in a way320
that particular, known properties of the investigated systems, such as the lattice parameters321
or the band gaps, could be reproduced by calculations. Some studies use ab initio based322
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0 1 2 3 4 5 6U (eV)
40
50
60
70
80
90
100
110
120
M.A
.E. (
kJ/m
ol)
Figure 3: The mean absolute error (M.A.E) of the computed enthalpies of reactions givenin Table 1 as a function of the Hubbard U parameter. Filled and open circles represent theresults of PBE+U and PBEsol+U calculations, respectively. The curves represent fits by aparabola that were used to estimate the optimal U values (see discussion in the text).
methods for the estimation of Hubbard U value24, such as the linear response method36,323
which we use in our studies, the constrained random phase approximation (cRPA)71 or324
simple approaches such as the Slater transition state72. Hubbard U values can be also derived325
from the spectroscopic measurements32–35,73,74. In our studies we first computed the reaction326
enthalpies for different Hubbard U parameter values of 0.5 eV, 1.5 eV, 3 eV, 4.5 eV and 6 eV327
that are kept the same for all the reactants and products. All the results are given in Tables 4328
and 5. It is clearly visible that the DFT+U method improves the prediction of the enthalpies329
of reactions over the PBE and PBEsol functionals. In the next step, we determined the values330
of Hubbard U parameter in a way that it minimizes the deviation from the measured reaction331
enthalpies (i.e. minimizes the M.A.E.). These values were obtained by fit of the M.A.E.332
obtained for different values of U , and reported in Tables 4 and 5, by parabola. The U value333
is given by the minimum of the fitted curve and the fitting results are illustrated in Figure334
3. For the PBE+U and PBEsol+U methods we obtained U = 3.0± 1.0 eV and 3.8± 1.0 eV335
respectively. The uncertainties on these values were estimated from Figure 3 taking into336
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account the mean experimental error of 20 kJ/mol/√17 ∼ 5 kJ/mol.2 In addition to these337
studies, we derived the Hubbard U parameters for each considered molecular compound338
using the linear response method proposed by Cococcioni and de Gironcoli 36 . We therefore339
define so derived Hubbard U parameters as ULR (after linear response), and subsequently340
the DFT+U method as DFT+ULR. The obtained values of ULR are reported in Table 6.341
Interestingly, on average these values are slightly smaller than the ones that minimize the342
M.A.E. However, we notice that the derived Hubbard U parameters decrease with decreasing343
the oxidation state of uranium. When we consider only the values computed for U(VI)344
complexes, the obtained U value of 2.8 eV is in good agreement with the values obtained345
from minimization of the M.A.E. This is not surprising as most of the considered reactions346
involve U(VI) complexes. On the other hand, our result indicates that the thermochemistry347
data can be used to determine the Hubbard U parameter value independently from other348
experimental methods such as spectroscopy32–35,73,74. Our studies also show that the linear349
response approach of Cococcioni and de Gironcoli 36 gives U values that minimize the error350
of DFT+U reaction enthalpies.351
In Table 6 we also provide the Hubbard U values computed for the d-orbitals of uranium.352
These are substantially smaller than the ones derived for the f -orbitals. As a consequence,353
the related Hubbard energy correction to the reaction enthalpies is usually not larger than354
10 kJ/mol per reacting uranium atom (see Table 4), which is small comparing to an aver-355
age 70 kJ/mol correction to DFT resulting from the application of DFT+U method to f356
electrons. The M.E. and the M.A.E. are also almost identical to the ones obtained without357
applying DFT+U to d electrons. This justifies the ommission of the DFT+U treatment of358
d-electrons of uranium in the previous studies (eg.25–29,31). We also neglect this effect in359
further analysis.360
In most of the up to date studies of the uranium-bearing materials the same Hubbard U361
parameter value for uranium of 4.5 eV (or Ueff = U −J = 4 eV) has been applied. This value362
was derived from the spectroscopic measurements of UO232,33. Our ULR values reported in363
Table 6 are somehow lower, but consistent with other estimates for neutral uranium atoms364
of 2.3 eV34 and 1.9 eV35. We will elaborate more on this problem when discussing results for365
2Computed as the standard error of the arithmetic mean.
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Table 4: The reaction enthalpies computed with the PBE+U method for the reactions givenin Table 1 and the respective experimental values47,48. The ULR, d column represents thePBE+ULR results corrected with the PBE+U calculations applied to the d-orbitals (see textfor details). The enthalpies are given in kJ mol−1.
0.5 eV 1.5 eV 3 eV 4.5 eV 6 eV ULR ULR, d exp.(1) 410 386 349 311 271 273 270 313±17(2) 496 460 405 349 310 402 410 385±22(3) 609 627 594 559 511 622 621 618±27(4) 266 241 200 157 100 222 223 205±20(5) 294 254 193 136 99 198 198 204±20(6) 399 411 330 300 261 357 361 412±25(7) 528 474 391 311 248 346 352 405±20(8) 1176 1107 1120 1079 1048 1048 1015 1033±20(9) -232 -283 -363 -443 -497 -260 -225 -311±22(10) 693 608 598 536 497 579 560 576±20(11) -127 -158 -204 -247 -278 -121 -98 -170±40(12) 23 32 45 52 59 -19 -28 -25±31(13) -147 -158 -173 -186 -187 -149 -146 -182±11(14) 175 170 160 145 130 127 125 65±11(15) 328 308 275 238 201 272 278 189±12(16) 607 603 593 579 550 538 530 437±12(17) 133 138 146 154 162 117 106 272±11
mean error 71 47 14 -23 -55 8 8M.A.E. 90 63 55 70 90 45 50 20
solids.366
As we have shown, the DFT+ULR method substantially reduces the error of the predicted367
reaction enthalpies for both PBE and PBEsol functionals. In Figure 4 we compare the368
M.A.E errors of the selected methods obtained for the reactions reported by Shamov et al. 7 .369
We immediately see that the DFT+ULR method reduces the error by a half and in fact370
it gives even slightly better results than MP2 method and it is only slightly worse than371
PBE0 hybrid functional, which is claimed to give good results for actinides7,13. Figure 5372
illustrates the deviations of the results obtained with all the considered methods from the373
experimental data and PBE0, MP2 and CCSD(T) results of Shamov et al. 7 . Interestingly,374
the absolute deviation from PBE0 prediction of the DFT+ULR method is only 27 kJ/mol,375
with mean deviation being even 0 kJ/mol in the case of PBE+ULR, which suggests that376
DFT+ULR behaves in similar way and carries similar errors as the PBE0 hybrid functional.377
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Table 5: The reaction enthalpies computed with the PBEsol+U method for the reactionsgiven in Table 1 and the respective experimental values47,48. Columns represent resultsobtained with the fixed values of U and with U = ULR. The enthalpies are given in kJmol−1.
reactions 0.5 eV 1.5 eV 3 eV 4.5 eV 6 eV ULR exp.(1) 447 423 387 349 309 322 313±17(2) 532 496 441 385 328 432 385±22(3) 634 617 615 584 553 653 618±27(4) 305 280 240 198 148 261 205±20(5) 329 289 228 169 123 231 204±20(6) 429 438 397 332 300 428 412±25(7) 586 533 452 373 292 410 405±20(8) 1188 1157 1113 1075 1096 1030 1033±20(9) -228 -281 -358 -436 -513 -244 -311±22(10) 696 648 583 524 526 558 576±20(11) -127 -159 -204 -247 -288 -109 -170±40(12) 27 37 51 57 64 -25 -25±32(13) -162 -172 -185 -197 -208 -161 -182±11(14) 187 182 171 156 140 139 110±11(15) 348 326 292 255 217 302 189±12(16) 635 630 618 601 582 574 437±12(17) 126 132 140 149 157 111 272±11
mean error 90 68 33 -6 -35 28M.A.E. 107 84 60 63 83 50 20
We notice that the best match to the experimental values is obtained with the CCSD(T)378
method. However, because of the bad scaling, applicability of such advanced post Hartree-379
Fock methods is limited to a few atoms containing molecular compounds5. Applicability of380
hybrid functionals is also currently limited to no more than a few dozens of atoms and such381
calculations are usually orders of magnitudes more resources consuming than the DFT+U382
method, which in that aspect performs similarly to the standard DFT. Our results thus383
strongly suggest that the DFT+U method, with carefully derived Hubbard U parameter,384
such as ULR, is a good tool for efficient calculations of complex actinide-bearing materials,385
including chemically complex solids. Therefore, in the next step, we tested the performance386
of DFT+ULR method for the prediction of structural parameters and reaction enthalpies of387
simple uranium-bearing solids.388
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Table 6: The Hubbard U parameter values for the uranium-bearing molecules calculatedusing the linear response method of Cococcioni and de Gironcoli 36 . The values are given ineV. The last column represents the values computed for the d-orbitals.
Molecule Hubbard ULR
PBE (f electrons) PBEsol (f electrons) PBE (d electrons)UF6 3.1 3.0 0.6UF5 2.3 2.3 0.6UF4 1.8 1.7 0.7UF3 1.9 1.9 0.8UCl6 2.2 2.2 0.5UCl5 2.2 2.2 0.5UCl4 1.7 1.7 0.5UCl3 1.4 1.5 0.6UOF4 2.8 2.7 0.6UO2F2 3.1 3.1 0.7UO2(OH)2 2.8 2.8 0.6UO3 2.6 2.6 0.6UO2 2.0 1.9 0.6
Uranium Solids389
We extended the calculations and analysis performed for the molecular complexes into com-390
putation of simple uranium-bearing solids. We wanted to check if by using the mixture of391
GGA functionals, the modified PBE functional and the DFT+U method one can also im-392
prove the description of structures and the prediction of reaction enthalpies in the case of393
periodic systems. As for molecular compounds, in these calculations the Hubbard U pa-394
rameter value has been derived for each solid using the linear response approach36 and the395
results for the values of ULR are given in Table 7. The ULR values derived for the solids are396
consistent with those derived for the molecular complexes (Table 6). Here we also observe397
that ULR is larger for the U(VI)-bearing solids (UF6 and UO3) and is the smallest for the398
U(III) carrying materials.399
Structures400
In Tables 8, 9 and 10 we provide the lattice parameters of all the considered solids, computed401
with different methods and measured experimentally. All the methods usually overestimate402
the lattice lengths and volumes of the uranium fluorides solids (see the cases of UF6, α-UF5403
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0102030405060
7080
90100110120130140150160
170180
Mea
n ab
solu
te e
rror
(kJ
/mol
)
PB
E
BP
BE
PB
Eso
l
mod
ified
PB
E PB
E-B
PB
E c
orr.
PB
Eso
l+U LR
PB
E+
U LR
PB
E0
CC
SD
(T)
MP
2
Figure 4: The mean absolute error for the eleven reactions considered by Shamov et al. 7 ob-tained using different methods. The PBE0, CCSD(T) and MP2 results are those of Shamovet al. 7 .
and β-UF5, Table 8). This is consistent with the results obtained for the gas-phase UF6.404
Similarly to this case, the PBEsol functional gives the best match to the experiment. The405
DFT+U method, in general, worsens the agreement, when comparing with the prediction406
of respective GGA functionals, and modified functional gives the worst prediction. Interest-407
ingly, all the methods overestimate the lattice parameters of UCl6 solid (Table 9), which is408
different from the result for the gas-phase UCl6 (see Table 2). However, the PBEsol+ULR409
method results in good prediction of the lattice parameters of UCl4 and UCl3. α-U is the410
only pure-uranium solid considered here. Both the GGA functionals result in relatively good411
predictions of its lattice constants. This result is consistent with other computational stud-412
ies8. However, it is not well described by the DFT+U method, including the DFT+ULR413
cases, which significantly overestimates its volume. Surprisingly, very good description of414
the α-U structure is obtained with the modified PBE functional, which badly overestimates415
the volumes of many other solids (see Tables 8-10).416
Actinide oxides are major constituents of most actinide-carrying minerals, including the417
ones of interest for nuclear waste management2. Therefore, we are especially interested in418
performance of the utilized methods in the case of uranium-oxides. Here we analyze three419
such crystalline solids: UO2, α-UO3 and U3O8. The results are given in Table 10. We notice420
that for the oxides, the PBE and PBEsol functionals result in much better prediction of the421
lattice parameters than in case of uranium fluorides and chlorides. For UO2 the DFT+U422
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050
100150200
The mean error (M.E.)
1 2 3 4 5 6 7 8 9 1011121314151617181920
050
100150200
The mean absolute error (M.A.E.)
1 2 3 4 5 6 7 8 9 1011121314151617181920-50
050
100150200
1 2 3 4 5 6 7 8 9 1011121314151617181920
0050
100150200
1 2 3 4 5 6 7 8 9 1011121314151617181920-50
050
100150200
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050
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100150200
1 2 3 4 5 6 7 8 9 1011121314151617181920
050
100150200
experimental experimental
PBE0 PBE0
MP2 MP2
CCSD(T) CCSD(T)
Figure 5: The mean absolute error and mean error (in kJmol−1) of the selected 11 gas-phase reactions considered by Shamov et al. 7 (see Table 1) obtained with different methodsindicates on the horizontal axes as: (1) PBE, (2) PBEsol, (3) BPBE, (4) modified PBE, (5)PBE-BPBEcorr, (6) PBE+U(U = 0.5 eV), (7) PBE+U(U = 1.5 eV), (8) PBE+U(U = 3eV), (9) PBE+U(U = 4.5 eV), (10) PBE+U(U = 6 eV), (11) PBE+ULR, (12) PBEsol+U(U= 0.5 eV), (13) PBEsol+U(U = 1.5 eV), (14) PBEsol+U(U = 3 eV), (15) PBEsol+U(U= 4.5 eV), (16) PBEsol+U(U = 6 eV), (17) PBEsol+ULR, (18) PBE0, (19) MP2 and (20)CCSD(T). Here the experimental values47,48 and the calculations of Shamov et al. 7 usingPBE0, MP2 and CCSD(T) methods were chosen as reference and the references are indicatedin the left-upper corners.
method improves the agreement with experiment, and DFT+ULR results in a good match423
to the experimental lattice parameters. Similar trend is also observed for U3O8. α-UO3424
is also well described by PBEsol+ULR, although with PBE+ULR its volume is significantly425
overestimated, which is similar to the case of α-U. This may be somehow related to usage426
of the PBE functional in the DFT+U calculations. The overall result clearly indicates that427
the DFT+ULR method could be successfully used for the prediction of structural parameters428
of uranium-oxides-containing solids. Interestingly, this result is in line with our recent stud-429
ies of the performance of DFT+ULR method for Ln2O3 and monazite-type orthophosphates430
(LnPO4)75. In those studies we found that the PBEsol+ULR method significantly outper-431
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Table 7: The Hubbard U parameter values for the uranium-bearing solids calculated usingthe linear response method of Cococcioni and de Gironcoli 36 . The values are given in eV.
Solids Hubbard ULR
PBE PBEsolUF6 2.9 2.8α-UF5 2.3 2.3β-UF5 2.3 2.3UF4 1.4 1.3UF3 0.8 0.8UCl6 2.7 2.7UCl4 1.6 1.6UCl3 0.8 0.9U3O8 2.4 2.3α-UO3 2.7 2.7UO2 1.8 1.7α-U 1.9 1.9
forms the PBE and PBEsol functionals in predicting the structural parameters of Ln-bearing432
materials.433
Band Gaps434
When investigating solids by the DFT+U method often the ability of this method to repro-435
duce the band gaps of the considered materials is discussed (eg.25). This is because standard436
DFT usually underestimates the band gaps by as much as ∼ 40%5,76,77. In Table 11 we437
provide the values of the band gap obtained in all our DFT+U calculations of solids. The438
experimental band gap of UO2 is 2.1±0.1 eV78. In the previous DFT+U studies that utilize439
the Hubbard U value of 4.5 eV and J = 0.51 eV Dorado et al. 26 got the band gap of 2.4 eV,440
which is only slightly larger than the experimental value. Our calculations with U = 4.5 eV441
give band gaps of 2.0 eV and 1.9 eV for PBE+ULR and PBEsol+ULR methods respectively,442
which are very consistent with the experimental value. However, due to smaller values of443
the Hubbard U parameter derived by the linear response method (see Table 7), both the444
DFT+ULR calculations resulted in much smaller band gap of 0.7 eV (PBE+ULR) and 0.4 eV445
(PBEsol+ULR), which is inconsistent with the aforementioned measurements. We notice446
however, that in principle the DFT is a ground state theory and the Kohn-Sham eigen-447
values have no strict physical meaning5,76,77. This would imply that the interpretation of448
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Table 8: The lattice parameters of uranium fluoride solids and α-uranium calculated usingdifferent methods and measured47,48. All length values are given in A and volumes are givenin A3.
UF6 α-UF5 β-UF5
a b c V a=b c V a=b c VPBE 10.62 9.53 5.58 565 6.93 4.53 217.8 11.56 5.40 721PBEsol 10.42 9.32 5.46 530 6.75 4.48 204.1 11.41 5.28 687BPBE 11.50 10.36 6.04 720 7.37 4.54 246.7 11.57 5.49 735modified PBE 12.16 10.92 6.41 852 8.37 4.67 326.9 18.36 6.70 2260PBE+U(3 eV) 10.74 9.69 5.67 590 6.95 4.57 220.5 11.64 5.43 736PBE+U(4.5 eV) 10.82 9.69 5.70 598 6.95 4.59 221.8 11.67 5.45 743PBE+U(6 eV) 10.82 9.75 5.70 602 6.96 4.61 223.0 11.72 5.45 749PBE+ULR 10.74 9.68 5.66 588 7.12 4.56 231.6 11.62 5.43 733PBEsol+U(3 eV) 10.59 9.51 5.57 561 6.85 4.52 212.1 11.51 5.31 703PBEsol+U(4.5 eV) 10.60 9.52 5.58 563 6.78 4.53 208.6 11.55 5.33 711PBEsol+U(6 eV) 10.62 9.53 5.58 565 6.79 4.56 210.0 11.61 5.33 718PBEsol+ULR 10.55 9.45 5.53 551 6.77 4.51 206.5 11.49 5.30 700exp. 9.90 8.96 5.21 462 6.52 4.47 189.9 11.46 5.20 682
UF4 UF3 α-Ua b c V a=b c V a b c V
PBE 12.88 10.85 8.43 950 7.18 7.42 331 2.73 5.82 4.92 78.1PBEsol 12.72 10.74 8.32 916 7.05 7.30 314 2.68 5.69 4.86 74.3BPBE 12.90 10.86 8.43 953 7.20 7.39 332 2.72 5.82 4.93 78.2modified PBE 14.90 11.53 11.19 1554 7.49 7.58 369 2.76 5.89 4.97 80.8PBE+U(3 eV) 13.02 10.95 8.51 979 7.27 7.48 343 3.76 6.22 6.05 141.3PBE+U(4.5 eV) 13.08 11.00 8.54 993 7.33 7.50 349 3.82 6.37 6.18 150.6PBE+U(6 eV) 13.13 11.06 8.58 1008 7.38 7.55 356 3.86 6.47 6.28 156.9PBE+ULR 12.96 10.89 8.47 965 7.22 7.41 335 3.61 5.95 5.88 126.4PBEsol+U(3 eV) 12.87 10.83 8.41 946 7.16 7.37 327 3.65 5.96 5.93 128.8PBEsol+U(4.5 eV) 12.93 10.89 8.45 960 7.21 7.40 333 3.74 6.19 6.06 140.2PBEsol+U(6 eV) 12.98 10.95 8.49 974 7.24 7.43 338 3.77 6.34 6.17 147.2PBEsol+ULR 12.80 10.78 8.38 930 7.09 7.31 318 3.47 5.52 5.77 110.5exp. 12.73 10.75 8.43 929 7.18 7.35 328 2.84 5.87 4.94 82.1
the Kohn-Sham band gap as the fundamental band gap, although performed on the regular449
basis, is also not well justified. In fact, Perdew and Levy 76 and Perdew 77 have shown that450
due to the discontinuity in the derivative of the exchange-correlation energy, even having451
the exact ground state density and the exact Kohn-Sham potential, the Kohn-Sham band452
gap is still expected to be underestimated. From this point of view the underestimation of453
the band gap by a DFT-based method can not be seen as a flaw. On the other hand, from454
the construction of the Hubbard energy functional it is expected that the DFT+U method455
with the correct Hubbard U parameter should result in the discontinuity in the derivative of456
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Table 9: The lattice parameters of uranium chloride solids calculated using different methodsand measured47,48. All length values are given in A and volumes are given in A3.
UCl6 UCl4 UCl3a=b c V a=b c V a=b c V
PBE 11.76 6.46 774 8.36 7.76 543 7.55 4.28 210.6PBEsol 11.25 6.13 672 8.23 7.47 506 7.37 4.14 194.8BPBE 13.89 7.81 1305 8.36 7.87 551 7.57 4.27 212.1modified PBE 15.33 8.50 1729 11.21 15.28 1918 11.76 3.91 445.9PBE+U(3 eV) 11.76 6.46 775 8.44 7.82 558 7.61 4.39 220.1PBE+U(4.5 eV) 11.78 6.45 774 8.49 7.90 569 7.66 4.42 224.3PBE+U(6 eV) 11.78 6.45 775 8.54 7.88 574 7.68 4.44 227.4PBE+ULR 11.76 6.46 774 8.40 7.87 556 4.56 4.32 213.6PBEsol+U(3 eV) 11.25 6.15 673 8.33 7.56 524 7.42 4.35 207.0PBEsol+U(4.5 eV) 11.24 6.15 674 8.37 7.57 531 7.47 4.35 211.1PBEsol+U(6 eV) 11.24 6.19 677 8.42 7.58 538 7.52 4.37 214.3PBEsol+ULR 11.28 6.14 676 8.28 7.54 517 7.40 4.23 199.9exp. 10.95 6.02 625 8.30 7.49 515 7.44 4.32 207.5
the exchange-correlation energy and reproduce the fundamental band gap24. Thus we can457
not exclude the possibility that the linear response method underestimates the U values and458
therefore the band gaps of the considered materials. We notice that this is similar to the case459
of lanthanide-oxides, for which the DFT+ULR underestimates the band gaps by ∼ 1.7 eV75.460
At the same time Blanca-Romero et al. 75 found that the PBEsol+ULR method results in461
very good prediction of the structural parameters of these materials. Similarly here, the462
DFT+ULR method results in good prediction of the reaction enthalpies, also for solids which463
will be discussed in the next section. The problem of potential underestimation of the Hub-464
bard U parameters by the linear response method of Cococcioni and de Gironcoli 36 could be465
further addressed by computation of the Hubbard U parameter values with other method,466
such as cRPA71. We note however that such an investigation as well as the in-depth inves-467
tigation of the electronic structure of the investigated materials is well beyond the scope of468
this paper, which aims into benchmarking of the DFT+U method, and DFT+ULR approach469
in particular, for the thermochemical calculations. Such an analysis is also complicated due470
to lack of the experimental information on the band gaps of the most of the investigated471
materials. We also notice that the performance of DFT+U for the prediction of the band472
gaps and the electronic densities of states was already a subject of many previous studies473
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Table 10: The lattice parameters of uranium oxide solids calculated using different methodsand measured47,48. All length values are given in A and volumes are given in A3.
UO2 U3O8 α-UO3
a=b=c V a b c V a b c VPBE 5.37 154.8 7.02 11.58 4.16 338 3.74 7.15 4.12 110.2PBEsol 5.30 149.0 6.77 11.69 4.12 326 3.73 7.00 4.09 106.7BPBE 5.41 158.6 7.02 11.58 4.16 338 3.74 7.15 4.12 110.2modified PBE 5.49 165.4 7.28 11.62 4.20 355 3.44 10.77 4.18 174.7PBE+U(3 eV) 5.54 170.0 7.23 11.53 4.17 347 3.41 9.96 4.17 141.6PBE+U(4.5 eV) 5.58 173.1 7.28 11.55 4.18 351 3.42 9.97 4.18 142.2PBE+U(6 eV) 5.62 176.4 7.34 11.57 4.19 355 3.42 10.34 4.19 148.4PBE+ULR 5.52 167.7 7.20 11.52 4.17 346 3.41 9.96 4.17 141.5PBEsol+U(3 eV) 5.48 164.3 7.14 11.43 4.14 338 3.71 7.14 4.10 108.7PBEsol+U(4.5 eV) 5.52 167.5 7.19 11.45 4.15 341 3.70 7.27 4.12 111.0PBEsol+U(6 eV) 5.55 170.7 7.25 11.48 4.15 345 3.74 7.29 4.14 113.0PBEsol+ULR 5.45 161.6 7.11 11.43 4.14 336 3.80 6.94 4.11 108.5exp. 5.47 163.5 6.70 11.95 4.14 332 3.96 6.86 4.17 113.2
(eg.25,26).474
Reaction Enthalpies475
We computed the enthalpies of nine reaction between the considered solids. All the reactions476
are provided in Table 12. We note that in the calculation of reaction enthalpies for the gas-477
phase species, F, O and Cl, we consider the energies of atoms, not the relevant molecules478
(i.e. for instance we use the energy of F atom, not 1/2 F2). The results are provided479
in Tables 13 and 14. The PBE and PBEsol functionals result in significant, systematic480
errors of 168 kJ/mol and 184 kJ/mol respectively. Similarly to the case of the enthalpies of481
reactions between the molecular compounds, the mixture of PBE and BPBE functionals and482
the modified PBE functional result in improvements over the PBE and PBEsol functionals,483
although the improvement is not that pronounced as for the molecules. On the other hand484
the DFT+U method, similarly to the case of reactions between the molecular compounds,485
significantly improves the reaction enthalpies and the best results are obtained with the486
DFT+ULR method. The M.A.E. is significantly reduced to 31 kJ/mol and 47 kJ/mol for487
PBE+ULR and PBEsol+ULR respectively, which is comparable to the error obtained for the488
enthalpies of reactions between the uranium-bearing molecules. In general, even the DFT+U489
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Table 11: The values of band gaps (in eV) for the uranium-bearing solids calculated withPBE+U and PBEsol+U method for different U values.
PBE+U PBEsol+USolids 3 eV 4.5 eV 6 eV ULR 3 eV 4.5 eV 6 eV ULR
UF6 3.5 3.7 3.9 3.5 3.6 3.8 4.0 3.6α-UF5 3.3 4.4 4.4 2.8 3.1 4.3 4.7 2.6β-UF5 1.8 2.5 2.3 1.5 1.7 2.4 2.8 1.3UF4 2.0 2.9 3.6 1.0 1.9 2.8 3.6 1.0UF3 2.6 3.5 4.1 1.0 2.4 3.1 3.8 0.9UCl6 2.0 1.9 1.8 2.0 2.1 2.0 1.8 2.0UCl4 1.4 1.5 1.5 1.1 1.5 1.6 1.6 0.9UCl3 2.3 3.3 4.0 1.0 2.2 2.9 3.6 0.5U3O8 2.1 2.4 2.4 1.8 1.8 2.5 2.5 1.2α-UO3 2.2 2.5 2.9 2.1 1.1 1.5 1.4 1.2UO2 1.2 2.0 2.6 0.7 1.1 1.9 2.5 0.4α-U 1.4 2.0 2.1 0.4 1.2 2.0 2.2 0.3
Table 12: List of the 9 considered reactions between the uranium-bearing solids.
(18) α-UF5 + F → UF6
(19) β-UF5 + F → UF6
(20) UF4 + F → α-UF5
(21) UF4 + F → β-UF5
(22) UF3 + F → UF4
(23) UO2 +O → α-UO3
(24) 3UO2 + 2O → U3O8
(25) UCl4 + 2Cl → UCl6(26) UCl3 + Cl → UCl4
method with fixed U value ranging from 3 eV to 6 eV substantially improves the prediction of490
DFT, and such calculations with U = 4.5 eV (the value that reproduces the band gap of UO2)491
give the best results. The results obtained for solids are thus in line with the conclusions492
reached from the studies of molecular compounds. The both benchmark calculations indicate493
that the DFT+U method could allow for meaningful, computer-aided simulations of actinide-494
bearing materials, including those relevant for nuclear waste management, and that very good495
results for the thermochemistry can be obtained, when Hubbard U parameter is derived ab496
initio for each considered molecular or solid structure.497
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Table 13: The reaction enthalpies computed with different DFT methods for the reactionsgiven in Table 12 and the respective experimental values47,48. Term PBEmodif indicates themodified PBE functional. The enthalpies are given in kJ mol−1.
PBE PBEsol BPBE PBEmodif PBE-BPBE corr. exp.(18) -324 -352 -327 -280 -341 -200±8(19) -363 -369 -378 -277 -439 -192±6(20) -407 -414 -403 -443 -385 -240±10(21) -368 -397 -352 -446 -288 -248±8(22) -554 -578 -541 -522 -488 -491±9(23) -490 -510 -439 -487 -236 -250±3(24) -1208 -1191 -1086 -1037 -598 -818±4(25) -490 -515 -492 -389 -499 -290±6(26) -310 -335 -278 -298 -148 -276±5
mean error -168 -184 -143 -131 -46M.A.E. 168 184 143 131 128 7
CONCLUSIONS498
In this paper we have shown that the DFT+U method can be successfully used in cal-499
culation of actinide-bearing materials. We confirmed previous finding of Shamov et al. 7500
that the standard DFT systematically overestimates the enthalpies of reactions between501
various uranium-bearing compounds by ∼100 kJ/mol. We were especially interested in test-502
ing the performance of DFT+U method with the Hubbard U parameter derived using the503
linear response method of Cococcioni and de Gironcoli 36 . We found that it significantly504
reduces the error of the enthalpies of reactions to ∼50 kJ/mol, which is at the level of MP2505
method7, and in general gives results that are consistent with the all-electrons hybrid func-506
tional (PBE0) calculations proposed as the best method for computation of actnide-bearing507
materials7. Comparing with DFT, the DFT+ULR method gives better prediction for the508
enthalpies of all the considered reactions. It also improves the description of structures of509
uranium-oxides. The derived Hubbard U parameters are consistent with the values obtained510
experimentally34,35, but are smaller (by ∼ 2 eV) than the value of 4.5 eV used in most of the511
previous calculations and obtained from the spectroscopic measurements of UO232,33. We512
also found that the value of Hubbard U parameter decreases with decrease of the oxidation513
state of uranium.514
Our results thus suggest that, because of serious limitation in applicability of the computationally-515
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Table 14: The reaction enthalpies computed with the DFT+U method for the reactionsgiven in Table 12 and the respective experimental values47,48. Columns represent resultsobtained with the fixed values of U and with U = ULR. The enthalpies are given in kJmol−1.
PBE PBEsol exp.reaction 3 eV 4.5 eV 6 eV ULR 3 eV 4.5 eV 6 eV ULR
(18) -256 -219 -186 -201 -284 -248 -211 -241 -200±8(19) -295 -257 -217 -241 -305 -268 -229 -262 -192±6(20) -302 -246 -184 -275 -319 -263 -206 -281 -240±10(21) -263 -208 -153 -235 -298 -242 -188 -260 -248±8(22) -471 -432 -399 -491 -491 -455 -423 -518 -491±9(23) -369 -282 -207 -333 -392 -306 -221 -362 -250±3(24) -898 -702 -503 -839 -964 -773 -578 -921 -818±4(25) -317 -229 -171 -266 -351 -264 -194 -297 -290±6(26) -223 -178 -159 -229 -281 -214 -164 -268 -276±5
mean error -43 28 92 -12 -76 -3 65 -45M.A.E. 59 55 97 31 76 41 77 47 7
expensive post Hartree-Fock methods such as CCSD(T) or the hybrid DFT functionals for516
investigation of chemically complex, actinide-bearing materials, the DFT+U method with517
the Hubbard U parameter derived by ab initio methods could be a good choice as a feasible518
method for computation of such materials.519
ACKNOWLEDGMENT520
Funded by the Excellence Initiative of the German federal and state governments and the521
Julich Aachen Research Alliance - High-Performance Computing. We thank the JARA-522
HPC awarding body for time on the RWTH computing cluster awarded through JARA-HPC523
Partition.524
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