A better understanding of the solution chemistry of the lanthanide (Ln) salts in water would have wide ranging implications in materials processing, waste management, element tracing, medicine and many more fields. This is particularly true for minerals processing, given governmental concerns about lanthanide security of supply and the drive to identify environmentally sustainable processing routes. Despite much effort, even in simple systems, the mechanisms and thermodynamics of LnIII association with small anions remain unclear. In the present study, molecular dynamics (MD), using a newly developed force field, provide new insights into LnCl3 (aq) solutions. The force field accurately reproduces the structure and dynamics of Nd3+ , Gd3+ and Er3+ in water when compared to calculations using density functional theory (DFT). Adaptive-bias MD simulations show that the mechanisms for ion pairing change from dissociative to associative exchange depending upon cation size. Thermodynamics of association reveal that whereas ion pairing is favourable, the equilibrium distribution of species at low concentration is dominated by weakly bound solvent-shared and solvent-separated ion pairs, rather than contact ion pairs, reconciling a number of contrasting observations of LnIII -Cl association in the literature. In addition, we show that the thermodynamic stabilities of a range of inner sphere and outer sphere LnCl x ( 3 - x ) + coordination complexes are comparable and that the kinetics of anion binding to cations may control solution speciation distributions beyond ion pairs. The techniques adopted in this work provide a framework with which to investigate more complex solution chemistries of cations in water.
A better understanding of the solution chemistry of the lanthanide (Ln) salts in water would have wide ranging implications in materials processing, waste management, element tracing, medicine and many more fields. This is particularly true for minerals processing, given governmental concerns about lanthanide security of supply and the drive to identify environmentally sustainable processing routes. Despite much effort, even in simple systems, the mechanisms and thermodynamics of LnIII association with small anions remain unclear. In the present study, molecular dynamics (MD), using a newly developed force field, provide new insights into LnCl3 (aq) solutions. The force field accurately reproduces the structure and dynamics of Nd3+ , Gd3+ and Er3+ in water when compared to calculations using density functional theory (DFT). Adaptive-bias MD simulations show that the mechanisms for ion pairing change from dissociative to associative exchange depending upon cation size. Thermodynamics of association reveal that whereas ion pairing is favourable, the equilibrium distribution of species at low concentration is dominated by weakly bound solvent-shared and solvent-separated ion pairs, rather than contact ion pairs, reconciling a number of contrasting observations of LnIII -Cl association in the literature. In addition, we show that the thermodynamic stabilities of a range of inner sphere and outer sphere LnCl x ( 3 - x ) + coordination complexes are comparable and that the kinetics of anion binding to cations may control solution speciation distributions beyond ion pairs. The techniques adopted in this work provide a framework with which to investigate more complex solution chemistries of cations in water.
Lanthanides (Ln), which form the majority of the rare‐earth elements, are used extensively in technological devices due to their magnetic, electronic and optical properties.1 Coordination complexes of the lanthanides are particularly important in display technologies2 and as contrast agents in medical imaging.3 Furthermore, there is growing interest in lanthanide complexes as agents in the treatment of cancer and in biology.4, 5 Given that the security of supply of the lanthanides is precarious,6, 7 significant efforts are being made to identify methods to efficiently extract, process and recycle them.8 Separating out different lanthanides is a particular challenge that is usually performed using solvent extraction methods that tend to be expensive, hazardous and environmentally damaging.9 Solvent‐based processing is also used extensively in nuclear‐waste management for lanthanide and actinide separation.10, 11, 12 For all of the above reasons, a robust understanding of the solution chemistry of the lanthanides is of great importance.In aqueous solutions, the lanthanides are principally found in the LnIII oxidation state. LnIII ionic radii decrease on moving across the series due to increasing nuclear charge, and this results in a concomitant decrease in the number of water molecules in their aquo complexes in solution, affecting their transport properties.13 It is widely accepted that the most likely water coordination number (CN) in the first shell for the light LnIII is nine, with complexes adopting a tricapped trigonal‐prism (TTP) geometry.14 The CN decreases to eight for heavy LnIII, for which square‐antiprism (SAP) complexes are usually observed. Although earlier experiments reported water CNs for LnIII in the middle of the series as eight15, 16 or nine,17 it is now widely accepted that the average CNs fall between these values.18, 19Water‐exchange rates between the first and second LnIII coordination spheres appear to increase across the series and reach a maximum around gadolinium before subsequently decreasing for the heavier lanthanides;14 however, experimental data for water exchange is incomplete for all LnIII. The mechanism for water exchange was proposed to be associative‐activated exchange for eight‐coordinate complexes and dissociative‐activated exchange for nine‐coordinate complexes.14, 20 Given that the relaxivity of water surrounding GdIII is extremely important for its use as a contrast agent in magnetic resonance imaging, there is particular interest in the water‐exchange rates and proton relaxation for solution complexes of this lanthanide.3, 21Exchange of the water molecules surrounding LnIII with anions may occur in common electrolyte solutions to form ion pairs, trimers, etc. Of particular interest is the formation of [LnCl(OH2)](3−, not simply because Cl− is a common anion in the laboratory, but also due to the high Cl− concentrations, c(Cl−), that are found in many natural deposits containing elevated levels of LnIII.22, 23 Stability constants, β, provide the activities of associated species relative to those of individual constituents; for example, for LnIII chloride coordination complexes,
(where x is an integer >0) indicate the dominant species associated with the following equilibria,For the formation of an ion trimer (x=(2),where a refers to the activities of species and β refers to a cumulative constant which may comprise multiple stepwise‐equilibrium constants.In the formation of the ion pair in which the ions are in direct contact (the contact ion pair (CIP)) from dissociated ions in solution, the system must first sample the solvent‐separated ion pair (SSIP) and the solvent‐shared ion pair (SShIP) states, in which one or two shared water shells separate the ions, respectively, as summarised in Figure 1. If K is the equilibrium constant for the stepwise formation of each type of ion pair (e.g., from the left to the right of the Scheme in Figure 1), then in theory,
, but in practice, this is only true if the energetic barriers between states can be overcome on the timescales of the experiment (i.e., the system achieves a true equilibrium).
Figure 1
Steps in the formation of a contact ion pair (CIP) from solvated “free” ions in solution. As the cation approaches the anion, solvent molecules surrounding ions are displaced to form the solvent separated ion pair (SSIP) and the solvent‐shared ion pair (SShIP) before the CIP in a series of stepwise equilibria. Generic cations, anions and solvent molecules are shown by the green, orange and blue circles, respectively.
Steps in the formation of a contact ion pair (CIP) from solvated “free” ions in solution. As the cation approaches the anion, solvent molecules surrounding ions are displaced to form the solvent separated ion pair (SSIP) and the solvent‐shared ion pair (SShIP) before the CIP in a series of stepwise equilibria. Generic cations, anions and solvent molecules are shown by the green, orange and blue circles, respectively.In a study by Gammons et al.,24 the stabilities and concentrations of NdCl species were determined indirectly by considering the solubility of AgCl in solutions with varying concentrations of Nd3+ and Cl− above 40 °C. Extrapolating from the formation constants at higher temperatures, they determined that log10(
) at T=25 °C was 0.06±0.5 and that no further association by Cl− is found at this temperature. Both
and
increased by several orders of magnitude above 50 °C. Also, by indirect measurement of solution species, Luo and Byrne25 found little variation in
across the lanthanide series. The mean log10(
) was 0.65±0.05 at T=25 °C by extrapolating to infinite dilution.In line with the conclusions from earlier work by Mundy and Spedding,26 Allen et al.,27 using extended X‐ray absorption fine‐structure (EXAFS) spectroscopy, determined that outer‐sphere LnIII chloride complexes are formed at low c(Cl−). When c(Cl−) exceeded about 10 mol dm−3, inner‐sphere complexes with average coordination 2.1 (La) to 1.1 (Eu) were observed. The decreasing coordination at constant ionic strength, I, suggests that the stability of chloride complexes decreases across the series. This is also consistent with the earlier data of Martell and Smith28 in which log10(
) was reported to be 0.48–0.23 for La–Lu (where I=0.1 mol dm−3 and T=25 °C). The Lawrence Livermore National Laboratory thermodynamic database29 provides log10(
)=0.3086, log10(
)=0.0308 and log10(
)=−0.3203 for the association of free chlorides to Nd.In a recent study combining X‐ray and neutron scattering and EXAFS, Díaz‐Moreno et al.30 found that at 1 mol kg−1 molalities, b(LaCl3), [LaCl(OH2)8]2+ is the most stable species in solution. Using Raman spectroscopy, Rudolph and Irmer31 found no stable lanthanum chloride complexes below 0.01 mol dm−3
c(LaCl3). Increasing c(Cl−) to >0.2 mol dm−3 led to [LaCl(OH2)8]2+ and [LaCl2(OH2)7]+. Analysis at 0.5 mol kg−1 using high‐energy X‐ray scattering indicated that both inner‐ and outer‐sphere erbium chloride complexes can form in solution.32 Using the formation constants reported by Fernández‐Ramírez et al. (log10(
)=0.38, log10 (
)=0.014) and comparing different models for association, Soderholm et al.32 proposed that on binding, chloride adds to the waters in the first Er shell, that is, forming an inner‐sphere coordination complex.Given the discrepancies between different experiments, it is reasonable to assume that ion pairing is controlled by kinetic factors, potentially linked to water removal around the cation. It is difficult to directly compare the relative stabilities of different LnCl species in experiments due to the changes in water activities associated with what are often large changes in I. Furthermore, the methods used to estimate formation constants are inconsistent across the experimental set. Simulations at the atomic level offer an invaluable alternative approach and have made significant advances in our understanding of Ln3+(aq) over the previous three decades. We note though that even here there are significant challenges associated with comparing experimental measurements, such as equilibrium constants, to calculated values from simulations. A number of computational studies of ion pairing have made progress in dealing with this challenge.33, 34, 35Early classical molecular dynamics (MD) simulations by Meier et al.36 showed that CN in the first LaIII coordination shell was concentration dependent (water CN and chloride CN decrease and increase, respectively, with increasing c(Cl−)), but their values of average coordination are now known to be too large. Kowall et al.20, 37 improved on this by including some polarisability in their water model which was suggested to be important to accurately capture water‐exchange dynamics. Floris and Tani38 developed potentials based on ab initio calculations and found the capped square antiprism (CSQA) as an alternative structure to a TTP for LnIII nona‐aquo complexes. Significant understanding of Ln3+(aq) structure and dynamics has been provided by Duvail et al., particularly when simulations were combined with spectroscopic experiments.18, 39 They included explicit polarisability of water which was claimed to be crucial for the accurate prediction of the structure and dynamics of the first Ln coordination sphere.40, 41 Furthermore, simulations with chloride, perchlorate and nitrate allowed the authors to quantify the affinity for anion association to LnIII by potential of mean force (PMF) calculations.42Villa et al.43 developed a flexible, polarisable force field for LnIII in water based on ab initio calculations. Reasonable agreement with experiments was found in the structure and dynamics of LnIII aquo complexes. To achieve water‐exchange rates comparable with experiment, however, required reducing the polarisability from that calculated using ab initio measurements. Modelling explicit polarisability is thought to be necessary to accurately capture ion solvation energies.44, 45 Terrier et al.,46 using density functional theory (DFT), showed that the polarisation of water in the first LaIII shell led to a +0.5 D shift in the dipole moment of water molecules compared with those in the bulk. A recent ab initio study47 shows that this polarisation is dominated by charge–dipole interactions for metal ions in water and that isotropic polarisability is capable of accurately modelling these systems. Migliorati et al.48, 49 have recently published pairwise intermolecular‐potential parameters for all LnIII with water. Based on X‐ray spectroscopy data, with a non‐polarisable force field and rigid water, the models were able to accurately reproduce the structural properties of LnIII aquo complexes. Qiao et al.50 also developed a non‐polarisable force field based on CHARMM and compared it to the polarisable force field of Marjolin et al.45 The solvation energies for the non‐polarisable model were found to be as accurate as those calculated with explicit polarisation included, suggesting that polarisability is not crucial for a good quality model.Despite the previous work investigating LnIII aqueous solutions, inconsistencies remain in our understanding of these systems, particularly with regard to cation speciation. The mechanisms by which ions associate in solution remain uncertain and the thermodynamic stabilities of coordination complexes are unclear. In the present study, MD simulations have been adopted to explore the structure and stability of [LnCl(OH2)](3− in aqueous solutions. Nd, Gd and Er have been simulated in chloride solutions over a range of concentrations using both density functional theory (DFT‐MD) and classical empirical potential MD (C‐MD) methods. These calculations show that the effect of ion size controls both the structure and association mechanisms of coordination complexes in solution.
Methods
We have parameterised a number of interatomic potential‐energy functions to simulate LnIII in aqueous solutions. The force‐field details are provided in Table 1. Both DFT‐MD and C‐MD have been adopted in this study, with the DFT‐MD simulations and experimental data being used to benchmark the C‐MD calculations.
Table 1
Force‐field parameters adopted in C‐MD simulations.
Atomic species and charges
Nd
+3e
Gd
+3e
Er
+3e
Cl
−1e
O
−0.82e
H
+0.41e
Bond potential energies: kb2r-r02
kb [kJ mol−1 Å−2]
r0 [Å]
O−H
4431.57
1.012
Bond‐angle potential energies: ka2θ-θ02
ka [kJ mol−1 rad−2]
θ0 [deg]
H‐O‐H
317.568
113.24
Lennard–Jones potential energies:4ϵσr12-σr6
ϵ [kJ mol−1]
σ [Å]
O O
0.65
3.165
O Cl
2.184
3.51
Buckingham potential energies: A·exp-rρ
A [kJ mol−1]
ρ [Å]
Nd O
58999.379
0.37
Nd Cl
193646
0.369
Gd O
58662.706
0.3551
Gd Cl
149981
0.366
Er O
58759.2
0.3477
Er Cl
143644
0.36
Cl Cl
822058.8
0.3
Force‐field parameters adopted in C‐MD simulations.
System Preparation
Simulations were performed for one LnIII in 5550, 555 and 111 water molecules (b(Ln)=0.01, 0.1 and 0.5 mol kg−1). The number of Cl− ions was varied from zero to three depending on the particular study.Unless otherwise stated, simulations were performed at a constant mass density and 298 K with cubic cells and 3D periodicity. The mass densities of solutions were set according to the empirical equation defined by Spedding et al.,51In the above equation, d and m are the target mass density and concentration of the solution, whereas d
0 is the mass density of water and A are a series of density parameters fitted to experimental data that can be found in Ref. 51 and in Table S1 in the Supporting Information. We checked the validity of these densities in simulations at constant temperature and pressure.To calculate the structural properties of LnIII complexes in water, MD was performed for approximately 14–17.5 ps and 5 ns at b(Ln3+)=0.5 and 0.01 mol kg−1 in DFT‐MD and C‐MD, respectively. Simulations were performed with three additional Cl− ions in aqueous solution at b(Cl−)=1.5 (DFT‐MD) and 0.03 mol kg−1 (C‐MD) as well as in pure water. Water molecules in the first LnIII coordination shells were assigned using a distance criterion, in which the cutoff for Ln−O was 3.5 Å, as informed by respective time‐averaged radial‐distribution functions (RDFs). We chose to initiate C‐MD simulations with either eight (Gd and Er) or nine (Nd) water molecules in the first shell and the simulations were allowed to equilibrate over 2 ns. In the case of the DFT‐MD calculations, the first Ln3+ shell was set to both eight and nine water molecules in different simulations for Nd and Gd, (to ensure our sampling was not restricted by the short trajectories of DFT‐MD as the water‐exchange time is of the order of the total DFT‐MD simulation time)14 and eight water molecules for Er.Dipole moments from DFT‐MD were calculated using the maximally localised Wannier function (MLWF) formalism52 which provides a picture of the electron distribution around atoms.53 This formalism was applied to configurations that were extracted every 10 fs from DFT‐MD simulations. Thus, a minimum of 100 configurations were analysed for each study of LnIII complexes in water.Umbrella Sampling (US)54 was applied to measure the free‐energy change for the reversible binding of Cl− with Ln3+ (that is, Eq. (1) with x=1) using the Plumed plugin55 in C‐MD simulations at b(Ln3+)=0.01 mol kg−1. In order to achieve a high level of accuracy for the energy barriers between states and to gain mechanistic insight into ion association, we sampled a two‐dimensional reaction coordinate as defined by two collective variables (CVs). Harmonic‐potential energy biases were imposed to restrain the distance between Ln3+ and one Cl− ion in the range 2.5–16 Å at either 0.25 or 0.5 Å intervals. Two additional chloride ions were restrained beyond two water shells away from Ln3+ (approx. 10 and 15 Å separation). In addition, the wateroxygen (Ow) coordination number in the first Ln shell, as defined by the continuous function,was restrained between values of 6.5 and 9.5 at intervals of approximately 0.5. In Equation (4), N is the number of wateroxygens in the simulation and r are the Ln−O distances. The remaining parameters are set such that the function smoothly goes from one to zero within the bounds of the first and second Ln solvation shells (for more details see the Supporting Information, Figure S1 and Table S2). Windows were added or removed depending on the system under investigation; probability distributions in the 2D reaction coordinate were monitored to ensure good overlap between CV distributions in adjacent US windows in the sampled space. See Table S3 for example US restraint parameters in the case of Gd−Cl and Figure S2 for CV probability distributions in Supporting Information. Approximately 200 US windows were simulated, each for 1 ns. Weighted histogram analysis56 was subsequently used to generate potential of mean force (PMF), W, energy maps.Metadynamics57 calculations were performed to measure free‐energy differences between [LnCl](3− species where x=0–3 and b(Ln3+)=0.1 mol kg−1 using C‐MD. A three‐dimensional reaction coordinate was adopted, in which the three sampled CVs were S
Ln−Ow for O (of water) and S
Ln−Cl1 for Cl coordination number in the first Ln shell, respectively, and also S
Ln−Cl2 for Cl coordination number in the first and second Ln shells combined. Coordination of Ln by chloride was defined as in Equation (4) and the parameters for each CV can be found in the Supporting Information in Table S2. Three metadynamics calculations for each Ln system were initiated from different starting configurations, one for each of x=0, 1 and 2. Gaussian‐shaped bias potentials were deposited every 1000 steps with a height of 0.5 kJ mol−1. The width of Gaussians in the CVs for chloride coordination was 0.015, whereas for Ln–water coordination, this was 0.033. Simulations were performed for approximately 100 ns and the resulting free‐energy surfaces were generated by summing all of the deposited time‐dependent bias. Changes in free energies were then calculated as the average difference in the free energies between the same regions of CV space from three independent calculations with associated standard deviations.
DFT‐MD computational details
Simulations were performed using the Vienna Ab initio Simulation Package (VASP),58, 59 employing the projector augmented‐wave method.60, 61 Pseudo‐potentials were generated using valence configurations of 5s2 5p6 5d10 6s2 for Nd, Gd and Er (with f electrons kept frozen in the core), 3s2 3p5 for Cl, 2s2 2p4 for O and 1s1 for H. Scalar relativistic effects were accounted for, but spin‐orbit coupling was neglected. Simulations were run at T=341 K using the optB8862, 63 van der Waals density functional.64, 65, 66 Previous studies have identified this temperature as the most appropriate for DFT‐MD simulations of liquid water (the enhanced temperature compensates for over‐structuring of the water by the functional and gives a good description of the liquid water structure and self‐diffusion coefficient at ambient conditions)67 and is the best choice for simulations of large systems.68, 69 The kinetic‐energy cut‐off for the plane‐wave expansion was 600 eV and Brillouinzone sampling was restricted to the Γ‐point. The break condition for the electronic self‐consistent loop was set to 10−5 eV. Molecular dynamics simulations were performed using a time‐step of 0.5 fs, making use of the Nóse‐Hoover thermostat.70, 71 The atomic mass of hydrogen was set to 2 amu. which allows us to use a longer time step.
C‐MD computational details
The SPC/Fw flexible three‐point water model72 was adopted because this has been shown to perform well in simulations of metal ions in water73, 74 as well as accurately capturing liquid‐water self‐diffusion coefficients and dielectric properties. The mass density of SPC/Fw at 298 K and 1 atm is 1012 kg m−3, therefore d
0 in Equation (3) was set to this value. The Ln3+−O (water) intermolecular potential parameters were calculated by first optimising crystal structures of Nd2O3,75 Gd2O3
76 and Er2O3
77 in the GULP simulation package78 using the force field developed by Lewis and Catlow.79 Given that no Er3+−O2− interatomic potential is included in the original force field, we generated Buckingham potential‐energy A and ρ parameters by interpolation from the parameters available for other Ln3+−O2− interactions. The method of Schröder et al.80 was then used to fit the interaction potential between Ln and O. This involved scaling the Ln and O charges (q
Ln=2.013 e, q
O=−1.354 e), according to the charge on O in the SPC/Fw model, before optimising the Buckingham potential parameters (see Table 1) to reproduce the crystal structure with these new charges. The procedure ensures that the Pauli repulsion modelled between atoms in the solution phase is at least consistent with that for the crystalline phase.To model the Ln–Cl intermolecular interactions, NdCl3, GdCl3 and ErCl3 crystal structures from experiments81, 82 were used to fit Buckingham A and ρ parameters while retaining the crystal symmetry. Crystal geometries were allowed to relax during the fitting except in the case of ErCl3 for which geometries were fixed because relaxation led to changes in the Er–Cl coordination environment (although the total coordination number remained constant). It is known that ErCl3 is unstable due to its highly hygroscopic nature, and so there is limited knowledge on the most stable crystal structure. Ln−Cl distances were monitored to ensure that the mean first coordination‐shell distances in the final structure were within 0.1 Å of the starting structure. Using this approach, it is possible to generate a spectrum of A and ρ pairs. Linear fitting of ρ versus A provides a function with which to calculate the intermolecular energies for all A and ρ parameters that conserve the first shell Ln−Cl coordination distances. We chose A and ρ based on the maximum potential energies in the short‐range Buckingham potential at the mean Ln−Cl distance following a number of tests. Although this choice does provide an upper bound to the interaction energies, changes in Buckingham energies were within thermal energy at 298 K when comparing the upper and lower bounds of the identified parameter set from crystal‐structure fitting.Simulations were performed using the DL_POLY Classic package.83 Atom trajectories were obtained using a Verlet Leapfrog algorithm with a 0.5 fs timestep. A five‐chain Nosé–Hoover thermostat84 with a 0.1 ps relaxation time was employed to maintain the target temperature at a constant volume. US calculations were performed with one Ln3+, three Cl− and 5550 H2O (i.e., b(Ln3+)=0.01 mol kg−1), whereas metadynamics were conducted with one Ln3+, three Cl− and 555 H2O (i.e., b(Ln3+)=0.1 mol kg−1) and the cubic‐simulation cell parameters were set according to the target density [see Eq. (3)]. To measure solvation enthalpies, simulations containing one Ln3+ and 5550 H2O at constant temperature and pressure were performed. Here, temperature and pressure were constrained using a Nosé–Hoover thermostat and barostat with 0.1 ps and 1.0 ps relaxation times, respectively. Short‐range intermolecular interactions were truncated at a distance of 9 Å and a smooth particle mesh Ewald85 algorithm with 10−7 precision was used to calculate electrostatic potential energies. In systems with a net charge, a neutralising uniform background charge was applied using the correction of Fuchs.86
Results and Discussion
LnIII aquo‐complex properties
Here we describe the results from C‐MD and DFT‐ MD simulations with Ln3+ and 3 Cl− ions in aqueous solution. Figure 2 highlights the very good agreement in the Ln−O RDFs between the two types of simulation. The DFT‐MD RDF peaks tend to be narrower than the corresponding C‐MD ones, which can be explained by stronger LnIII−O interactions and/or by the shorter duration of the simulation runs. Indeed, water‐molecule exchanges between the first and second LnIII coordination shells are observed less frequently in DFT‐MD calculations due to the timescale of these processes being at least on the order of the simulation times.14
Figure 2
LnIII–O coordination. Left shows radial distribution functions (RDFs; solid lines) for LnIII–O where Ln is Nd, Gd or Er as indicated by labels. The integrals of RDFs (dashed lines) are also provided which indicate coordination number (CN) as a function of distance from Ln. Black lines are time averages from 12 ps DFT‐MD and blue lines are from 2.5 ns C‐MD. The probabilities for different CN values in the first shell (as defined by a 3.5 Å cutoff) are provided in the bar plots on the right.
LnIII–O coordination. Left shows radial distribution functions (RDFs; solid lines) for LnIII–O where Ln is Nd, Gd or Er as indicated by labels. The integrals of RDFs (dashed lines) are also provided which indicate coordination number (CN) as a function of distance from Ln. Black lines are time averages from 12 ps DFT‐MD and blue lines are from 2.5 ns C‐MD. The probabilities for different CN values in the first shell (as defined by a 3.5 Å cutoff) are provided in the bar plots on the right.The positions of the maxima in the first and second peaks of the Ln−O RDFs (d
Ln−O1 and d
Ln−O2) in Figure 2 are given in Table 2. The parameter d
Ln−O1 increased by approximately 10 % on moving from the heaviest to the lightest lanthanide. The RDF peaks for second‐shell water were shifted to slightly larger distances for Gd and Er. Peak positions and coordination numbers generally compare well with other theoretical and experimental studies (see Table 2). Consistent with earlier studies87, 88 we see little evidence for a third solvent shell.
Table 2
The main structural, dynamical and energetic features of LnIII in this work and other experimental and modelling studies. Ln–O distances in the first (d
Ln−O1) and second (d
Ln−O2) Ln coordination shells are given in units of Å. Average coordination‐number values were calculated by counting the number of water oxygens in the first (CN1) and second (CN2) hydration spheres where a distance criterion was used—informed by the positions of minima in RDFs. Water‐exchange rate constants between the first and second Ln coordination sphere, k
ex, are given in ns−1 units.
are in units of kJ mol−1 (see the discussion in the text regarding the recalculation of data from Ref. 95).
dLn−O1
CN1
dLn−O2
CN2
kex
Hsolv∘
NdIII
DFT‐MD[a]
2.52
9.0
4.74
15.5
C‐MD[a]
2.52
9.0
4.73
19.8
0.8–1.1
−3472
EXAFS18
2.53
9.0
MD41
2.48
9.0
4.63
19.2
0.67
MD48
2.52–2.53
8.8–8.9
XRS101
2.51
8.9
MD43
2.63
8.9
0.55–0.83
−3524
17O NMR14
≥0.5
MD44
−3429
Expt. recal.95
−3501
GdIII
DFT‐MD[a]
2.39
8.1
4.59
14.9
C‐MD[a]
2.38
8.7
4.61
17.8
3.7–5.4
−3416
EXAFS18
2.46
9.0
MD41
2.39–2.44
8.7–9.0
4.55–4.61
18.9–19.2
2.35–3.94
MD48
2.45–2.46
8.6–8.8
17O NMR14
0.83
MD102
2.44
8.6
4.65
18.1
2.69
MD43
2.55
8.4
1.61–1.81
−3659
MD44
−3617
Expt. recal.95
−3601
ErIII
DFT‐MD[a]
2.32
8.0
4.48
15.0
C‐MD[a]
2.34
8.4
4.53
17.4
4.3–5.6
−3962
EXAFS18
2.39
8.9
MD41
2.33
8.1
4.51
18.7
2.85
MD48
2.39
8.0–8.3
XRS103
2.37
8.2
17O NMR14
0.13
MD44
−3740
Expt. recal.95
−3726
[a] This work.
The main structural, dynamical and energetic features of LnIII in this work and other experimental and modelling studies. Ln–O distances in the first (d
Ln−O1) and second (d
Ln−O2) Ln coordination shells are given in units of Å. Average coordination‐number values were calculated by counting the number of wateroxygens in the first (CN1) and second (CN2) hydration spheres where a distance criterion was used—informed by the positions of minima in RDFs. Water‐exchange rate constants between the first and second Ln coordination sphere, k
ex, are given in ns−1 units.
are in units of kJ mol−1 (see the discussion in the text regarding the recalculation of data from Ref. 95).[a] This work.No inner‐sphere LnIII chloride complexes formed in solution. RDFs (see the Supporting Information, Figure S3) show that in all cases, the shortest Ln–Cl distances were beyond 4 Å. When chloride was restrained to the innermost LnIII coordination sphere, the cation–anion distance (Figure S1) was consistent between the DFT‐MD and C‐MD. In the second shell, Cl− was most likely to be found in the hydrogen coordination sphere surrounding LnIII. Very little change was seen in Ln–water RDFs or CN in the second LnIII shell when compared to simulations in pure water. The largest difference between the DFT‐MD and C‐MD is in the coordination distances of waterhydrogen to LnIII in the first shell. For example, in NdCl3(aq) simulations, the maximum in the first peak of Nd−H RDFs was at 3.13 and 3.24 Å in DFT‐MD and C‐MD, respectively. This is most likely due to the explicit polarisability in DFT leading to stronger water–Ln interactions and a different orientation of water molecules in the DFT‐MD compared with the C‐MD, as discussed in further detail later in the text. By the second coordination shell, RDFs for Ln−H show good agreement for both types of simulation.Average values for the water CN in the first and second LnIII coordination shells (CN1 and CN2) are provided in Table 2. CN1 varies linearly when modelled with the classical empirical potential. For the largest cation, there is close agreement between CN1 in all of the presented studies. The DFT‐MD CN1 for Gd appears to be too low when compared with C‐MD and other studies. Given the relatively long timescales for water exchange around Ln, DFT‐MD is unlikely to sample a representative range of equilibrium states for Ln coordination complexes in water. The value of CN1 for Er is not clear from the wider literature, and both the DFT‐MD and C‐MD values fall within the range reported. Figure 2 shows the probabilities for the number of water molecules in the first shell when the truncation distance for oxygen coordination was 3.5 Å. There is a 2 % probability of octa‐aquo complexes in the case of Nd and the coordination is dominated by nine water molecules. For Gd and Er, the octa‐ and nona‐aquo complexes are both observed with quite high probabilities. Larger deviations are found in both d
Ln−O2 and CN2 in this work and the wider literature. Given that the structuring of water in LnIII shells is greatly reduced beyond the first shell, it is likely that solution conditions will affect the average number of water molecules even at these distances.Figure S4 in the Supporting Information shows O‐Ln‐O angles and Ln‐O‐M angle probability distributions in which M is the bisector between the two water O−H bonds; hence, the Ln‐O‐M angle quantifies the relative tilt of water molecules surrounding the cation. Bimodal distributions are observed in both DFT‐MD and C‐MD for Nd, consistent with earlier work.41, 50, 88, 89 As discussed by Qiao et al.,50 the peaks centred around 70° and 135° represent either the TTP or the gyroelongated square‐antiprism (GySQAP) geometries with slight deformations. The TTP geometries dominated our simulations of nona‐aquo Nd complexes but we did find a smaller population of GySQAP complexes. Representations of these structures are shown in Figure 3.
Figure 3
Coordination geometries adopted by [Nd(OH2)9]3+ in aqueous solution. On the left is the tricapped trigonal prism (TTP) which significantly dominates over the gyroelongated square antiprism (GySQAP) on the right. Nd, O and H atoms are shows as blue, red and white spheres, respectively, whereas lines highlight connections between different atoms.
Coordination geometries adopted by [Nd(OH2)9]3+ in aqueous solution. On the left is the tricapped trigonal prism (TTP) which significantly dominates over the gyroelongated square antiprism (GySQAP) on the right. Nd, O and H atoms are shows as blue, red and white spheres, respectively, whereas lines highlight connections between different atoms.With decreasing lanthanide‐ion size, O‐Ln‐O peaks shift closer to the positions of peaks representing a SQAP geometry (75° and 142°). The shift was more pronounced in DFT‐MD simulations in the case of Gd, because the starting point here was an octa‐aquo complex with SQAP geometry. In addition to these shifts, a peak centred around 112° was found for the heavier LnIII in other simulations.41, 50 This was observed in our studies as a broadening of the second peak towards smaller angles and was most notable in C‐MD simulations of Er3+.The Ln‐O‐M angle distributions in Figure S4 (Supporting Information) show a high probability for angles close to 170° for all simulated lanthanides in C‐MD simulations. This indicates that the majority of water molecules in the first coordination sphere bind to LnIII in such a way to reduce any electrostatic repulsion with positively charged water‐hydrogen atoms. The probability was reduced in the case of DFT‐MD simulations. Although the maximum probability in Ln‐O‐M angles was again similar for all Ln and close to 170°, peaks were much broader with angles of ∼140° showing significant probability. A similar distribution was previously calculated by Terrier et al.46 for La3+ using Car–Parrinello MD simulations. Given that the first peak in Ln–H RDFs (see Figure S3 in the Supporting Information) was at shorter distances in DFT‐MD, it is sensible to conclude that water molecules in the first shell show some hydrogen‐bonding capacity with each other as well as with water molecules in the second shell, explaining the smaller value of CN2 by 10–20 % in DFT‐MD than in C‐MD.Given the above result, we compared the dipole moment of water molecules,
, in the first LnIII coordination spheres to those of all other water molecules beyond the second shell, that is, water in bulk solution. Figure S5 (Supporting Information) provides dipole‐moment probability distributions. The dipole moment for bulk SPC/Fw water is 2.4 D with a standard deviation of 0.16 D, smaller than that measured for bulk liquid water in experiments (2.9±0.6 D)90 and the value estimated by Car–Parrinello MD (3.0 D).91 Classical liquid‐water models often underestimate experimentally determined
measurements.92, 93
in DFT‐MD for bulk water was 3.1±0.3 D.distributions for water molecules in the first LnIII coordination shells in C‐MD were shifted to greater values than those found for bulk water (5–7 % from Nd to Er). The biggest increase was for the lanthanide with the highest charge density. The distributions in the second solvation spheres were close to those for bulk water. The trend in first‐shell water perturbation was also observed in DFT‐MD simulations. Here,
distributions were more perturbed than for the C‐MD calculations. Indeed, in the case of Nd, Gd and Er, shifts to greater mean values by approx. 0.37, 0.54 and 0.52 D, respectively, were found to be in agreement with the results from DFT simulations of La3+(aq).46 Water‐molecule exchange between the first and second LnIII coordination spheres was monitored throughout the C‐MD simulations. It was not possible to measure this with any reasonable accuracy from DFT‐MD, given the slow dynamics of the process. Any water‐oxygen atoms that were within 3.5 Å of LnIII were considered to be inside the first shell. By measuring the time that water molecules reside in the first shell after first entering (t) we generated water‐residence probability distributions, P(t). Exponentials of the form, P(t)=p(t
0)exp(−t/τ), were fitted to the data to estimate water mean residence times (τ). The exchange rate (k
ex) is obtained as the reciprocal of τ and these values are provided in Table 2. Given the inherent bias associated with defining coordination according to a finite distance criterion, we also measured residence times in which the truncation distance for oxygen coordination to LnIII was the maximum in the second peak of Ln−O RDFs (see Figure 2) to provide a liberal interpretation of first‐shell coordination. Only water‐molecule exchange events that persisted for at least 10 ps were considered in all our analyses.Exchange rates for NdIII compare reasonably well to those from other theoretical studies and from 17O nuclear magnetic resonance (NMR) experiments; however, for GdIII and ErIII, k
ex values are considerably larger than in experiments. It is worth noting the wide variation that is found in all of the calculated k
ex values in Table 2 and that MD data from other studies also predict more frequent water exchange between the first and second LnIII shells than experiments. As reported in Helm and Merbach,14 the general consensus from 17O NMR studies is that k increases from La, reaching a maximum for lanthanides in the middle of the series before subsequently decreasing. This is explained by the transition from predominantly nine to eight‐fold coordination that is observed in the middle of the series. We observe only increasing exchange rates across the lanthanides and so it may be either that simple models cannot capture the kinetics of water exchange fully or that we are seeing a reflection of uncertainty around the experimental values. Duvail et al. found that the mean residence time for water molecules surrounding Gd decreased relative to that of Nd, but for Er this was approximately the same as Gd.41 The number of exchange events (water molecules either leaving or entering the first solvation sphere) per nanosecond further reflects the lack of a maximum water‐exchange rate in the middle of the lanthanide series: approximately 20, 90 and 106 ns−1, for Nd, Gd and Er, respectively.The diffusion coefficients, D, for Nd, Gd and Er in SPC/Fw water were measured at 298 K and 1 atm at b=0.01 mol kg−1 using the Einstein relation: D=MSD/6t (where MSD is the mean squared displacement of atoms and t is time). D=4.87, 4.83 and 4.77×10−6 cm2 s−1 for Nd, Gd and Er, respectively, with an uncertainty of around 4 %. It is important to note that the self‐diffusion coefficient of SPC/Fw water was measured to be 2.35±0.08×10−6 cm2 s−1. The downward trend in D across the lanthanide series, though within statistical uncertainties here, and the order of D values are consistent with experimental and other theoretical predictions.19, 44The enthalpies of solvation were determined as
from simulations at 298 K and 1 atm for b(Ln3+)=0.01 mol kg−1. ΔH
water was calculated from a 5 ns simulation of 5550 SPC/Fw water molecules at standard temperature and pressure. ΔH
corr=ΔH
B+ΔH
cl+ΔH
comp provides corrections which are necessary to compare computed values to experimental data. The formulae for these corrections are provided by Kastenholz and Hünenberger in Ref. 94. ΔH
B=−319.5 kJ mol−1 and accounts for errors in solvent polarisation from the use of finite systems with periodic boundaries. ΔH
C1=−225.8 kJ mol−1 arises due to errors associated with the scheme used to calculate the electrostatic potential. Finally, ΔH
comp=−2.3 kJ mol−1 is the compression work associated with solvation.values from C‐MD simulations are provided in Table 2. The experimental values in Table 2 have been recalculated given that the value used in the original work by Marcus95 for the hydration enthalpy of a proton (−1094 kJ mol−1) has more recently been reassessed96 as −1150 kJ mol−1. For all cations, the simulations compare reasonably well to the experiments.95
values as predicted by Marcus for Ln3+ show a near linear decrease as a function of atomic number. In our work, we find that
is less negative in energy than
, but the general trend is for more negative
across the lanthanide series. We also note that the uncertainties in our data are as high as 20 % of the mean values.The deviations from experiment in the calculated
here for Nd, Gd and Er are around 1, 5 and 5 %, respectively. The magnitude of the deviations are not unreasonable when compared to models which contain explicit polarisability. The force field of Martelli et al.44 appears to perform very well across the lanthanide series with changes <100 kJ mol−1 when compared with the values of Marcus.95 Thermodynamic corrections to
were made but these are not explicitly given by the authors.
was calculated for Nd and Gd (see Table 2) by Villa et al.43 Although their data appear to match well to the experimental values, they applied a +211 kJ mol−1 correction to
to account for ions crossing an interface from the gas phase to the liquid phase. However, Marcus95 states that the absolute values provided by the experimental modelling neglect this effect to properly compare stoichiometric quantities to thermodynamic observables. When this correction is removed from
, the deviation in the model by Villa et al. from the recalculated experimental values in Table 2 is up to 7 % (9 % when the original hydration enthalpy for a proton is used).The C‐MD results demonstrate good agreement for our force field with experimental and other theoretical results. Given that our approach to the force‐field fitting has been systematic, and therefore is easily repeatable for other Ln cations, this procedure provides a robust and consistent tool for exploring these systems.
Ion association
We performed two‐dimensional US calculations to understand chloride association to LnIII. Here, we restrained both the Ln–Cl distance and the number of water molecules in the first Ln coordination shell as defined by S
Ln−O in Equation (4). This was necessary given the slow dynamics of water exchange around the trivalent cations. Simulations were performed at b(LnCl3)=0.01 mol kg−1 in C‐MD. Two additional Cl− were restrained beyond the second shell of Ln3+ to ensure that only single association by Cl− was sampled. The force constants for the additional harmonic restraints were relatively small (k=10–20 kJ mol−1). Tests showed that the additional restraints did not significantly influence the relative changes in free energies between different states in the equilibrium under investigation.PMFs (W) are provided in Figure 4 which indicate that all LnCl2+ CIPs were the most stable species in solution. [Nd(OH2)9]3+ is thermodynamically stable when Cl− is beyond the second Nd3+ coordination sphere, in line with unbiased MD calculations. An energy barrier slightly above thermal energy, k
B
N
A
T (k
B
N
A
T≈2.478 kJ mol−1, where k
B is the Boltzmann constant, N
A is the Avogadro constant and T=298 K), is required for Cl− to enter the second Nd3+ shell and form a SShIP, see Figure 4 point Ⓑ, from a SSIP, Ⓐ. The mean Nd–Cl distance was 5.3 Å and the TTP coordination geometry was maintained.
Figure 4
Potential of mean‐force (W) maps for the equilibrium given by Equation (1) (where x=1) for Nd, Gd and Er. The distance between Ln and Cl and the coordination of Ln with water oxygen in the first shell as a continuous function, S
Ln−O, were restrained in C‐MD Umbrella Sampling simulations. Energies are given by the colour scale on the right and contour lines show changes by 1 k
B
N
A
T. Letters label features referred to in the main text.
Relative free energies, ΔA, for the equilibrium given by Equation (1) (where x=1) for Nd, Gd and Er. The Coulombic particle–particle interaction energies, U
C, for +3e and −1e ions in a continuum with a permittivity equal to that of bulk SPC/Fw water are also plotted. Curves were shifted such that all energies at the furthest Ln–Cl separation distances were set to zero. Vertical dashed lines show limits of integration for Nd in the calculation of equilibrium constants (see main text). Labels indicate the species associated with low energy states in different regions of Ln–Cl distance.
Relative free energies, ΔA, for the equilibrium given by Equation (1) (where x=1) for Nd, Gd and Er. The Coulombic particle–particle interaction energies, U
C, for +3e and −1e ions in a continuum with a permittivity equal to that of bulk SPC/Fw water are also plotted. Curves were shifted such that all energies at the furthest Ln–Cl separation distances were set to zero. Vertical dashed lines show limits of integration for Nd in the calculation of equilibrium constants (see main text). Labels indicate the species associated with low energy states in different regions of Ln–Cl distance.The effect of discrete molecular interactions during ion association is evident in the sequence of barriers that must be overcome on moving from free ions to the CIP. Minima for the SSIP, SShIP and CIP associates can be seen on decreasing Ln–Cl distance in Figure 5, separated by activation barriers which are due to solvation spheres around the cation. Only the barrier for CIP formation is substantial (up to around 15 kJ mol−1 for CIP formation from the SShIP); activation energies in the formation of SSIPs and SShIPs are within 2 k
B
N
A
T. Given the small energy barriers and favourable free energies of formation, a relatively large population of SSIPs and SShIPs would be expected. There is a noticeable difference in the shape of the activation barrier to forming CIPs for Nd when compared with Gd and Er which is due to the different mechanisms for ion association. The energy levels for all LnIII ion pairs are very similar. Table 3 provides the change in relative free energies from free ions to CIPs. Given that there is an uncertainty of at least k
B
N
A
T in the measurement of free energy changes, it is not possible to identify a cation as forming more stable ion pairs but the trend shows more favourable binding of Cl− to the lighter lanthanides which has been suggested elsewhere.28 The activation energies for CIP formation from SShIPs follows Nd≈Er>Gd, which is consistent with the idea that the frequency of water interchange between the first and second cation coordination spheres reaches a maximum in the middle of the lanthanide series.
Table 3
Free‐energy changes, ΔA, and stability constants, K
a, to forming lanthanide‐chloride ion pairs from dispersed ions in solution and contact ion pairs from solvent‐shared ion pairs (K
CIP; see text for details). Statistical uncertainties of around 0.2 kJ mol−1 apply to energy changes, but uncertainties of at least k
B
N
A
T=2.478 kJ mol−1 apply to the data.
ΔA
log10(Ka)
log10(KCIP)
Nd
−12.88
1.259
0.178
Gd
−12.77
1.198
0.092
Er
−11.91
1.188
0.024
Free‐energy changes, ΔA, and stability constants, K
a, to forming lanthanide‐chloride ion pairs from dispersed ions in solution and contact ion pairs from solvent‐shared ion pairs (K
CIP; see text for details). Statistical uncertainties of around 0.2 kJ mol−1 apply to energy changes, but uncertainties of at least k
B
N
A
T=2.478 kJ mol−1 apply to the data.Stability constants for ion pairing can be calculated from changes in free energies between the paired state and dispersed ions in solution. The pair correlation‐function treatment (see the discussion in the Supporting Information and Ref. 33 for derivation) has been adopted to calculate stability constants from the energy profiles in Figure 5. In the case of Ln–Cl ion pairing, the stability constant is an equilibrium constant of the form,where γ, γ
+ and γ
− are the activity coefficients for ion pairs, cations and anions, respectively, α is the fraction of associated ion pairs and c is concentration. Given that α essentially represents a ratio of number densities, we can measure this through an integration of the free energy profiles in Figure 5. Furthermore—given the nature of the calculation—we can assume that the model represents ion association at infinite dilution; hence, activity coefficients are one throughout and (1−α)=0 within the limits of ion association.In the above equation, the exponential term is the RDF and r
0 and r are the limits over which ions are considered to be associated. Here, we have used the features of the free‐energy profiles to guide the choice of integration limits. r
0 was the minimum in the free‐energy curves, whereas r was the distance at which ΔA deviated from zero and this was approximately 15 Å for all systems. Our approach ensures a consistent, empirical comparison between the three systems under investigation.Because the adopted formalism is only true for systems in which ion activities equal concentrations, the resulting equilibrium constants may differ from estimates which include non‐ideal factors. We have, therefore, calculated K values using activity coefficients based on Debye–Hückel theory which can be found in the Supporting Information. However, given the semi‐empirical nature of the theory, we focus our results here on measurements that assume nothing about the deviation from ideal behaviour that occurs in solutions at finite concentrations. This is not unreasonable, given that stability constants at infinite dilution are often quoted by extrapolating data from experiments performed over a finite concentration range.The log10(K
a) values are provided in Table 3. We note here that a concentration correction is made to ensure units of dm3 mol−1. Although, in theory, equilibrium constants are unitless, the constants calculated using Equation (8) do require a concentration correction in order to be consistent with Equation (7). The log10(K
a) evaluated from simulations are consistently larger than experimentally determined log10(
) values which are usually less than one. It is important to note that this equilibrium constant accounts for the formation of associates even with many solvation shells between the cation and anion (g(r) will be above one even at 14 Å ion separation distances). The decrease in log10(K
a) as a function of atomic number is consistent with experimental predictions,28 demonstrating a higher degree of ion association for the lighter lanthanides. The gradient in the decrease in log10(K
a) as a function of atomic number here is −0.01 (R
2=0.85). The Supporting Information shows that when activity coefficients deviating from one are included in the calculation, we observe the same trend in the measured log10(K
a) values with the same change as a function of atomic number. However, larger log10(K
a) values are obtained using this formalism.The free‐energy profiles in Figure 5 show that SSIP and SShIP species form spontaneously in solution with very little energetic penalty. Indeed, log10(K) for the formation of SShIPs from free ions are above one for all cations studied when the limits of integration are r
1 and r (see Figure 5). The only non‐negligible energy barrier in all of the free‐energy profiles is for the equilibrium SShIP⇌CIP. It is, therefore, informative to consider the equilibrium constant for this step (K
CIP) which can be calculated according to,where the integral limits refer to ion‐separation distances indicated in Figure 5. Table 3 gives log10(K
CIP) data which are within the experimental range for log10(
).28 Again, relatively higher concentrations of CIPs should be expected for the lighter lanthanides according to these values and the change in log10(K
CIP) with atomic number is linear (R
2=0.995) with a gradient of −0.02. These data suggest that whereas ion association is always favourable, there will be a significant population of weakly associated ion pairs in solution. log10(K
CIP) close to zero indicates that the population distribution of species will be significantly dependent on solution conditions. Given the small driving force for CIP formation and the non‐negligible energy barrier to water removal, it is reasonable to assume that significant populations of CIPs will only be found at relatively high concentrations of free ions. If we consider the equilibrium between weakly bound states including both SShIPs and SSIPs transforming to CIPs, then log10(K) values are actually negative (−0.646, −0.708 and −0.839 for Nd3+, Gd3+ and Er3+, respectively). Although CIPs are energetically more stable than SSIPs and SShIPs, the conformational freedom, and therefore increased entropy, that is found for these more weakly bound states makes them collectively more probable in solution. It is likely then, that thermodynamics and kinetics both play a role in determining the concentrations of CIPs in solution.
LnCl3 speciation
Three‐dimensional metadynamics calculations were performed for LnCl3 in water using C‐MD at 0.1 mol kg−1. The collective variables sampled were S
Ln−Cl1, S
Ln−Ow and S
Ln−Cl2, defining the coordination between Ln–Cl and Ln–OH2 in the first LnIII coordination sphere and Ln–Cl within the first two coordination spheres, respectively (see Eq. (4) and Table 2 in the Supporting Information for details and parameters). Sampling these CVs allows us to compare the relative free energies associated with different [LnCl](3− species and therefore to rank them in order of thermodynamic stability. In addition, the effect of anions in the second Ln coordination sphere on the stabilities of inner‐sphere complexes can be investigated.We describe chlorides as being inner sphere, Cl, when occupying the first coordination sphere of LnIII (i.e., CIPs in the case of ion pairs) and outer sphere, Cl, when within the second LnIII coordination sphere (i.e., SShIPs in the case of ion pairs) as defined by S
Ln−Cl1 and S
Ln−Cl2−S
Ln−Cl1, respectively. We have chosen to label species accordingly, for example, (LnClCl)8, which refers to a [LnCl(OH2)8]2+–Cl− species with one chloride in the LnIII inner sphere along with one solvent‐shared chloride and with a total of eight water molecules immediately surrounding the cation, as indicated by the superscript outside the brackets. Note too, that we have neglected from the labels the total charge of the species.Plots representing the potential of mean‐force energy surface from a single NdCl3 metadynamics calculation are provided in Figure 6. Examples for GdCl3 and ErCl3 in water are provided in Figures S7 and S8 (Supporting Information). For clarity, the four‐dimensional potential of mean‐force surface was projected onto a series of two‐dimensional reaction coordinates. As a function of S
Ln−Cl1 and S
Ln−Ow, we find a minimum for a nona‐aquo complex. An energy barrier must be crossed before chloride addition leads to (NdCl)8, which is the most stable species in solution, as indicated by the relative energies for some of the sampled species listed in Table 4. It should be noted that whereas Table 4 provides the statistical uncertainty from averaging multiple metadynamics calculations, there is an uncertainty of at least k
B
N
A
T in all of the energy changes reported.
Figure 6
Potential of mean force energies for Nd speciation by Cl in aqueous solution. Relative energies (in kJ mol−1 units) are shown by the colour scale on the right. Metadynamics calculations were performed which involved the time‐dependent biased sampling of Nd with oxygen of water (S
Nd−O) and chloride (S
Nd−Cl1) in the first coordination sphere and chloride coordination within the first two spheres (S
Nd−Cl2). Plots show projections of the four‐dimensional energy surface onto two‐dimensional reaction coordinates. Contour lines indicate energies of 2 k
B
N
A
T.
Table 4
Relative potential of mean‐force energies of
at 0.1 mol kg−1. In species labels, Cl and Cl refer to inner and outer sphere chloride, respectively, whereas the superscript y outside of brackets indicates the number of water molecules immediately surrounding the cation. Energies are in units of k
B
N
A
T (2.478 kJ mol−1 at T=298 K). Statistical uncertainties give one standard deviation in the relative energies from multiple metadynamics calculations.
(NdCli)8
0±0.44
(GdCli2
)5
0±0
(ErCl2i)5
0±0.54
(NdClo)9
0.2±0.64
(GdCli)7
1.63±0.6
(ErCl3i)3
0.96±1.43
(Nd)9
0.25±0.6
(GdClo)9
2.26±0.97
(ErClo)8
4.57±1.27
(NdCli)7
1.12±0.44
(Gd)9
2.55±1.17
(ErCli)7
4.61±0.61
(NdCl2i)6
1.7±0.86
(GdCliClo)7
3.24±0.88
(Er)8
4.79±0.73
(NdCliClo)8
2.13±0.35
(GdCl2iClo)5
4.42±0.30
(ErCl2iClo)5
5.39±0.92
(NdCl2o)9
2.78±0.42
(GdCl3i)4
5.31±0.80
(ErCliClo)7
6.36±0.91
(NdCl3o)9
7.07±0.44
(GdCl2o)9
5.43±0.48
(ErCl2o)8
7.78±1.04
(NdCl3i)5
7.57±0.84
(GdCl3o)9
9.39±0.67
(ErCl3o)8
12.32±0.94
Potential of mean force energies for Nd speciation by Cl in aqueous solution. Relative energies (in kJ mol−1 units) are shown by the colour scale on the right. Metadynamics calculations were performed which involved the time‐dependent biased sampling of Nd with oxygen of water (S
Nd−O) and chloride (S
Nd−Cl1) in the first coordination sphere and chloride coordination within the first two spheres (S
Nd−Cl2). Plots show projections of the four‐dimensional energy surface onto two‐dimensional reaction coordinates. Contour lines indicate energies of 2 k
B
N
A
T.Relative potential of mean‐force energies of
at 0.1 mol kg−1. In species labels, Cl and Cl refer to inner and outer sphere chloride, respectively, whereas the superscript y outside of brackets indicates the number of water molecules immediately surrounding the cation. Energies are in units of k
B
N
A
T (2.478 kJ mol−1 at T=298 K). Statistical uncertainties give one standard deviation in the relative energies from multiple metadynamics calculations.An outer‐sphere ion pair, (NdCl)9, is slightly higher in energy than the inner‐sphere ion pair and both are more stable than the lanthanide immediately surrounded by water. All of this is consistent with the results of our US calculations (see Figure 5). The energy differences between these species are smaller than those found in US calculations at b(Ln) = 0.01 mol kg−1, highlighting the effect of concentration on speciation (also note that entropic corrections for Nd–Cl radial distance are not included here). An inner‐sphere complex containing two chlorides,
, was less stable than Nd immediately surrounded by nine water molecules by about k
B
N
A
T. The energy barrier to this state from (NdCl)7 was >10 k
B
N
A
T. Gammons et al.24 did not detect any [NdCl2]+ in aqueous solutions below 100 °C. Although free Nd and [NdCl]2+ are more stable, any thermodynamic analysis for systems at elevated concentrations (such as in hydrothermal fluids or brines) should predict a relatively small population of
based on the calculations presented here. We analysed the structure of
and found a distorted SQAP geometry with chlorides positioned to maximise the dipole moment (see Figure S9 in the Supporting Information). In their review, Migdisov et al.23 discuss the geometries of LnCl2
+. It is suggested that this structure which was found for LaCl2
+ by Petit et al.,99 could result from a favourable chloride coordination geometry that differs from that of water. This arrangement does allow for water molecules in the second shell to bind effectively to both water and chloride in the first shell.A number of metastable minima were found in the energy landscape which contained two associated chlorides either as a combination of inner and outer‐sphere, (NdClCl)8, or as both outer‐sphere,
, ions. Five minima are shown in Figure 6, with a reaction coordinate defined by S
Ln−Cl2 and S
Ln−Ow, due to a range of inner and outer‐sphere coordination states and a varying number of water molecules in the first Nd coordination spheres. These were all ≳2 k
B
N
A
T higher in energy than the most stable species. (NdClCl)8 was relatively accessible, being separated from (NdCl)8 by an energy barrier of around 5 k
B
N
A
T, indicating that the thermodynamic barrier to the formation of a CIP is lowered when Cl− is in the second coordination sphere of the cation. This is an important observation because reduced thermodynamic energy barriers should result in an increase in the rate at which cation binding to other ligands takes place, assuming the mechanisms for association are the same. The energy barrier to move one chloride from the inner to outer sphere of (NdClCl)8 to form
is around 10 k
B
N
A
T.All of the coordination states in which three chlorides were bound to Nd, either in the inner or outer coordination sphere, were relatively high in energy. Energy barriers to adding chloride into coordination complexes which already contained two chlorides were not particularly large; however, the disturbance of water structure when three chlorides surround Nd is clearly unfavourable. The relative energy of
compared with the most stable complex was around +20 kJ mol−1. It is very unlikely, therefore, that this species would be observed under standard conditions.The speciation of Gd in chloride solutions under the examined conditions was different to that for Nd. Greater chloride coordination to the cation was thermodynamically favourable, with
being the most stable species in all metadynamics calculations. The complex has a pentagonal‐bipyramidal geometry (see the Supporting Information, Figure S9). This structure is consistent with those expected from valence shell electron pair repulsion (VSEPR) theory. The energy barrier to forming
from a CIP was, however, above 13 k
B
N
A
T, and given that there is a non‐negligible activation energy to ion pair formation, the concentration of these species is likely to be extremely low despite their stability. Furthermore, the energy difference between this species and ion pairs is within the range of thermal fluctuations, and so there is not a significant driving force for the addition of another anion. As was found for Nd, inner‐sphere ion pairs, outer‐sphere ion pairs and the solvated Gd‐cation energies follow the same order predicted in our US calculations, followed by ion‐trimer associates with both inner and outer sphere chlorides. Ion quartets with chlorides in the first and second shell were at least 5 k
B
N
A
T less stable than the most stable species and given that the energy barriers to forming these associates was above 12 k
B
N
A
T, they are unlikely to be detected at 298 K.The smallest cation (Er) showed the most stable high‐coordination states. Table 4 shows that Er bound to two and three chlorides in the first coordination sphere were the most stable species. Figure S9, Supporting Information shows that
has a distorted octahedral geometry. As in the case of
, the geometry of
is what can be expected from VSEPR theory. Again, the activation energies to forming these high‐coordination species was considerable: adding a chloride to the inner sphere of
required >40 kJ mol−1. Following these species, inner and outer‐sphere ion pairs and the solvated cation were equally stable within uncertainties, providing further indication that concentration changes can shift equilibria. Associates containing multiple chlorides in a combination of inner and outer sphere geometries were relatively high in energy, though when compared to the energies of CIPs, the energy differences were approximately the same as for Gd and Nd. Outer‐sphere ion trimers and quartets were unstable by up to around 30 kJ mol−1.The data in Table 4 may appear to suggest that high levels of cation–anion coordination should be expected in LnCl3 aqueous solutions. As stated above, however, there are considerable activation energies to forming these species and so concentrations are likely to be very low; nonetheless, the data do show that high‐coordination states are either of similar stability to or greater stability than free ions and ion pairs (under the chosen conditions). This is not unreasonable considering the enthalpic gain in coupling positive and negative ions, as well as the entropic gain associated with releasing tightly bound water molecules from the cation coordination sphere. It appears that as cation size decreases, the relative stabilities of ion trimers and quartets increases, and this could be due to the increasing charge density of the lanthanides across the series. In general though, the order of stabilities from ion pairs to larger associates is consistent for all three cations. Although it may appear that the range of relative stabilities for different associates increases from Nd to Gd and Er, the energy differences for for example, adding a chloride to the outer sphere of the most stable CIP is ∼2 k
B
N
A
T for all cations. Current thermodynamic‐modelling packages rarely consider species beyond free ions, CIPs and inner‐sphere‐coordinated ion trimers. For most applications this is probably adequate, particularly because association constants in these codes can capture a distribution of coordination complex types into a single value. However, for a detailed analysis of the chemistries of the lanthanides in solution, our results suggest that consideration of species beyond simple pairs and trimers is important. This is especially the case in hydrothermal fluids in which increasing temperatures should reduce the barriers to anion binding.
Conclusions
The force field developed in this work performs well in predicting the behaviour of the lanthanides in water. This was confirmed by calculations at the DFT level and by comparison to experimental data. Furthermore, the enthalpies of solvation highlight that the force field can accurately model the thermodynamics of cations in water. The largest deviations in the comparison between calculated and experimental data was for erbium. This is not surprising, given that the force‐field fitting procedure relies upon well characterised, stable crystal structures. This computationally inexpensive force field, nonetheless, performs well enough to understand lanthanides in solution. Our method is also highly systematic, allowing for the addition of other Ln cations and impurities/additives.Two‐dimensional US calculations depict clearly that there is a transition in the relative stabilities of nine versus eight‐coordinated LnIII aquo complexes, as has been shown in other studies.19 Given that the relative free energies for [Gd(OH2)9]3+ and [Gd(OH2)8]3+ are approximately equal, it is likely that the transition occurs at or close to this cation in the lanthanide series. The water‐coordination number linearly correlates with the ionic radii of the lanthanides investigated (CN=−0.075Z+13.5, where Z is atomic number; R
2=1). These factors also control the mechanism for ligand exchange. A clear shift from dissociated exchange (Nd), akin to an elimination‐style process in which the first step is water removal from the inner LnIII sphere, to associated exchange (Gd and Er), in which water is lost and chloride is added to the inner sphere in a concerted step, was apparent from potential of mean‐force maps when both Ln–Cl distance and Ln–water coordination were examined. This is consistent with a change in the mechanism of water interchange, between the first two cation‐solvation spheres, around the middle of the series as proposed elsewhere.15, 19The free‐energy profiles in Figure 5 show that, for all of the lanthanides examined, CIPs are the most thermodynamically stable species in the equilibrium in Equation (1) when x=1. From dispersed ions in solution, the formation of weakly bound SSIPs and SShIPs is both favourable and incurs little energetic cost with thermodynamic barriers within ∼2 k
B
N
A
T. The removal of water to form CIPs from SShIP states incurs an energetic cost of around 15 kJ mol−1 for all cations. This barrier is very unlikely to be surmounted on the timescales of the equilibrium simulations. Furthermore, CIPs may be inaccessible in some experiments, but this energy barrier is certainly accessible on geological timescales and in experiments that are allowed to establish a true equilibrium. Duvail et al.42 performed one‐dimensional PMF calculations for the binding of Cl to NdIII. They found a barrier to forming a CIP from a SShIP of 15 k
B
N
A
T which is larger than our estimate of 8 k
B
N
A
T. In addition, the SShIP showed approximately the same energy as the CIP. However, no entropy correction was added to the energy profiles to properly consider thermodynamic activation barriers and species stabilities. We believe that if these were included then the Duvail et al. free energies would show the same ordering of thermodynamic stabilities for ion pairs that we present and smaller activation energies to forming ion pairs.By considering different types of ion pairs on the pathway from free ions to CIPs, our analysis shows that whereas ion association is always favourable, the equilibrium constant for the formation of CIPs from SShIPs (K
CIP) is close to one for all cations within thermal fluctuations (with a trend to smaller values across the series). The energy change to forming CIPs, calculated using ΔA=−k
B
N
A
Tln(K), is within the range −0.14 to −1 kJ mol−1. This means that the presence of CIPs will be very dependent upon the solution conditions. It is interesting to note that our estimate for this equilibrium constant is close to the experimentally determined values but that our measurements of log10(K
a), which account for the formation of all ion associates, is much larger than the reported values of log10(
), even when activity coefficients deviating from unity are considered (see the Supporting Information). Nonetheless, the trend in decreasing log10(K
a) across the lanthanide series was evident. Our analysis also shows that the concentrations of contact pairs should be much lower than the more weakly bound ion pairs (i.e., SShIPS, SSIPs and beyond) if one can consider a single equilibrium between these types of ion associates: log10(K) was below zero for all cations and there was a trend to more negative values for the heavier lanthanides.Previous experimental and theoretical studies have failed to provide consistent conclusions about the nature of chloride association with lanthanides in solution. Stability constants have been calculated24, 25, 28 and, whereas these are widely varying, they suggest that ion pairs are stable with respect to dispersed ions. In contrast, spectroscopic measurements and theoretical studies27, 31, 32, 48, 100 suggest that chloride preferentially forms outer‐sphere complexes with lanthanides—only at high salt concentrations are contact ion pairs formed. Our study unites these depictions of ion pairing. Ion association is always favourable, which is not surprising given the strong Coulombic attraction between +3e and −1e ions in water, but weakly bound ion pairs are likely to dominate the equilibrium distribution under relatively mild conditions both thermodynamically and because of the relatively large energy barrier for the removal of water in the first coordination sphere of LnIII. At higher concentrations, disturbance in the structure of water‐surrounding cations is likely to lead to a decrease in the thermodynamic energy barriers and the equilibrium distribution of ion pairs increases simply because water liberation becomes more favourable. Crucially then, contact‐ion‐pair formation is controlled both by kinetic and thermodynamic factors.Calculations which sampled multiple [LnCl(OH2)](3− species highlighted the wide number of possible ion associates that can form in solution. Often in speciation analysis, one or two equilibria are considered for the association of chloride to cations; however, our data show that there is a multitude of equilibria associated with the formation of both inner and outer‐sphere complexes. Although multiple equilibria can be averaged into just one stability constant, it is important to recognise that estimation of species concentrations from a single stability constant is not straightforward. Highly coordinated states become more favourable towards the end of the lanthanide series; however, the activation energies to forming these species make them inaccessible at 298 K. In geological settings, such as hydrothermal deposits, it is likely that there is a wide range of possible association states that could be considered beyond contact ion pairs and trimers.
Conflict of interest
The authors declare no conflict of interest.As a service to our authors and readers, this journal provides supporting information supplied by the authors. Such materials are peer reviewed and may be re‐organized for online delivery, but are not copy‐edited or typeset. Technical support issues arising from supporting information (other than missing files) should be addressed to the authors.SupplementaryClick here for additional data file.