Qi
An
*a,
William L.
Johnson
*b,
Konrad
Samwer
bc,
Sydney L.
Corona
b,
Yidi
Shen
a and
William A.
Goddard
III
*d
aDepartment of Chemical and Materials Engineering, University of Nevada-Reno, Reno, Nevada 89557, USA. E-mail: qia@unr.edu
bDepartment of Materials Science, California Institute of Technology, Pasadena, CA 91125, USA. E-mail: wlj@caltech.edu
cI. Physikalisches Institut, University of Goettingen, 37077 Goettingen, Germany
dMaterials and Process Simulation Center, California Institute of Technology, Pasadena, CA 91125, USA. E-mail: wag@caltech.edu
First published on 6th December 2021
The authors recently reported that undercooled liquid Ag and Ag–Cu alloys both exhibit a first order phase transition from the homogeneous liquid (L-phase) to a heterogeneous solid-like G-phase under isothermal evolution. Here, we report a similar L–G transition and heterogenous G-phase in simulations of liquid Cu–Zr bulk glass. The thermodynamic description and kinetic features (viscosity) of the L-G-phase transition in Cu–Zr simulations suggest it corresponds to experimentally reported liquid–liquid phase transitions in Vitreloy 1 (Vit1) and other Cu–Zr-bearing bulk glass forming alloys. The Cu–Zr G-phase has icosahedrally ordered cores versus fcc/hcp core structures in Ag and Ag–Cu with a notably smaller heterogeneity length scale Λ. We propose the L–G transition is a phenomenon in metallic liquids associated with the emergence of elastic rigidity. The heterogeneous core–shell nano-composite structure likely results from accommodating strain mismatch of stiff core regions by more compliant intervening liquid-like medium.
To investigate the origin of an underlying thermodynamic glass transition and its connection with the LLPT's in metallic liquids, we previously performed molecular dynamics (MD) simulations on elementary Ag and binary Cu–Ag liquids under both ultrafast quenching and under isothermal evolution conditions below the melting temperature.22–24 We demonstrated that both elementary undercooled Ag and Ag–Cu binary liquids undergo a first-order configurational freezing transition from a homogeneous disordered liquid phase (L-phase) to a heterogeneous, configurationally ordered G-phase under isothermal evolution.22,23 This ordered G-phase exhibits strong first order melting behavior upon rapid re-heating, very different from the traditional view of the glass transition. A significantly increased shear modulus (∼20 GPa) accompanies the L–G transition suggesting that G-phase formation is accompanied by the emergence of persistent long-range elasticity and driven by the reduction of local distortion energy arising from deviatoric strain energy in the liquid L-phase.24 We conjectured that G-phase formation may explain experimentally observed LLPT's in metallic glass systems.14,15
Here, we employ MD simulations to investigate the L–G transition in binary Cu–Zr alloys known to form bulk metallic glass (BMG) in the laboratory. Specifically, the compositions Cu66Zr34 and Cu46Zr54 are well studied BMG's.25,26 Here, we examined the Cu2Zr and Cu70Zr30 compositions, close to the composition Cu66Zr34. In the simulations, the binary Cu–Zr liquids are ultrafast quenched to room temperature with a cooling rate of 3.4 × 1012 K s−1 and freeze to a homogeneous L-phase glass with homogeneous liquid-like character. In contrast, when the undercooled liquids are isothermally evolved at 900 K (336 K below the alloy melting temperature), a first order L–G transition occurs over several hundred nanoseconds. The time scale for the Cu–Zr alloys is orders of magnitude longer than for the elemental Ag L–G transition. The product G-phase is clearly glassy, lacking long range atomic order beyond ∼ 1 nm, but displays inherently heterogeneous character with icosahedral local ordering in the G-phase cores. The ordered core regions are separated by disordered regions (the matrix); with the overall structure displaying a characteristic heterogeneity length scale Λ of 1.5–1.7 nm, significantly less than that seen in Ag and Ag–Cu alloys (∼4 nm and ∼2 nm, respectively). The thermodynamics state functions are derived for all phases observed under the assumption of metastability in MD simulations. Elastic shear rigidity and persistent stress fields in the G-phase are characterized to demonstrate that the L–G transition corresponds to the emergence of elastic rigidity. Combined with our earlier work on Ag and Ag–Cu, the present study suggests that the L–G transition from a homogeneous fluid-like to heterogeneous solid-like phase may be a universal feature of undercooled metallic liquids. While the specific local atomic ordering of the core regions varies (i.e. fcc/hcp local order in Ag and Ag–Cu versus icosahedral order in Cu–Zr), the emergence of a heterogeneous core-liquid shell structure at a nanometer length scale Λ, the onset of shear rigidity, and the absence of long range order are universal features of the product G-phase.
The L-phase glass was obtained from ultrafast quenching simulations as discussed in the literature.22,23,30 The well equilibrated liquid was first achieved at 2000 K using 5 ns NPT dynamics. The liquid is then quenched to ambient conditions using a high cooling rate of 3.4 × 1012 K s−1. The G-phase is not obtained directly from the ultrafast MD quenching simulations. Instead, it is produced by isothermally aging the supercooled liquids at 900 K. It requires 500–1000 nanoseconds (∼1 μs) to complete the L–G transition at 900 K for both compositions of Cu2Zr and Cu7Zr3. Following isothermal aging, we quench the G-phase to the room temperature using the same cooling rate to produce the L-phase (3.4 × 1012 K s−1). The NPT ensemble is applied in all simulations to account for the possible volume changes during L–G transition. For the composition Cu7Zr3, the cell parameters were adjusted isotopically to the pressure change in NPT ensemble. But the L–G transition does not occur (for times up to 1 μs) for Cu2Zr if the cell parameters were isotopically changed. Therefore, we allowed the cell parameters to change independently of each other. This means the cell length and angles all vary in NPT simulations. This method permits relaxation of arbitrary average stresses within the MD cell. The Nose–Hoover thermostat and barostat were applied to control the temperature and pressure (stresses) in NPT ensemble with the damping constants of 200 fs and 2000 fs, respectively. We have tested the dumping constants for thermostat and barostat using the G-phase melting process, as shown in Fig. S1 of the ESI.† These results indicated the selected dumping constants are robust in the present study. We used the system size of 32000 atoms for the composition Cu7Zr3 case, which is large enough to examine the heterogeneity of G-phase. For Cu2Zr the system size was increased to 41472 atoms to make comparisons with single crystal Laves phase which has the similar local ordered structure as the core region of G-phase. The unit cell of Laves phase (MgCu2-type) consists of 24 atoms and the initial L-phase for Cu2Zr is obtained by melting the 12 × 12 × 12 supercell of the Laves phase, leading to a total of 41472 atoms. The equilibrium MD simulations were performed to obtain the thermodynamics state functions of L-phase, G-phase, and Laves phase, including enthalpy, entropy, free energy, and molar volume.
The potential energy (PE) density map illustrates the configurational enthalpy of each atom by averaging the PE, ϕ, over a period of two picoseconds, much longer than the timescale of atomic vibrational motions. Thus, vibrational noise is removed and only the configurational contribution to the enthalpy is left. The PE-density map has been used successfully to characterize the G-phase in Ag23 and Ag–Cu.23,24 With respect to different atomic PE values for Cu and Zr, we first calculated the average PE per atom for Cu and Zr in the whole MD cell, respectively. Then the deviation from the average PE for each atom is computed and normalized by the mean variance of the PE per atom. The relative PE then is comparable for the different types of atoms. To determine the correlation length, Λ, of the local ordered regions, we computed the PE pair distribution function (PE-PDF) using the same approach as computing RDF.23,24 We do the average of PE for 100 picoseconds to obtain the smooth curve of PE-PDF.
Under the assumption of a metastable equilibrium state for the G-phase, for the L-phase on supercooling, and for the Laves phase upon superheating, other thermodynamic state functions such as entropy, free energy, specific heat, etc. can be readily computed directly from MD simulations.22,23 The entropy of each phase is computed through the integration of dh/T. The integration constant for each phase must be determined independently. Here, we use the single crystal phase (Laves phase) as the thermodynamic reference state. At its melting temperature (determined from the two-phase coexistence simulations) the entropy of fusion determines the liquid entropy. Here we assume that the entropy of the single crystal is zero [sX(T = 300 K, P = 0) = 0] at room temperature and zero pressure. Room temperature is selected to avoid quantum effects on vibrational modes since our simulations employ classical molecular dynamics. Thus, the entropy of fusion determines the integration constant for the liquid (relative to the crystal), giving the entropy curves for the L- and X-phases. Using the same approach, we determined the entropy curve of the G-phase using L-phase as the reference phase.
The slope of the PE curves of two-phase coexistence simulation is correlated to the speed of the interface's movement and it is close to zero at T ≈ TX,M (or TG,M). The kinetics of solidification in binary alloys is very slow compared to the MD timescale, as indicated by the sluggish L–G transition in the Cu–Zr system. To determine the TX,M (or TG,M) using the two-phase coexistence simulation, the slope of PE is applied near the equilibrium temperature.
For the two-phase coexistence of Cu7Zr3 composition, the crystal phase is necessary to obtain TX,M. Assuming that the crystal phase remains the Laves phase in this composition, we constructed it by randomly substituting the Zr atoms with Cu atoms in Cu2Zr Laves phase to match the proper atomic ratio. Then the Monte Carlo (MC) simulations were performed for over 1.0 × 106 steps to find the lowest energy structures by swapping atoms in the lattice.
The viscosity of L-phase was computed from the Green–Kubo formalism39 relating the ensemble average of the autocorrelation of shear stress σαβ. Since a liquid is isotropic, the shear viscosity is computed by averaging over the three independent shear components: σxy, σxz, and σyz. For the G-phase, the viscosity is estimated from a simple Maxwell model η = μ × τ where μ is the shear modules and τ is the relaxation time. The shear modulus was computed from the elastic constants Cij and stiffness constants Sij using the Voigt–Reuss–Hill average.40 The elastic constant, Cij, is calculated by evaluating the stress tensor as the lattice is deformed elastically along possible directions.41 Then the Sij is derived from the inversion matrix of Cij. The relaxation time, τ, is obtained by allowing a pre-deformed supercell with 2% shear strain evolve and examining the shear stress relaxation.
We characterized both the G-phase and L-phase using PE-density and Honeycutt–Anderson31 analysis, as shown in Fig. 1(C–F). The PE-density map of the G-phase displays a heterogenous structure with low PE ordered core regions that are randomly orientated and separated by high PE matrix regions (Fig. 1(D and F)). The Honeycutt–Anderson analysis indicates that the low PE core regions have ordered structures characterized by significant icosahedral short-range order while the high PE regions have a more disordered structure characteristic of a liquid phase. No other local atomic ordering, such as fcc, bcc, or hcp, was identified. To illustrate the correlation between PE density and HA analysis, we plotted the PE density distribution for icosahedral and non-icosahedral atoms for both Cu2Zr and Cu7Zr3 at room temperature, as shown in Fig. S3 of ESI.† The results clearly show that the icosahedral atoms have a lower PE density compared to non-icosahedral atoms, confirming the good correlation between PE-density and HA analysis. In contrast to the G-phase, the L-phase displays significantly more homogenous character, as shown in Fig. 1(C and E). Far fewer icosahedral atoms were identified in the L-phase; only ∼6% compared to ∼38% in the G-phase. While icosahedral atoms are homogenously distributed in the L-phase, the G-phase exhibits a heterogeneous distribution with high icosahedral concentrations in its core regions.
Fig. S4 (ESI†) displays the icosahedral atoms in the G-phase. Three sectional slabs, each with a width of 8 Å, are shown to better illustrate the microstructure. These results indicate that each icosahedral region (ordered core region) has a different orientation and that they are generally separated by liquid phase. Interestingly, most icosahedral regions are linked by a line of atoms (indicated by the brown ellipses), suggesting that after formation of the G-phase, the ordered cores may percolate. Also interesting is a twin like structure in Fig. S4 of ESI† where the apparent twin boundary is shown by a red line.
The G-phase does not exhibit long-range order in contrast to crystalline phases. This is clearly confirmed by the Radial Distribution Function (RDF) plots of the L-phase and G-phase as shown in Fig. 2(A). Both the L-phase and G-phase display no long-range order beyond ∼1 nm. To further characterize the ordered core structure in the G-phase, we compared the RDF of the G-phase to that of the intermetallic Cu2Zr Laves phase. The comparison of partial RDFs in Fig. 2(B–D) indicates that the ordered core structure in the G-phase closely resembles the intermetallic Laves phase. A similar RDF analysis was also performed on the composition Cu7Zr3; with similar results as shown in Fig. S5 of ESI.†
Fig. 2 RDF analysis of L-phase and G-phase for Cu2Zr composition. (A) Total RDF of L-phase, G-phase, and Laves phase. (B–D) Comparison of partial RDFs of Cu–Cu (B), Cu–Zr (C), and Zr–Zr (D). |
ϕL(T) = −4348.5 mV per atom + 0.1293T + 0.8 × 10−5T2 − 133468.0/T | (1) |
ϕG(T) = −4675.2 mV per atom + 0.1293T + 1.6 × 10−5T2 | (2) |
ϕLaves(T) = −4645.4 mV per atom + 0.1293T + 1.5 × 10−5T2 | (3) |
The G-phase formed at 900 K was subsequently heated to higher temperatures. Fig. S6 of ESI† indicates the G-phase reversibly melts at ∼1300 K under constant heating back to the L-phase. This remelting essentially establishes that the L–G transition is reversible, albeit with thermal hysteresis; evidenced by undercooling of the liquid and overheating of the G-phase above its melting temperature on continuous heating.
To obtain the entropy, we need to obtain the equilibrium melting temperature for crystal phase and G-phase, which can be derived from two-phase coexistence simulations. Fig. S7 (ESI†) shows the PE curves of Cu2Zr composition near the equilibrium temperature in the two-phase coexistence simulations. The slope of PE vs. time is linear in the region close to TX,M (or TG,M). The TX,M is 1236 K for the Laves phase and the TG,M is 1002 K for the G-phase. Fig. 3(B) displays the entropy curves for all three phases. In the MD simulations, the Laves phase displays a heat of fusion of 178.4 meV per atom at its melting point of 1236 K. The Laves phase entropy of fusion is thus 13.9 J mol−1 K−1, of which roughly 3/4 (10.7 J mol−1 K−1) is vibrational, with the balance configurational. Combining the enthalpy and entropy curves, we obtained the specific Gibbs free energy of all three phases at zero pressure, with the results displayed in Fig. 3(C). Thermodynamically, the G-phase is metastable at all temperatures, but it is an intermediate state since the L-phase transforms to the Laves phase in the deep undercooling region. It is worth noting the entropy of the L-phase is lower than the G-phase at ∼600 K, in analogy with the traditional Kauzmann paradox. As such, the extrapolated entropy and free energy of L-phase below 600 K should be viewed as non-physical.
Previous experimental studies suggest that the specific volume in the cooling–heating cycle drops by ∼0.7% during the liquid–liquid transition observed experimentally in Vitreloy 1 (Vit1) at 890 K.15 The molar volume of Cu2Zr (Fig. 3(D)) decreases by ∼2.0% during the L–G transition at 900 K, which is roughly similar to experimental observation on Vit 1. This suggests that the L–G transition in the present study may be fundamentally related to the experimentally observed liquid–liquid transition in Vit1. The thermodynamic state functions for the Cu7Zr3 composition are displayed in Fig. S8 of ESI.†
Fig. 4 Characterization of G-phase at 900 K for composition Cu2Zr: (A) PE-density map, (B) Von-mises stress, (C) OP-8, and (D) OP-10. |
Fig. 5 Characterization of L-phase at 900 K for composition Cu2Zr: (A) PE-density map, (B) Von-mises stress, (C) OP-8, and (D) OP-10. |
The PE density map also correlates closely with local atomic structures. The bond-orientational order parameters analysis32,33 indicates a good correlation with the PE-density maps (Fig. 4(C and D)). Several features of the G-phase are notable. The heterogeneous G-phase consists of low configurational enthalpy regions, ϕCG(T), with icosahedral-ordered core structures (low OP-8 and high OP-10), embedded in a higher ϕCG(T) matrix with more disordered structures (high OP-8 and low OP-10). The ordered core regions possess substantial icosahedral short-range order without significant fcc, bcc, or hcp character. These ordered regions are on the ∼1 nm scale but topologically isolated and surrounded by the disordered matrix of “liquid-like” regions. The G-phase structure is a spatially correlated well-defined mixture of ordered core regions embedded in a surrounding liquid-like disordered medium.
To understand the correlation between PE-density with other order parameters in Fig. 4, we performed the correlation analysis of PE-density with these parameters for Cu and Zr atoms separately. As shown in Fig. S9 of ESI,† the PE-density is correlated with HA analysis, Von-mises stress, the OP-8 and OP-10 order parameters for Cu atoms. However, the large atomic fluctuations on these parameters lead to small correlation coefficients. The PE density correlates best with OP-8 order parameter with a correlation coefficient of 0.28. The next best correlation is with the OP-10 order parameter with a correlation coefficient of 0.09. The Von-mises stress is less correlated with PE-density with a correlation coefficient of 0.06. For Zr atoms we performed the analysis on Von-mises stress, the OP-8 and OP-10 since very few Zr atoms are identified as icosahedral atoms. As shown in Fig. S10 of ESI,† the PE density correlates best with OP-8 order parameter with a correlation coefficient of 0.25. But the next correlated parameter is Von-mises stress with a correlation coefficient of 0.10. The OP-10 is the least correlated with PE-density and a correlation coefficient is just 0.02.
Fig. 5(C and D) shows the bond-orientational order parameters of the L-phase at 900 K which display a far more homogenous structural character. A similar structure analysis was performed for the G-phase of composition Cu7Zr3; with character similar to Cu2Zr as shown in Fig. S11 of ESI.†
The spatial scale of the core regions can be characterized by the length scale of heterogeneity, Λ, which is computed from the PE pair distribution function (PE-PDF). Fig. 6 displays the PE-PDF of the G-phase at 900 K for the composition Cu2Zr and Cu7Zr3, respectively. We obtain Λ ∼1.5 nm for Cu2Zr and it increases slightly to ∼1.8 nm for Cu7Zr3, suggesting that the scale of the low PE core regions depends slightly on alloy composition. Comparison to the G-phase for single component systems,22 show that both Λ and the latent heat of the L–G transition are significantly reduced. This may explain why the L–G transition is kinetically far more sluggish in the binary Cu–Zr system compared with a single component liquid (e.g. Ag or Cu).22,23 The Λ is not well defined in liquid phase and the same analysis on L-phase at 300 K leads to Λ = ∼0.27 nm which is similar to near neighbor atomic distance.
Fig. 7 Relaxation of G-phase and G-phase, as well as viscosity of L-phase. (A) The relaxation process of G-phase at 900 K. (B) The relaxation process of L-phase at 900 K. (C) The MD derived viscosity of L-phase at high temperature from 900 K to 1400 K. The viscosity is fitted by the equation η = η0 × exp(C/T × exp(−(2 + λ) × αT)).42 The fitted parameters are η0 = 0.153 × 10−3 Pa s, C = 8075, λ = 4.21, and α = 8.13 × 10−5 K−1. |
The shear modulus (μ) for the G-phase is 24.1 GPa, much larger than that of L-phase, 1.5 GPa. Using a simple Maxwell model, we estimate the viscosity of the G-phase to be ηG (900 K) = μ × τ ∼ 144.8 Pa s. This is ∼1500 times higher than the viscosity of L-phase at 900 K, calculated to be 4.6 × 10−2 Pa s (Fig. 7(C)). Therefore, the L–G transition is accompanied by a dramatic discontinuous jump in the liquid viscosity. This is consistent with an experimentally observed viscosity jump of roughly two orders of magnitude accompanying an apparent discontinuous liquid–liquid transition in Vit 1 at temperatures ∼900–1100 K.14 The viscosity in the experimentally reported LLPT jumps from ∼0.2 to ∼20.0 Pa s at 1100 K.14 The G-phase at high temperature is a relatively viscous liquid with a shear modulus that persists over the time scale of its stability. This implies that configurational rearrangements in the G-phase are subject to long range elastic constraints that arise from elastic compatibility requirements. Such constraints reduce the configurational entropy of the G-phase relative to that of the L-phase, consistent with the entropy drop we observe to accompany the L–G transition.
The L-phase is characterized by both the lack of long-range order and the lack of rigidity. In contrast the G-phase lacks long-range order (as indicated from the RDF analysis, Fig. 2) and is non-crystalline, but manifests a large shear modulus and exhibits more substantial and persistent shear rigidity, i.e. is solid-like. The experimental liquid–liquid transition in Vit1 and other Zr-based bulk metallic glasses14,15 bears a remarkable resemblance to the behavior of the L–G transition reported here. We propose that the two transitions may be one and the same.
Footnote |
† Electronic supplementary information (ESI) available: (1) The G-phase melting using different damping constants for barostat and thermostat; (2) the L-G transition of Cu2Zr composition using the 2nd EAM potential; (3) the PE density distribution for Cu2Zr and Cu7Zr3 G-phase structures at room temperature; (4) the icosahedral atoms in Cu2Zr at 300 K; (5) RDF analysis of Cu7Zr3; (6) remelt of G-phase from 900 K to 1500 K; (7) the two-phase coexistence simulation for Cu2Zr; (8) thermodynamic state functions for Cu7Zr3; (9) the correlation analysis for Cu atoms in Cu2Zr; (10) the correlation analysis for Zr atoms in Cu2Zr; and (11) characterization of G-phase at 900 K for composition Cu7Zr3. See DOI: 10.1039/d1cp04157f |
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