L. I.
Isaenko
*ac,
Bohui
Xu
bd,
K. E.
Korzhneva
a,
Pifu
Gong
b,
D. A.
Samoshkin
e,
A. F.
Kurus
ac and
Zheshuai
Lin
*bd
aSobolev Institute of Geology and Mineralogy SB RAS, Novosibirsk 630090, Russia. E-mail: lyudmila.isaenko@mail.ru
bFunctional Crystals Lab, Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing 100190, China. E-mail: zslin@mail.ipc.ac.cn
cNovosibirsk State University, Novosibirsk 630090, Russia
dCentre of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
eKutateladze Institute of Thermophysics SB RAS, Novosibirsk 630090, Russia
First published on 18th January 2025
The performance of infrared (IR) nonlinear optical (NLO) materials is significantly affected by the thermal conductivity kL, but studies on the structure and property relationship of kL in these materials are very rare. In this work we evaluated the kL in IR NLO multicomponent chalcogenides LixAg1−xGayIn1−ySe2 with a smooth change in the compositions x and y by using a machine learning approach and laser flash measurements, combined with available experimental results. The found patterns of kL dependence on the atomic mass, bond length and electronegativity provide an effective understanding for navigation in the process of searching for new chalcogenide crystals with an optimal set of parameters that allow them to be effectively used as a frequency converter of laser radiation in the IR range. Moreover, the compositions Li0.5Ag0.5GaSe2, Li0.81Ag0.19InSe2 and AgGa0.5In0.5Se2 are demonstrated to exhibit a balanced combination of the parameters kL, NLO effects, energy band gaps, and birefringence for IR NLO applications.
It should be emphasized that balancing all the necessary performance is a big issue in the discovery of IR NLO crystals because these requirements are often contradictory. For example, an increase in the band gap will lead to a decrease in the SHG coefficient.13 On the other hand, the laser-induced damage threshold (LIDT) for a crystal (independent of the presence of impurities and defects) can be increased by increasing the band gap Eg, because it can effectively suppress the occurrence of two- or multi-photon absorption, which is usually the main cause of laser damage to the crystal.3 However, Eg is not the only factor influencing LIDT, laser radiation can also cause damage to the crystal due to thermal effects, which are closely related to local laser-induced heating in the crystal and the transfer of heating to the environment.14 Thermal conductivity is a critical parameter in the design of high-power NLO devices, such as frequency doublers and optical parametric oscillators (OPOs). The nonlinear ambience should have sufficiently high thermal conductivity to ensure high LIDT and reduce the likelihood of thermolens formation,5 and this will eventually increase the average output power.
A vivid example is the LiGaS2 NLO crystal, which is characterized by the lowest SHG coefficient (d31 = 5.8 pm V−1) in the ABC2 family, but has the highest thermal conductivity (10 W m−1 K−1), a significant band gap (4.15 eV) and the highest optical stability (with an LIDT of more than 240 MW per cm2vs. the values of 34 MW per cm2 and 40 MW per cm2 for AgGaS2 and LiInS2, respectively, at a pump of 1.064 nm and 15 ns).15,16 Due to the combination of properties, the LiGaS2 crystal exhibits good capability to obtain conversion efficiency in OPO systems that exceeds the performance of other representatives of this family. Also D. Chu and co-authors have developed a robust strategy for objective high-performance screening of more than 140000 materials in order to study new NLO IR materials with high thermal conductivity and wide band gaps, which are crucial for determining the threshold of laser damage.17 Thus, high thermal conductivity is of great practical importance for NLO crystals in the mid-IR range and is of increasing interest as one of the key indicators of material efficiency.
In semiconductors and insulators, where the IR NLO materials belong to, heat is mainly transferred by phonons,18i.e., the lattice thermal conductivity kL determines the thermal conductivity. In a real crystal, the anharmonic oscillation frequencies of lattices change with changes in the mass of atoms,19 their coordination in the lattice,20 interatomic distances,19 binding forces and emerging stresses. In general, an increase in the coordination of ions in the lattice leads to a decrease in kL. Low thermal conductivity can also be caused by cationic or anionic vacancies, other points and extended defects.21 However, the correlation between kL and the structure in the IR NLO multicomponent chalcogenides is very complicated, and detailed research studies are still scarce. This is mainly because, on one hand, the experimental measures on kL need large size chalcogenide crystals that are difficult to grow, and on the other hand, the theoretical studies, especially those based on first-principles, involve tedious phonon-relevant calculations that are very time-consuming. For instant and high-performance kL research with low resource costs, an effective method is to adopt the machine learning (ML) method by using a well-trained algorithm based on existing kL data and subsequently predicting kL based on material structures directly. ML has been demonstrated to play an increasingly important role in high-performance screening of functional materials in many fields, including IR NLO chalcogenides.19
In this work the main attention is paid to the lattice thermal conductivity kL of the solid solutions LixAg1−xGayIn1−ySe2 in ABC2 chalcogenides. Totally, three cases of composition variations are considered: LixAg1−xBSe2 (B = Ga and In) by varying the A-site cations and AgGayIn1−ySe2 by varying the B-site cations. Previous studies have shown that all these series have pretty strong SHG effects, wide IR transparency and relatively large energy band gaps.8–12 Note that there are significant differences in the atomic mass and electronegativity of constituent atoms (Li, Ag, Ga, and In) in these series, which greatly affects the type and length of bonds between the atoms. Thus, the study of LixAg1−xBSe2 (B = Ga and In) and AgGayIn1−ySe2 will allow us to evaluate the changes in thermal conductivity when replacing heavy atoms Ag and In with light atoms Li and Ga. In addition, since in these series the tetragonal structure turns into an orthorhombic one with an increase in the lithium content,8,9 it is possible to estimate the change in kL with a change in the crystal structure. To investigate these issues, here we adopt the ML method with a well-trained TL-CGCNN algorithm which has been obtained based on the existing kL data19 to predict kL directly from the material structures in the LixAg1−xGayIn1−ySe2 series. At the same time, an experimental laser flash method is used to measure the thermal conductivity of several materials in this series for confirmation. By combining ML data-mining with experimental measurements, the relationship between structural characteristics and kL is analyzed, and some structural features that allow achieving a good balance among thermal and IR NLO performances in the multicomponent chalcogenides are obtained.
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Fig. 1 The change in ML predicted thermal conductivity depending on the Li content for (a) LixAg1−xInSe2 and (b) LixAg1−xGaSe2, and on the Ga content for (c) AgGayIn1−ySe2. The inset displays the change in the experimental cell parameters a and c from the In content for the solid solution AgGayIn1−ySe2 in the previous study.10 Solid lines are the least squares fittings of ML data and circles are experimental values. The solid solutions with a tetragonal symmetry (I![]() |
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Fig. 4 The dependence of the Li(Ag)–Se bond length on the Li content and lattice thermal conductivity (kL) in the structures of (a) LixAg1−xInSe2, (b) LixAg1−xGaSe2 and (c) AgGayIn1−ySe2. |
From all the above analysis on the thermal conductivity and structure relationship, one may reveal that in LixAg1−xInSe2 and LixAg1−xGaSe2, kL is reduced with the increase in the atomic mass and length of Li(Ag)–Se bond as the Li content decreases from x = 1 to x = 0. Moreover, an increase in lattice thermal conductivity is observed with an increase in the electronegativity difference (Δχ) between cations and anions, which is maximal at x = 1. When structural rearrangements appear in the system, the distortion of the lattice increases the anharmonicity of lattice vibrations, which, along with the increased phonon scattering intensity due to the formation of defects, causes discontinuous changes in thermal conductivity near the phase transition. Additionally, it is important to understand which phonon frequencies are formed by the vibrations of one or both atoms in a complex compound. As shown in Fig. S3,† we studied the phonon spectra and phonon DOS of LiGaSe2, LiAgGa2Se4, and AgGaSe2. We found that the vibrations of the very light lithium atoms form the optical branch of the phonon spectrum. The contribution of the acoustic branch to thermal transfer is significant, as shown clearly in Fig. S3b and S3c.† This indicates that the increase in the content of Ag, with a high contribution to the acoustic branch, has a negative effect on the thermal conductivity.
In contrast to the LixAg1−xBSe2 (B = In, Ga) series, the non-monotonicity of thermal conductivity is presented in the AgGayIn1−ySe2 series. It is known that the strength of interatomic bonds strongly affects the thermal conductivity of a material. In ref. 12, a characteristic of the interatomic bond in the AgInSe2 compound was given. It is shown that the interaction between Ag and Se is quite strong, while the interaction between the Ag–Se and in the cluster is rather weak. The authors23 explained the low lattice thermal conductivity of AgInSe2 by “cluster fluctuations” of Ag–Se at low phonon frequencies. These low-frequency optical phonons can provide additional channels of phonon scattering, which prevents the normal transport of acoustic phonons with close frequencies, and thus leads to low thermal conductivity.24 When indium is replaced by gallium, the ratio of binding forces changes. At the same time, we observe a decrease in thermal conductivity in the AgGayIn1−ySe2 system with an increase in the light Ga content in the y range from 0 to 0.5. The obtained extraordinary result can also be explained by the anharmonicity of crystal lattice vibrations, and the scattering of phonons on the GaIn defects which is significant when the Ga content is relatively low. In addition, experiments have observed the possibility of the formation of defects of GaAg interatomic substitution and the concomitant formation of VAg silver vacancies in AgGayIn1−ySe2.12 This is a widespread defect in chalcogenides, that also occurs in LiGaS2 and LiInSe2.6,25 The effective ionic radius of Ga (0.47 Å) is significantly less than the effective ionic radius of silver (1.0 Å),26 and the energy threshold for the formation of such an effect is very low.24 In comparison, InAg defect is less likely to form, since the effective ionic radius of In (0.62 Å) is much larger than that of Ga. In this case, the decrease in lattice thermal conductivity can be partially explained by the scattering of phonons on the GaIn, GaAg and VAg defects. It can be assumed that the restructuring in the system ensures the formation of a more ordered structure at y = 0.7 after the immiscibility region, and the thermal conductivity increases as the content of light Ga in the solid solution increases and the total mass decreases at y > 0.7.
For solid solutions LixAg1−xGaSe2 and LixAg1−xInSe2 an analysis that allows us to find the optimal combination of the thermal conductivity kL values with the second harmonic generation coefficient and the band gap has been performed (Fig. 5 and Table S2†). For the LixAg1−xGaSe2 series the composition x = 0.8 can be selected, for which the maximum coefficient dij = 43 pm V−1 is observed, the band gap Eg = 2.22 eV and the thermal conductivity kL = 3.06 W m−1 K−1. For the LixAg1−xInSe2 series a significant increase in thermal conductivity occurs with an increase in the band gap. It is also possible to select the composition x = 0.81, for which the coefficient dij = 26.3 pm V−1, the band gap Eg = 2.27 eV and the thermal conductivity kL = 3.41 W m−1 K−1. Fig. 5 highlights the areas, where kL, dij, and Eg parameters are optimally combined for (a) LixAg1−xGaSe2 and (b) LixAg1−xInSe2.
Another important parameter for NLO materials is birefringence Δn. At values of Δn = 0.03–0.10 the conditions of phase synchronism are realized in a wide wavelength range.6 However, to obtain such values a large anisotropy of the lattice is preferable, which in turn lowers the thermal conductivity due to the factor of increasing anharmonicity.11Fig. 5 shows the birefringence and thermal conductivity for LixAg1−xInSe2 and LixAg1−xGaSe2 systems.
We see that for the LixAg1−xGaSe2 system with a composition of x = 0.8, an optimal set of parameters kL, dij, and Eg is observed, but birefringence turned out to be insufficient: Δn < 0.01. To optimize this parameter, one needs to change the composition, reduce the lithium content x to 0.5 (Li0.5Ag0.5GaSe2), then the combination of characteristics will be as follows: dij = 26 pm V−1, Eg = 2.11 eV, kL = 2.14 W m−1 K−1, and Δn = 0.022. For the LixAg1−xInSe2 system the found optimum of the characteristics kL, dij, and Eg with a composition x = 0.81 includes a completely satisfactory value Δn = 0.056 for a wide range of phase synchronism (from 2 to 13 microns).6
According to the calculations given in this work, in the AgGayIn1−ySe2 the composition AgGa0.5In0.5Se2 has a thermal conductivity of 0.9 W m−1 K−1 and an SHG coefficient of d36 = 41 pm V−1.27 The combination of these properties is approximately the same as that of AgGaSe2, indicating that AgGa0.5In0.5Se2 would be an IR NLO material with balanced performance.
Laser flash measurements at a given temperature T are carried out in a series of two laser “flashes” with an interval of 3 minutes after thermostating the sample on an automated LFA-427 device from NETZSCH (Germany) a high-purity argon atmosphere (99.992) in the temperature range 23–300 °C. The description of the measurement method and the experimental setup are presented in ref. 29 and 30. It is important to note that all samples had the same thickness since thickness is an important parameter for the laser “flash” method.
Based on the laser flash method, we determine the thermal conductivity of LiInSe2, LiGaSe2, Li0.8Ag0.2InSe2, Li0.5Ag0.5GaSe2, AgGaSe2, AgInSe2 crystals. Table S1† shows the values of thermal conductivity, heat capacity and density of the listed crystals. In ref. 31, the experimental heat capacities of LiInS2, LiInSe2, LiGaS2, LiGaSe2 and LiGaTe2 crystals in the temperature range of 180 to 460 K were obtained.31 The thermal conductivity values of AgGaSe2 and AgInSe2 are taken from other sources.32,33
2. In complex compounds it is important to understand which phonon frequencies are formed by vibrations of one or another atom of the compound. For example, LiGa(In)Se2 vibrations of very light lithium atoms form the optical branch of the phonon spectrum. Optical phonons, as a rule, do not create significant thermal resistance in this compound. 100% replacement of lithium with heavy silver changes the picture—silver will participate in the formation of the acoustic branch of phonons along with Se and other heavy elements.
3. The found patterns of kL dependence on mass, bond length between atoms, and electronegativity of atoms allow us to navigate in the process of searching for new chalcogenide crystals with an optimal set of parameters that allow them to be effectively used as a frequency converter of laser radiation in the IR range.
4. In two systems of solid solutions LixAg1−xInSe2 and LixAg1−xGaSe2, the compositions Li0.5Ag0.5GaSe2 and Li0.81Ag0.19InSe2 were found to provide a balanced combination of the parameters kL, dij, Eg, and Δn. A sufficiently high value of their thermal conductivity provided high optical stability: 1 GW and 0.4 GW for Li0.5Ag0.5GaSe2 and Li0.81Ag0.19InSe2, respectively (τ = 0.5 ns and λ = 1.064 μm).34,35 In AgGayIn1−ySe2, AgGa0.5In0.5Se2 is predicted to be an IR NLO material with balanced performance.
The results of this work demonstrate not only an effective strategy, but also determine research directions in the search for crystals with balanced NLO characteristics in the mid-IR range, including high thermal conductivity, which plays a crucial role in LIDT enhancement in IR NLO crystals.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4qi02886d |
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