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Predicting thermal expansion in framework compounds using a charge interaction index

Xin Chena, Qilong Gao*a, Kaiyue Zhaoa, Yongqiang Qiaoa, Andrea Sansonb, Qiang Suna, Juan Guoa, Shogo Kawaguchic, Erjun Lianga and Jun Chend
aKey Laboratory of Materials Physics of Ministry of Education, School of Physics, Zhengzhou University, Zhengzhou, 450001, China. E-mail: qilonggao@zzu.edu.cn
bDepartment of Physics and Astronomy, Department of Management and Engineering, University of Padua, Padova I-35131, Italy
cRIKEN SPring-8 Center, Sayo-gun, Hyogo 679-5148, Japan
dBeijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing 100083, China

Received 19th May 2025 , Accepted 6th August 2025

First published on 7th August 2025


Abstract

The precise regulation of thermal expansion is a crucial and challenging topic with significant industrial and technological implications. We propose a charge interaction index (CII) to relate thermal expansion to chemical composition. Using A2M3O12 compounds as a case study, we show the validity of this parameter through experimental verification. Through first principles calculations, the charge density, potential well curves, and Grüneisen parameters of A2Mo3O12 (where A = Al, Sc, and Y) were extracted. These calculations revealed that the CII value correlates strongly with the transverse thermal vibrations of bridging O atoms and, in turn, the low-frequency phonon modes possessing negative Grüneisen parameters. Three representative component designs, Sc1.6(MgTi)0.2Mo3O12, In2Mo2.5W0.5O12, and (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12, were synthetized. As predicted, synchrotron XRD as a function of temperature showed that In2Mo2.5W0.5O12, which has the minimum CII value, exhibits negative thermal expansion behavior, while (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12, with the maximum CII value, displays positive thermal expansion. This work establishes a simple and effective strategy to engineer thermal expansion properties in open-framework materials through the CII idea.


Introduction

Slight changes in the coefficient of thermal expansion (CTE) of components or equipment can often reduce their performance and lifespan in various industrial and technological fields, such as advanced electronic devices, biomedical materials, or micro-mechanical components. Negative thermal expansion (NTE) materials offer significant potential in fine-tuning thermal expansion.1,2 NTE, as a unique physical property, originates from the interplay between the anharmonic effects of chemical bonds and other contributing factors.3–7 These factors are related to electrons, spins, and phonons, which contribute to the diversity of NTE materials.8–13 For example, NTE is caused by the magnetovolume effect in magnetic materials, such as Invar alloys like Fe65Ni35,14,15 Mn3(Cu1−xGex)N,16 and La(Fe,Si,Co)13;17 charge transfer phenomena lead to significant volume contraction in ABO3-type perovskites such as BiNiO3,3 or perovskite-like materials such as LaCu3Fe4O12;18 in PbTiO3-based compounds spontaneous volume ferro-electrostriction leads to the lattice contraction.19 The NTE of these materials bears a strong connection to shifts in their electronic structure. Additionally, low-frequency phonons play a dominant role in open framework NTE compounds, which feature a weak interplay between electronic and lattice degrees of freedom. Examples include ZrW2O8,20 ScF3,21 and Ag3[Co(CN)6].22 Compared to NTE compounds driven by electronic structure changes, open framework NTE materials, where low-frequency phonons play a dominant role, have garnered widespread attention due to their broader temperature ranges for NTE. For example, ZrW2O8 and CaZrF6 exhibit pronounced isotropic NTE (ZrW2O8: 0.3–1050 K; CaZrF6: 10–1173 K);20,23 MOF-5 has also been found to display a strong NTE behavior (−39.3 × 10−6 K−1, 80–500 K).24 The precise regulation of thermal expansion is a key topic for achieving various practical applications and remains a challenging problem. In open framework NTE compounds, the primary methods for controlling thermal expansion include chemical substitution and the incorporation of guest molecules or ions.

Chemical substitution stands as the most traditional and commonly employed approach. For instance, the CTE in ZrV2−xPxO7 decreases as the P content increases.25 Furthermore, in MPt(CN)6 compounds where M represents Mn, Fe, Co, Ni, Cu, Zn, or Cd, the thermal expansion characteristics are strongly linked to the size of the M2+ cation.26 However, due to constraints such as system compatibility and the ionic radius of substituting elements, chemical substitution is not always effective. Take ZrW2O8, a widely researched material, for instance—chemical substitution has only a restricted impact on regulating thermal expansion.27–29 Furthermore, inserting guest molecules or ions has proven effective for tuning the thermal expansion behavior of fluorides and cyanides. For example, in ScF3, partial chemical substitution of Sc with Li and Fe can modulate thermal expansion;30 the CTE of single-network Cd(CN)2 has been adjusted from negative to positive via CCl4 occupancies;31 similar results also exist in Fe3[Co(CN)6]2 by intercalating CO2.32 However, it is important to note that these methods are applicable only to specific systems and are generally ineffective in oxides due to their structural characteristics. To date, no documented cases have been found regarding the successful regulation of thermal expansion in oxides via these methods. Given that oxides constitute the majority of NTE materials, it is crucial to develop new predictive and control strategies for thermal expansion.

Efforts to accurately design and predict thermal expansion behavior have already begun. For example, Sanson demonstrated that, by adjusting lattice parameters, the single-well potential related to the rotation of atomic polyhedra (or to the transverse atomic vibrations) can be changed into a double-well potential or fourfold anharmonic potential, thereby decreasing or increasing NTE, respectively.33 Additionally, our group has introduced average atomic volume (AAV) and average effective electronegativity to predict the NTE behavior and phase transition temperatures.34,35

As for open framework oxide NTE materials, it is widely accepted that the larger the anisotropy of bridge atom vibrations, or the more prominent the transverse vibrations, the more pronounced the NTE behavior of the material.36–39 The key point to note here is what determines the ability of bridge atoms to vibrate laterally. Naturally, two factors come to mind. One is the free vibration space of bridge atoms, which can be quantified by the concept of AAV.34 The second factor is the force exerted by adjacent metal atoms on the bridge atoms, which can be of Coulomb nature. Therefore, we explore whether a strong correlation exists between charge interaction and thermal expansion. Given the flexibility in chemical composition design and the extensive thermal expansion experimental data available, we use the A2M3O12 family as a case study and propose a Charge Interaction Index (CII) which is somehow correlated with the Coulomb interaction acting on O atoms. The CII value can be controlled by adjusting the chemical composition.

First, the CII values of the A2M3O12 compounds were calculated to establish the relationship between CII values and CTE. Subsequently, first principles calculations were performed on materials with different thermal expansion behavior, including positive thermal expansion (PTE) (Al2Mo3O12), weak NTE (Sc2Mo3O12), and strong NTE (Y2Mo3O12), to analyze their electronic structures, energies, and phonon vibrations. These calculations helped validate the CII concept from a theoretical perspective. Finally, based on chemical modifications to the A-site, B-site, and high-entropy structures, we designed and synthesized Sc1.6(MgTi)0.2Mo3O12, In2Mo2.5W0.5O12, and (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12. The intrinsic thermal expansion and underlying mechanisms were comprehensively analyzed using temperature-dependent synchrotron X-ray diffraction (SXRD).

Results and discussion

In A2M3O12-based materials, the NTE is typically associated with the transverse vibrations of the bridging O atom, which is excited by low-frequency phonons. Specifically, the larger the amplitude of these transverse vibrations, the more pronounced the NTE.40,41 In this work, we introduce a new parameter, the “Charge Interaction Index” (CII), to quantify the degree of constraint imposed on the bridging O atoms by the two adjacent metal atoms (Fig. 1a). We acknowledge that this CII does not represent the Coulomb interaction between atoms, as it merely accounts for the total electric charge present. However, it remains a parameter related to the charge interaction and, most importantly, as we will see later, it proves to be highly effective despite lacking a directly interpretable physical meaning. For A2M3O12, the CII is defined as:
 
image file: d5sc03604f-t1.tif(1)
or more precisely as:
 
image file: d5sc03604f-t2.tif(2)
where xi and yj represent the fractional content of the ith element at the A-site and of the jth element at the B-site, respectively. By incorporating the form of Coulomb's law (Z1Z22/r2) into eqn (2),42 a more specific representation of CII is obtained:
 
image file: d5sc03604f-t3.tif(3)
where Z is the valence state and r is the ionic radius (Table S1).43 Based on extensive literature data, the CTE values for molybdates and tungstates have been graphed against CII as shown in Fig. 1b (Table S2). The results indicate that the CTE increases with increasing CII, with a critical point distinguishing NTE from PTE emerging at a CII value of about 2.64 Å−2. Even more interestingly, the relationship between the CII and CTE appears to be more effective than that between the AAV and CTE (Fig. S1), thus demonstrating how the CII is truly relevant for predicting thermal expansion behavior.

image file: d5sc03604f-f1.tif
Fig. 1 (a) The crystalline structure of orthorhombic A2M3O12. (b) Schematic diagram illustrating the relationship between CTE and CII values. The round ball represents the CTE reported in the reference, while the asterisk represents the CTE reported in this study.

To reveal the relationship between CTE and CII, first principles calculations have been conducted on Al2Mo3O12, Sc2Mo3O12, and Y2Mo3O12,44–46 which exhibit large, medium, and small CII values, respectively. As shown in Fig. S2, the charge density of A-site ions is small, indicating that Al, Sc, and Y have nearly lost three valence electrons, and the A–O bonds are characterized by ionic bonding. To compare the strength of the three A–O bonds, the potential wells for the O atoms have been calculated by transversely shifting the O atoms (Fig. 2a). Among the three compounds, the energy change of the Al–O bond is the most significant when the displacement is altered, followed by Sc2Mo3O12 and Y2Mo3O12. This means that the shift of the O atom is most difficult in Al2Mo3O12 and easiest in Y2Mo3O12. Since NTE is related to the transverse vibrations of O atoms, the easier movement of O atoms in Y2Mo3O12 indicates a greater tendency to exhibit stronger NTE.


image file: d5sc03604f-f2.tif
Fig. 2 (a) Potential well of the O atom moving transversely in A2Mo3O12 (A = Al, Sc, and Y). (b–d) The Grüneisen parameters graphed against vibrational frequency for (b) Al2Mo3O12, (c) Sc2Mo3O12, and (d) Y2Mo3O12. The insets of panels (b)–(d) show the eigenvectors of low-frequency mode related to coupling rotation between polyhedra.

The thermal expansion of framework-structured compounds, where phonon contribution to NTE is very important, bears a close connection to the mode Grüneisen parameters (γi); the more negative the γi are, the greater their contribution to NTE. As depicted in Fig. 2b and c, we derived the γi of all phonon modes at zero wave vector and converted them into a point density plot covering the low-frequency range (0–300 cm−1). Compared to Al2Mo3O12 and Sc2Mo3O12, Y2Mo3O12 contains the largest quantity of modes with negative γi, leading to the most pronounced NTE. Moreover, the mode of coupling rotation between polyhedra, which results in NTE in framework materials, exhibits a gradual decrease in frequency from Al2Mo3O12 to Sc2Mo3O12 and Y2Mo3O12 (as shown in the insets of Fig. 2b–d), which is consistent with the difficulty of oxygen atom displacement (Fig. 2a).

To further verify the correlation between CII and CTE, the CII value has been artificially regulated by designing the formula of A2M3O12. Specifically, the Sc1.6(MgTi)0.2Mo3O12 and In2Mo2.5W0.5O12 compounds were designed and synthesized to investigate the effects of the A-site and M-site, respectively.

For Sc1.6(MgTi)0.2Mo3O12, the orthorhombic structure with a Pnca space group was well fitted to the room temperature SXRD pattern (Fig. 3a), yielding lattice parameters of a = 9.5905(2) Å, b = 13.1721(3) Å, and c = 9.4972(2) Å, and a unit cell volume of 1199.755(5) Å3 (Table S3). Variable temperature SXRD patterns have been collected from 300 K to 1000 K to extract the intrinsic thermal expansion (Fig. S3), revealing no phase transition across the entire tested temperature range. Anisotropic thermal expansion was observed in Sc1.6(MgTi)0.2Mo3O12 (Fig. 3b), with PTE along the b-axis (αb = 6.51 × 10−6 K−1) and NTE along the a and c-axes (αa = −3.30 × 10−6 K−1 and αc = −5.32 × 10−6 K−1). Overall, a zero thermal expansion (ZTE) behavior was achieved, with a volumetric CTE (αv) of −2.11 × 10−6 K−1 over the range of 300–1000 K. Notably, the ZTE temperature range of Sc1.6(MgTi)0.2Mo3O12 exhibits significant advantages over that of many known ZTE compounds, such as Mn3Fe0.2Co0.2Ni0.2Mn0.2Cu0.2N (0.72 × 10−6 K−1, 10–180 K),47 CoHfF6 (−1.32 × 10−6 K−1, 350–573 K),48 KMnInMo3O12 (1.66 × 10−6 K−1, 300–900 K),49 K0.5Bi0.5TiO3 (373–573 K),50 and CrVMoO7 (−1.92 × 10−6 K−1, 100–240 K; 2.28 × 10−6 K−1, 240–473 K).51


image file: d5sc03604f-f3.tif
Fig. 3 (a) Refinement result of Sc1.6(MgTi)0.2Mo3O12 at 300 K. (b) Temperature dependence of lattice constants and unit cell volume. (c) Structure diagram of Sc1.6(MgTi)0.2Mo3O12 viewed along the b-axis. (d) Variation of dihedral angles θ1 and θ2 with temperature. (e) Structure diagram of Sc1.6(MgTi)0.2Mo3O12 viewed along the c-axis. (f) Variation of the dihedral angle θ3 with temperature.

The temperature dependence of bond angles was analyzed to investigate the NTE mechanism of Sc1.6(MgTi)0.2Mo3O12. As shown in Fig. 3c, the Sc(Mg/Ti)O6 octahedra and MoO4 tetrahedra are connected by O atoms, forming intersecting chains within the ac plane. With increasing temperature, θ1 (the Sc(Mg/Ti)–Mo1–Sc(Mg/Ti) angle) exhibits a notable decrease, whereas θ2 (the Sc(Mg/Ti)–Mo2–Sc(Mg/Ti) angle) shows a slight increase (Fig. 3d). This structural adjustment leads to a contraction of the chain-like structure, corresponding to NTE along the ac plane. Along the c-axis, Sc(Mg/Ti)O6 octahedra and MoO4 tetrahedra are bridged by O3 atoms, forming chains that extend along the b-axis (Fig. 3e), with adjacent chains connected by O6 atoms. The increase in θ3 with temperature explains the expansion along the b-axis (Fig. 3f).

In2Mo2.5W0.5O12 is the second example, exhibiting P21/c symmetry at room temperature. SXRD measurements were performed on In2Mo2.5W0.5O12 (300–1000 K) (Fig. S4). As the temperature increases to 600 K, the intensity of the characteristic peaks associated with the monoclinic phase significantly diminishes, and new peaks emerge at their shoulders. Upon further heating to 620 K, the characteristic peaks of the monoclinic phase disappear (Fig. S4). A phase transition from monoclinic to orthorhombic is indicated by Rietveld refinement of the SXRD data (Fig. 4a). Furthermore, a weak endothermic peak detected in the differential scanning calorimetry (DSC) curve at 600 K verifies the occurrence of the phase transition (Fig. S5 and Table S4). The monoclinic phase exhibits PTE, while the orthorhombic phase shows anisotropic thermal expansion behavior, with αa = +5.12 × 10−6 K−1, αb = −3.68 × 10−6 K−1, and αc = −5.54 × 10−6 K−1 (Fig. 4b and S6). Overall, the volume decreases with increasing temperature, with a volumetric CTE of −4.11 × 10−6 K−1 (Fig. 4b). Similar to Sc1.6(MgTi)0.2Mo3O12, the decrease in θ1 and the slight increase in θ2 contribute to the contraction of the b- and c-axes, while the increase in θ3 is the primary driver of the PTE along the a-axis (Fig. S7).


image file: d5sc03604f-f4.tif
Fig. 4 (a) Rietveld refinement of SXRD data for In2Mo2.5W0.5O12 at 620 K. (b) Temperature dependence of the lattice constants and volume in the 600–1000 K range. (c) Rietveld refinement of SXRD data for (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12 at 430 K. (d) Temperature dependence of the lattice constants and volume in the 430–900 K range.

As the third example, we designed and synthesized the high-entropy oxide (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12. By analyzing the temperature-dependent diffraction peaks, we identified a phase transition from the monoclinic (P21/c) to the orthorhombic phase (Pnca) in (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12 (Fig. 4c and S8, Table S5). As shown in Fig. 4d, the orthorhombic phase exhibits PTE, with a volumetric CTE of 3.63 × 10−6 K−1. This behavior results from the combined effects of the a, b, and c axes (αa = −1.89 × 10−6 K−1, αb = +5.99 × 10−6 K−1, and αc = −0.52 × 10−6 K−1). The thermal expansion behavior of (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12 can also be explained in terms of its crystal structure. As illustrated in Fig. S11, as the temperature increases, variations in θ1, θ2, and θ3 correspond to contraction along the a and c axes and expansion along the b axis.

In summary, returning to the concept of CII, it is proposed as a perspective for understanding how to control and design the CTE in framework materials. The precise regulation of thermal expansion indeed remains a key scientific challenge. Although NTE has been explored in recent years, our ability to control thermal expansion is still limited.8 In framework compounds, it is well accepted that structural flexibility determines thermal expansion.34 In this work, we found that the CII can reflect structural flexibility. Thus, we adopt this idea to quantify and design CTE based on chemical composition. The relationship between CII and thermal expansion seems to be more distinct than that between AAV and thermal expansion, at least for the family of A2M3O12 compounds investigated here. First, using the A2M3O12 system, where more experimental thermal expansion data are available, we identified a critical CII value of about 2.64 Å−2, below which NTE occurs, and above which PTE is observed. Further theoretical calculations also indicate that a smaller CII correlates with reduced energy required for the transverse shift of bridging O atoms, leading to more low-frequency phonon modes with negative Grüneisen parameters. Second, we designed three representative experimental examples: Sc1.6(MgTi)0.2Mo3O12, In2Mo2.5W0.5O12, and (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12, which exhibited volumetric CTE values of −2.11 × 10−6 K−1, −4.10 × 10−6 K−1, and +3.63 × 10−6 K−1, respectively. These values closely match the CTE predictions based on the CII (−1.87 × 10−6 K−1, −5.12 × 10−6 K−1, and +3.64 × 10−6 K−1), providing strong evidence of its effectiveness.

The CII concept incorporates the effects of ionic radii and charge, similar to bond strength. However, when applied to other systems, the critical value may vary due to differences in ionic radii, limiting its universality. Additionally, crystal symmetry plays a crucial role in structural flexibility.52 It is important to note that the A2M3O12 system studied here has the same orthorhombic phase. Therefore, when extending the CII idea to other oxide systems, symmetry must also be considered. For example, the CTE of α-HfW2O8 is −26.4 × 10−6 K−1 (90–468 K), whereas that of β-HfW2O8 is −16.5 × 10−6 K−1 (468–560 K),53 highlighting the influence of crystal symmetry. The current CII concept is based on the role of bridging O atoms and may also be applicable to other systems, such as fluorides or cyanides. It should be noted that this concept of CII is not applied to the role of guest insertion (CO2 and CCl4) in the thermal expansion. The original intention of the concept of CII is to design and assess the coefficient of thermal expansion in framework materials rapidly, based on the chemical composition. In this work, we used the A2M3O12 system as a case study to establish the relationship between the CII and thermal expansion. We hope that future developments of the CII concept will integrate all framework compounds, ultimately serving as a more general parameter for guiding the precise regulation of thermal expansion in these materials.

Conclusion

This work introduces the CII as a strategic parameter for achieving precise control over thermal expansion in open-framework A2M3O12 materials. A strong structure–property relationship was identified between CII values and CTE, where a larger CII value corresponds to a more pronounced NTE effect. First principles calculations on Al2Mo3O12, Sc2Mo3O12, and Y2Mo3O12 were conducted to investigate the underlying factors influencing their thermal expansion behavior, validating the CII concept from a theoretical perspective. By analyzing the transverse movement of O atoms, the potential wells were calculated, revealing the ease of lateral atomic vibrations. Y2Mo3O12, with the smallest CII value, exhibits the flattest potential well curve, facilitating transverse O vibrations and aligning with its strong NTE behavior. Additionally, the Grüneisen parameters of all phonon modes indicate that Y2Mo3O12 has more vibrational modes contributing to NTE compared to Al2Mo3O12 and Sc2Mo3O12, further elucidating the observed differences in their thermal expansion behavior. To further validate the CII idea, Sc1.6(MgTi)0.2Mo3O12, In2Mo2.5W0.5O12, and (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12 were synthesized and characterized. Their thermal expansion behavior was studied using variable-temperature synchrotron XRD, which confirms that In2Mo2.5W0.5O12, with the smallest CII value, exhibits NTE behavior, while (Al0.2Sc0.2Fe0.2Ga0.2Cr0.2)2W3O12, with the largest CII value, exhibits PTE. This work establishes the CII as a useful parameter for estimating the potential for transverse thermal vibrations in bridge-chain atoms, offering a new approach for the precise regulation of NTE in framework materials.

Author contributions

Qilong Gao initiated and designed the research. Xin Chen synthesized the samples and measured and analysed the SXRD data. Kaiyue Zhao and Qiang Sun performed the first principles calculations. Yongqiang Qiao, Juan Guo and Shogo Kawaguchi measured and helped to analyse the data. Andrea Sanson, Erjun Liang and Jun Chen discussed and commented on the manuscript. Qilong Gao, Xin Chen and Andrea Sanson discussed and wrote the manuscript. Qilong Gao guided the projects.

Conflicts of interest

The authors declare no competing financial interests.

Data availability

The data that support the findings of this study are available from the corresponding author upon reasonable request.

Supplementary information includes details of the experiment and calculation, variable temperature SXRD data, TG and DSC data, ionic radii used in the paper, the calculated CII value, and the structure parameters. See DOI: https://doi.org/10.1039/d5sc03604f.

Acknowledgements

This work was supported by the National Natural Science Foundation of China (Grant No. 22471246 and 12374032) and Natural Science Foundation of Henan Province (No. 252300421038 and 242300421376). The SXRD experiments were performed at the BL02B2 of SPring-8 with the approval of the Japan Synchrotron Radiation Research Institute (JASRI; proposal no. 2024B1628). All calculations were supported by the National Supercomputing Center in Zhengzhou.

Notes and references

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