Abstract
Magnetic refrigeration (MR) is a method of cooling matter using a magnetic field. Traditionally, it has been studied for use in refrigeration near room temperature; however, recently MR research has also focused on a target temperature as low as 20 K for hydrogen liquefaction. Most research to date has employed high magnetic fields (at least 5 T) to obtain a large entropy change, which requires a superconducting magnet and, therefore, incurs a large energy cost. Here we propose an alternative highly efficient cooling technique in which small magnetic field changes, Δμ0H ≤ 0.4 T, can obtain a cooling efficiency of −ΔSM/Δμ0H = 32 J kg−1K−1T−1, which is one order of magnitude higher than what has been achieved using typical magnetocaloric materials. Our method uses holmium, which exhibits a steep magnetization change with varying temperature and magnetic field. The proposed technique can be implemented using permanent magnets, making it a suitable alternative to conventional gas compression–based cooling for hydrogen liquefaction.
Subject terms: Ferromagnetism, Magnetic properties and materials
Magnetic refrigeration offers a promising alternative to gas cycle cooling; however, it is typically hampered by the need for large magnetic fields. Here, the authors demonstrate that holmium can exhibit a large magnetic caloric effect while requiring only small magnetic fields.
Introduction
Energy storage is a key issue that needs to be addressed for widespread adoption of renewable energy resources. In this regard, liquid hydrogen is widely expected to serve as medium for storing renewable energy resources; however, at present, the gas (helium or hydrogen) compression cycle cooling technique widely used for liquefaction of hydrogen suffers from high operational costs1.
Magnetic refrigeration (MR) is an alternative refrigeration technique to gas compression2. MR, which is a method for cooling matter using a magnetic field, was discovered more than 100 years ago3,4. For the past 50 years, MR has been intensively studied for applications involving near room temperature refrigeration5. More recently, researchers in the field of MR have started focusing on lower target temperatures—especially, for the purpose of hydrogen liquefaction, which requires cooling hydrogen gas to a condensation temperature of 20 K2. MR cools matter by using magnetic entropy changes that occur when a magnetic field is applied, a phenomenon termed as magnetocaloric effect (MCE)6. MCE, also known as adiabatic diamagnetization among low temperature physicists7, is quantified by the thermodynamic formula based on the Maxwell relation:
1 |
where ΔSM is the magnetic entropy change during magnetic field (H) change from H1 to H2 and M is the magnetization. The adiabatic temperature change defined by ΔT ≡ ΔSM/C (C is the specific heat) is also an important quantity to evaluate MR efficiency of a material.
A large ΔSM translates to a large change in magnetization with change in temperature. Thus, usually ferromagnetic (FM) materials at their Curie temperature TC are considered for MR applications. Figure 1a shows a simple MR cycle A → B → C → A of a model FM material. The largest reduction of magnetic entropy is achieved with magnetic fields where the Zeeman energy is comparable to the thermal energy at TC. The required magnetic field is more than several Teslas in the temperature range between the hydrogen (20.3 K) and nitrogen (77 K) liquefaction temperatures. As a result, the use of stronger magnetic fields, with larger ΔSM in FM materials has been considered more suitable for hydrogen liquefaction, despite the energy cost of generating the magnetic field increasing steeply in proportion to the square of the field amplitude.
Several candidate MR materials have been proposed for hydrogen liquefaction. For example, HoB2 has been recently reported to have the largest MCE ΔSM = 40.1 J kg−1 K−1 among MR materials with a phase transition near the hydrogen liquefaction temperature8. RB4 (R = Dy, Ho) have also been recently reported to show a large magnetic entropy change achieved by a strong coupling between spin and quadrupolar degrees of freedom9. However, high magnetic fields of at least 2 T are necessary to obtain a large entropy change, which requires use of a superconducting magnet and, consequently, increases energy costs significantly.
Magnetic materials exhibiting a large magnetization jump (meta-magnetization) show a large magnetic entropy change ΔSM in a narrow magnetic field range. The magnetization change achieved in a minor cycle, A′ → B′ → C′ → A′, using a tiny field change can be almost identical to that obtained in the major A → B → C → A cycle (shown in Fig. 1b) and can cause a sufficient MR effect. There are some examples showing a large magnetization change in a narrow magnetic field range; for example, rare-earth inter metallic ErCo210 and oxide ceramic (Sm0.5Gd0.5)0.55Sr0.45MnO311. In both cases, however, it is necessary to apply a magnetic field higher than 3 T to change the magnetization. In this study, we show that the rare-earth single metal holmium (Ho) exhibits a large magnetization change in a magnetic field lower than 1 T for temperatures ranging from 20 to 50 K. The critical field, μ0Hc, which results in a large magnetization change is much smaller than that generated by a superconducting magnet. For example, μ0Hc = 0.2 T at T = 20 K, and μ0Hc = 1.0 T at T = 50 K. A large change can also be driven by a small variation in magnetic field Δμ0H ≤ ~ 0.4 T at each μ0Hc. Consequently, a large MCE can be driven by a small variation in the magnetic field, allowing for MR with considerably reduced energy costs.
Results and discussion
Magnetic entropy change
Ho is known as an antiferromagnetic (AFM) material with a helicoidal spin structure12–15. The phase transition from the paramagnetic to AFM helicoidal phases occurs at T = 132 K, which is followed by appearance of the ferromagnetic phase below T = 20 K in zero magnetic field12. The MCE of Ho in a strong magnetic field (6 T) has been reported previously16. However, in some AFM cases, such as Ho, a large and steep magnetization change, caused by the metamagnetic transition, occurs even when a small magnetic field is applied.
Such steep and large magnetization changes are observed in Ho single crystals when a magnetic field is applied along the hexagonal direction (Fig. 2). The changes are caused by the metamagnetic phase transition corresponding to a magnetic structure change from the spiral structure (spin-slip structure) to the FM (T < 10 K) or the other spiral structure (T > 10 K)17,18. The field-induced spiral structure, called the helifan structure, which has many propagation vectors including the higher harmonics, possesses a uniform magnetization with M = 3 T at T = 10 K, which is described in detail elsewhere19,20. It is important to note that the steep magnetization change occurs with a tiny magnetic field change at each temperature. The spin arrangement is therefore drastically changed only in the narrow field region.
From the magnetization at various temperatures shown in Fig. 2, we estimated the magnetic entropy change, ΔSM(μ0H1, μ0H2), induced by changing the magnetic field from μ0H1 to μ0H2. Figure 3 shows ΔSM(0, μ0H) for the case when the magnetic field increases from zero. It can be seen that ΔSM(0, μ0H) remains almost zero below the metamagnetic transition field μ0Hc; then, it abruptly decreases at μ0Hc and again becomes constant. The magnitude of ΔSM(0, μ0H = 2 T) is roughly −10 J kg−1 K−1 at μ0H = 2 T. The relative cooling parameter was estimated to ~0.5 kJ/kg at μ0H = 2 T (see also in Supplementary Fig. 3). This magnitude is comparable to ΔSM(0, μ0H = 2 T) for the typical magnetocaloric material HoAl2 and is much smaller than the ΔSM(0, μ0H = 9 T) of −28 J kg−1 K−1 for that same material. It is, however, too hasty to conclude that Ho is inferior to HoAl2, because the increase of ΔSM(0, μ0H) with magnetic field is gradual despite the fact that the energy cost of generating a magnetic field of 9 T is (9/2)2 times larger than that for 2 T.
In this context, it is valuable to introduce a new figure of merit: the magnetocaloric efficiency index, defined as −ΔSM(μ0H1, μ0H1 + Δμ0H)/Δμ0H. As shown in Fig. 4, −ΔSM(μ0H1, μ0H1 + Δμ0H)/Δμ0H of Ho is quite high only in the narrow range around μ0Hc(T). The height, ∣ΔSM∣/Δμ0H = 32 J kg−1 K−1 T−1, is one order of magnitude larger than that of HoAl2, as shown in the inset. This shows that MR can be made highly efficient not only by changing the magnetic field from zero but also by using the narrow range where the metamagnetic transition occurs. Needless to say, it is not practical if the absolute amplitude of the temperature change in a refrigeration cycle is too small in comparison with the temperature difference required for refrigeration devices, regardless of efficiency; hence, the actual temperature change caused by such magnetic field changes in Ho was examined next.
Direct measurement of temperature change
In order to confirm that an Ho sample is actually cooled/heated by the proposed process, we measured temperature change, ΔT, through a temperature sensor placed directly on the Ho sample (within the adiabatic condition). The measurement was performed after applying a small magnetic field of μ0Hac = 0.4 T on a bias magnetic field of μ0H0. The μ0H0 was changed from 0 to 1.6 T every 0.1 T. In the case of μ0H0 = 0.5 T, the sample temperature rose from 28.2 to 29.7 K when the magnetic field was changed from 0.5 to 0.9 T, and returning the field to 0.5 T returned the temperature to 28.2 K (see the inset of Fig. 5b). Such thermal cycles with amplitudes approximately 1–1.5 K were observed for the conditions μ0H0 ≤ μ0Hc ≤ μ0H0 + Δμ0H, whereas small temperature changes occurred under other conditions, as shown in Fig. 5b.
As mapped in Fig. 5a, the bias field conditions were in agreement with predictions from ΔSM(μ0H0, μ0H0 + Δμ0H) (Fig. 3). In other words, adjusting the bias field enables us to cool the sample by 1–1.5 K at any temperature between 20 and 50 K. The relative amplitudes of these temperature changes correspond to several percent of the initial temperature and are comparable to those of conventional MR materials that have been examined for commercial refrigerators21,22. On the other hand, their absolute amplitudes seem much smaller in comparison with the requirements to cool a gas at 77 K to the hydrogen liquefaction temperature range. To solve this problem, we must consider utilization methods that can apply the excellent performance observed in Ho in practical MR systems.
Practical system
In this section, we discuss a practical MR system that uses small magnetic field changes and Ho metal. The MR system called active magnetic regenerator (AMR) was introduced by Barclay and Steyert in 1982 (ref. 23). AMR refrigerator prototypes have been demonstrated using superconducting magnets (4–7 T)24. For the AMR system, it is necessary to distribute different types of magnetic materials that have different transition temperatures in order to obtain a large MCE in different temperature ranges (Fig. 6a)23,25.
We propose an AMR system with Ho as shown in Fig. 6b. Because the temperature at which ΔT reaches its maximum value significantly depends on the bias magnetic field μ0H0 in Ho (Fig. 5), the system can be realized by a combination of a fixed μ0H0 distributed in space and an oscillating field Δμ0H distributed in time. The MR system is composed of (i) some pairs of permanent magnets with different constant magnetic fields, (ii) magnetocaloric material (Ho) movable in its position inside the system, and (iii) refrigerant (helium gas). Helium is a gas even below 20 K and chemically inactive. Aligning pairs of permanent magnets, one can realize spatial distribution of the bias magnetic field μ0H0 from 0.2 to 1.2 T. To change the magnetic field, the whole magnetic material is moved horizontally (in the figure) to the nearest permanent magnet position so that Δμ0H = ±0.2 T. The magnetocaloric material is an assembly of small pieces of single crystals so that the gas refrigerant can flow among the pieces.
The operation of the system is performed as follows (Fig. 6c):
Moving the magnetocaloric material from the ith position to the neighboring permanent magnet adiabatically, one obtains additional magnetic field at the ith position, . Then, the temperature of the magnetocaloric material rises from the original value to due to the entropy change at position i. The additional quantity of heat expressed as is generated at the ith position.
The system is connected to one thermal bath (high-temperature side) and loses a total quantity of heat through the gas refrigerant flow. The temperature of the magnetocaloric material is returned to at the ith position.
After returning to the adiabatic condition, the magnetocaloric material is positioned back to the origin, resulting in magnetic field change at the ith position back to . Then, the temperature of the magnetocaloric material decreases from to . The additional quantity of heat at the ith position is .
The system is connected to the other thermal bath (low-temperature side) and loses heat , making the system temperature return to . Then, the system cools the thermal bath by .
In the present AMR system with Ho, it is not necessary to use different materials to obtain a large MCE at different positions. The temperature that shows a large ΔT can be varied by selecting the position of the material under different bias magnetic fields. The highest efficiency can be achieved in the wide temperature range from 20 to 50 K. In other words, the temperature dependence of ΔSM can be effectively flat and the value can be kept at a high level over the entire the temperature range. Actually, the level for Δμ0H = 0.4 T in Ho is comparable to ΔSM that is achieved by using a well-designed complex material (ErAl2)0.312/(HoAl2)0.198/(Ho0.5Dy0.5Al2)0.490 for Δμ0H of 3 T26. Furthermore, the temperature gradient can be actively adjusted by controlling the field magnitude in accordance with continuous temperature readings.
Potential materials
We also investigated what types of materials, other than Ho, can be used for the presented AMR system. The material should show steep magnetization change with varying temperature and magnetic field. ErCo2 is a known magnetocaloric material with a first-order magnetic phase transition, which has a large −ΔSM = 33 J kg−1 K−1 at 5 T10. Above the magnetic phase transition temperature of 32 K, ErCo2 shows a metamagnetic phase transition; for example, μ0Hc = 1.6 T at T = 35 K. The estimated maximum magnetocaloric efficiency index for ErCo2 is −ΔSM/Δμ0H = 29 J kg−1 K−1 T−1 at μ0H = 2 T and T = 36 K, which is comparable to the case of Ho. However, the field needed to achieve metamagnetism in ErCo2 above T = 36 K, such as μ0Hc = 3 T at T = 38.5 K and μ0Hc = 4.2 T at T = 42.5 K, might be too high to reach for permanent magnets.
Another rare-earth single metal, dysprosium (Dy), also shows metamagnetism with low phase transition fields (μ0Hc < 1.1 T) for the temperature range between 85 and 178.5 K27. The magnetization curve with increasing field in Dy is similar to that of Ho, apart from the temperature range. We therefore expect that Dy has a comparable −ΔSM/Δμ0H value and would be useful for the presented AMR system for cooling in a different temperature range. There are some other materials that show metamagnetism. In Co(S0.88Se0.12)2, the working temperature range is from 10 to 60 K, and the field required ranges from 2 to 7 T28,29. (Sm0.5Gd0.5)0.55Sr0.45MnO3 also shows a steep magnetization change for the temperature range from 70 to 120 K, and the critical field is from 1 to 6 T for this range11. Therefore, these materials are suitable for neither the proposed system nor for hydrogen liquefaction due to the high working temperature and the high magnetic fields required. We thus argue that Ho metal is one of the best materials to use for the proposed AMR system with the combination of a normal electromagnet and permanent magnets.
In summary, MR research has long concentrated on searching for materials that show a large entropy change in a strong magnetic field. Here, we have proposed a system in which a tiny magnetic field change Δμ0H ≤ 0.4 T on top of a small magnetic field μ0H0 < 1 T achieves efficient MR by using a material (holmium) that exhibits steep magnetization changes in a small magnetic field. It should be emphasized that the present work does not find a large conventional MCE corresponding to ΔSM in a high magnetic field. What we have presented in this paper is that a small change in magnetic field can achieve highly efficient MR by using materials with steep magnetization changes such as holmium. In addition, in the present system it is not necessary to use a superconducting magnet with large operational costs. The proposed technique is a suitable alternative to conventional gas compression–based cooling for hydrogen liquefaction and could become a standard technique for low-temperature MR. Finally, it is hoped that this work opens a new research field focused on low-field MR for realizing low-cost MR in the near future.
Method
A single crystal of Ho was purchased from the Crystal Base Company, Japan. The sample was cut into small pieces of 8 mg for magnetization measurement, and into plate-like shapes with dimensions of approximately 5 × 5 × 0.5 mm3 and mass of 276 mg for the thermal measurement. For measuring magnetization, we used the magnetic properties measurement system manufactured by Quantum Design (QD). For direct measurement of temperature change, a zirconium oxy-nitride thin-film thermometer called CernoxTM (CX-SD, Lake Shore Cryotronics) was placed on the large surface of a plate-shaped sample with a small amount of Apiezon N grease. The sample assembly was inserted into QD physical properties measurement system (PPMS). Temperature and magnetic field were controlled by the PPMS. The sample space was continuously pumped by a turbo pump, and the pressure was kept below 10−5 Pa (10−7 torr) to reach adiabatic conditions.
Supplementary information
Acknowledgements
This work was supported by JSPS KAKENHI (Grant No. 17KK0099 and 19H04400) and JST-Mirai Program, Japan (Grant No. JPMJMI18A3).
Author contributions
N.T. and H.M. carried out the magnetization measurements and the thermal measurements, analyzed the data, and wrote the manuscript.
Data availability
The data that support the plots within this paper and other findings of this study are available from the corresponding author upon reasonable request.
Competing interests
The authors declare no competing interests.
Footnotes
Peer review information Nature Communications thanks Hlil E. K and Jianli Wang for their contribution to the peer review of this work. Peer reviewer reports are available.
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Noriki Terada, Email: terada.noriki@nims.go.jp.
Hiroaki Mamiya, Email: mamiya.hiroaki@nims.go.jp.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-021-21234-z.
References
- 1.Cipriani G, et al. Perspective on hydrogen energy carrier and its automotive applications. Int. J. Hydrog. Energy. 2014;39:8482–8494. doi: 10.1016/j.ijhydene.2014.03.174. [DOI] [Google Scholar]
- 2.Numazawa T, Kamiya K, Utaki T, Matsumoto K. Magnetic refrigerator for hydrogen liquefaction. Cryogenics. 2014;62:185–192. doi: 10.1016/j.cryogenics.2014.03.016. [DOI] [Google Scholar]
- 3.Warburg E. Magnetische Untersuchungen. Uebereinige Wirkungen der Coercitivkraft. Ann. Phys. (Leipz.) 1881;249:141–164. doi: 10.1002/andp.18812490510. [DOI] [Google Scholar]
- 4.Weiss, P. & Piccard, A. Le phenomene magnetocalorique. J. Phys. (Paris), 5th Ser. 7, 103–109 (1917).
- 5.Gschneidner KA, Jr., Pecharsky VK. Thirty years of near room temperature magnetic cooling: where we are today and future prospects. Int. J. Refrig. 2008;31:945–961. doi: 10.1016/j.ijrefrig.2008.01.004. [DOI] [Google Scholar]
- 6.Franco V, Blázquez JS, Ingale B, Conde A. The magnetocaloric effect and magnetic refrigeration near room temperature: materials and models. Annu. Rev. Mater. Res. 2012;42:305–342. doi: 10.1146/annurev-matsci-062910-100356. [DOI] [Google Scholar]
- 7.Kurti N, Robinson FNH, Simon F, Spohr DA. Nuclear cooling. Nature. 1956;178:450–453. doi: 10.1038/178450a0. [DOI] [Google Scholar]
- 8.Baptista de Castro P, et al. Machine-learning-guided discovery of the gigantic magnetocaloric effect in HoB2 near the hydrogen liquefaction temperature. Nat. Asia Mater. 2020;12:35. doi: 10.1038/s41427-020-0214-y. [DOI] [Google Scholar]
- 9.Song, M. S., Cho, K. K., Kang, B. Y., Lee, S. B. & Cho, B. K. Quadrupolar ordering and exotic magnetocaloric effect in R B4 (R = Dy, Ho. Sci. Rep.10, 803 (2020). [DOI] [PMC free article] [PubMed]
- 10.Wada H, Tanabe Y, Shiga M, Sugawara H, Sato H. Magnetocaloric effects of Laves phase Er(Co1−x Nix)2 compounds. J. Alloy Compd. 2001;316:245–249. doi: 10.1016/S0925-8388(00)01305-0. [DOI] [Google Scholar]
- 11.Tomioka Y, Okimoto Y, Jung JH, Kumai R, Tokura Y. Critical control of competition between metallic ferromagnetism and charge/orbital correlation in single crystals of perovskite manganites. Phys. Rev. B. 2003;68:094417. doi: 10.1103/PhysRevB.68.094417. [DOI] [Google Scholar]
- 12.Rhodes BL, Legvold S, Spedding FH. Magnetic properties of holmium and thulium metals. Phys. Rev. 1958;109:1547–1550. doi: 10.1103/PhysRev.109.1547. [DOI] [Google Scholar]
- 13.Strandburg DL, Legvold S, Spedding FH. Electrical and magnetic properties of holmium single crystals. Phys. Rev. 1962;127:2046–2051. doi: 10.1103/PhysRev.127.2046. [DOI] [Google Scholar]
- 14.Jensen J, Mackintosh AR. Helifan: a new type of magnetic structure. Phys. Rev. Lett. 1990;64:2699–2702. doi: 10.1103/PhysRevLett.64.2699. [DOI] [PubMed] [Google Scholar]
- 15.Gibbs D, Moncton DE, D’Amico KL, Bohr J, Grier BH. Magnetic X-ray scattering studies of holmium using synchrotron radiation. Phys. Rev. Lett. 1985;55:234–237. doi: 10.1103/PhysRevLett.55.234. [DOI] [PubMed] [Google Scholar]
- 16.Nikitin SA, Andreyenko AS, Tishin AM, Arkharov AM, Zherdev AA. Magnetocaloric effect in heavy rare-earth metals. Phys. Met. Metall. 1985;60:56–61. [Google Scholar]
- 17.Cowley RA, Jehan DA, McMorrow DF, Mcintyre GJ. Evidence for a devil’s staircase in holmium produced by an applied magnetic field. Phys. Rev. Lett. 1990;66:1521–1524. doi: 10.1103/PhysRevLett.66.1521. [DOI] [PubMed] [Google Scholar]
- 18.Jehan DA, McMorrow DF, Cowley RA, Mcintyre GJ. The magnetic structure of holmium in an easy-axis magnetic field. Europhys. Lett. 1992;17:553–558. doi: 10.1209/0295-5075/17/6/013. [DOI] [Google Scholar]
- 19.Jensen J. Theory of commensurable magnetic structures in holmium. Phys. Rev. B. 1996;54:4021–4032. doi: 10.1103/PhysRevB.54.4021. [DOI] [PubMed] [Google Scholar]
- 20.Jensen, J. & Macintosh, A. R. Rare Earth Magnetism: Structures and Excitations (Clarendon, 1991).
- 21.Moya X, Kar-Narayan S, Mathur ND. Caloric materials near ferroic phase transitions. Nat. Mater. 2014;13:439–450. doi: 10.1038/nmat3951. [DOI] [PubMed] [Google Scholar]
- 22.B Y, Liu M, Egolf PW, Kitanovski A. A review of magnetic refrigerator and heat pump prototypes built before the year 2010. Int. J. Refrig. 2010;33:1029–1060. doi: 10.1016/j.ijrefrig.2010.04.002. [DOI] [Google Scholar]
- 23.Barclay J. A. & Steyert, W. A. Active magnetic regenerator. US Patent No. 4,332,135 (1982).
- 24.Hirano N, et al. Development of magnetic refrigerator for room temperature application. Adv. Cryog. Eng. 2002;47:1027–1034. doi: 10.1063/1.1472125. [DOI] [Google Scholar]
- 25.Utaki, T., Nagawa, T., Yamamoto, T., Kamiya, K. & Numazawa, T. in Cryocoolers Vol. 14 (eds Miller, S. D. & Ross Jr., R. G.) 645–653 (Kluwer Academic/Prenum Publishers, 2007).
- 26.Hashimoto T, et al. New application of complex magnetic materials to the magnetic refrigerant in an Ericsson magnetic refrigerator. J. Appl. Phys. 1987;62:3873. doi: 10.1063/1.339232. [DOI] [Google Scholar]
- 27.Behrendt DR, Legvold S, Spedding FH. Magnetic properties of dysprosium single crystals. Phys. Rev. 1958;109:1544–1547. doi: 10.1103/PhysRev.109.1544. [DOI] [Google Scholar]
- 28.Adachi, K., Matsui, M. & Kawai, M. Further investigations on magnetic properties of Co(Sx Se1−x)2, (0 ≤ x ≤ 1). J. Phys. Soc. Jpn46, 1474–1482 (1978).
- 29.Wada H, Tanaka K, Tajiri A. Magnetocaloric effect of Co(Sx Se1−x)2. J. Magn. Magn. Mater. 2005;290-291:706–708. doi: 10.1016/j.jmmm.2004.11.343. [DOI] [Google Scholar]
- 30.Tamura R, Ohno T, Kitazawa H. A generalized magnetic refrigeration scheme. Appl. Phys. Lett. 2014;104:052415. doi: 10.1063/1.4864161. [DOI] [Google Scholar]
- 31.Baran S, Duraj R, Szytula A. Magnetocaloric effect and transition order in HoAl. Acta Phys. Polonica A. 2015;127:815–817. doi: 10.12693/APhysPolA.127.815. [DOI] [Google Scholar]
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Supplementary Materials
Data Availability Statement
The data that support the plots within this paper and other findings of this study are available from the corresponding author upon reasonable request.