Follow us on Wechat

用微信扫码二维码

分享至好友和朋友圈

Volume 11 Issue 3
May  2026
Turn off MathJax
Article Contents
Gao Chang, Zhang Shen, Fu Zhen-Guo, Huang Haijun, He X. T., Zhang Weiyan, Kang Wei. Effects of thermal exchange–correlation functional on thermodynamic quantities of warm dense beryllium[J]. Matter and Radiation at Extremes, 2026, 11(3): 037401. doi: 10.1063/5.0309424
Citation: Gao Chang, Zhang Shen, Fu Zhen-Guo, Huang Haijun, He X. T., Zhang Weiyan, Kang Wei. Effects of thermal exchange–correlation functional on thermodynamic quantities of warm dense beryllium[J]. Matter and Radiation at Extremes, 2026, 11(3): 037401. doi: 10.1063/5.0309424

Effects of thermal exchange–correlation functional on thermodynamic quantities of warm dense beryllium

doi: 10.1063/5.0309424
More Information
  • Corresponding author: a)Authors to whom correspondence should be addressed: hjhuang@whut.edu.cn and weikang@pku.edu.cn
  • Received Date: 2025-10-28
  • Accepted Date: 2026-01-16
  • Available Online: 2026-05-28
  • Publish Date: 2026-05-28
  • We report thermodynamic properties, including equation of state, principal Hugoniot, heat capacity, and Grüneisen parameter, for beryllium under density–temperature conditions of ρ = 3.0–9.0 g/cm3 and T = 5–10 000 eV, using an extended first-principles molecular dynamics method together with finite-temperature exchange–correlation functionals. Compared with zero-temperature exchange–correlation models, our results exhibit appreciable differences of about 3% in modeling the equation of state. Thermal excitations of K-shell electrons, delocalization of wave functions, and the merging of energy bands for beryllium along the Hugoniot curve are also presented. In addition to the application of these thermodynamic data to inertial confinement fusion and high-energy-density physics, our results may also serve as useful benchmarks for investigating thermal exchange–correlation effects on thermodynamic properties of warm dense matter, and further help to elucidate the mechanisms of inner-shell electron excitation.
  • Conflict of Interest
    The authors have no conflicts to disclose.
    Chang Gao: Investigation (equal); Writing – original draft (equal). Shen Zhang: Investigation (equal); Writing – original draft (equal). Zhen-Guo Fu: Data curation (supporting); Investigation (supporting). Haijun Huang: Conceptualization (equal); Investigation (equal); Writing – review & editing (equal). X. T. He: Investigation (supporting); Project administration (supporting); Supervision (supporting). Weiyan Zhang: Investigation (supporting); Project administration (supporting); Supervision (supporting). Wei Kang: Conceptualization (equal); Investigation (equal); Writing – review & editing (equal).
    Author Contributions
    H.H. and W.K. conceived the work. C.G. and S.Z. performed the calculations. C.G., S.Z., and Z.G.F. analyzed the data. C.G., S.Z., X.T.H., and W. Z. contributed to the interpretation of the data. C.G. and S.Z. wrote the paper. All co-authors commented critically on the manuscript.
    Chang Gao and Shen Zhang contributed equally to this work.
    The raw EOS data are provided in supplementary material. Additional data are available from the corresponding author upon reasonable request.
  • loading
  • [1]
    A. E. Craft and J. C. King, “Radiation shielding options for a nuclear reactor power system landed on the lunar surface,” Nucl. Technol. 172, 255–272 (2010).10.13182/nt10-a10934
    [2]
    C. Wang, Y. Long, M.-F. Tian, X.-T. He, and P. Zhang, “Equations of state and transport properties of warm dense beryllium: A quantum molecular dynamics study,” Phys. Rev. E 87, 043105 (2013).10.1103/physreve.87.043105
    [3]
    D. Li, H. Liu, S. Zeng, C. Wang, Z. Wu et al., “Quantum molecular dynamics study of expanded beryllium: Evolution from warm dense matter to atomic fluid,” Sci. Rep. 4, 5898 (2014).10.1038/srep05898
    [4]
    C. Wang, Z. Li, D. Li, and P. Zhang, “Ab initio determination of the instability growth rate of warm dense beryllium-deuterium interface,” Phys. Plasmas 22, 102702 (2015).10.1063/1.4931994
    [5]
    Y. H. Ding and S. X. Hu, “First-principles equation-of-state table of beryllium based on density-functional theory calculations,” Phys. Plasmas 24, 062702 (2017).10.1063/1.4984780
    [6]
    G. De Temmerman, K. Heinola, D. Borodin, S. Brezinsek, R. P. Doerner et al., “Data on erosion and hydrogen fuel retention in beryllium plasma-facing materials,” Nucl. Mater. Energy 27, 100994 (2021).10.1016/j.nme.2021.100994
    [7]
    J. Lindl, “Development of the indirect-drive approach to inertial confinement fusion and the target physics basis for ignition and gain,” Phys. Plasmas 2, 3933–4024 (1995).10.1063/1.871025
    [8]
    X. T. He, J. W. Li, Z. F. Fan, L. F. Wang, J. Liu et al., “A hybrid-drive nonisobaric-ignition scheme for inertial confinement fusion,” Phys. Plasmas 23, 082706 (2016).10.1063/1.4960973
    [9]
    C.-Y. Li, C. Wang, Z.-Q. Wu, Z. Li, D.-F. Li et al., “Electrical and optical properties of warm dense beryllium along the principal Hugoniot,” Phys. Plasmas 22, 092705 (2015).10.1063/1.4931068
    [10]
    K.-U. Plagemann, P. Sperling, R. Thiele, M. P. Desjarlais, C. Fortmann et al., “Dynamic structure factor in warm dense beryllium,” New J. Phys. 14, 055020 (2012).10.1088/1367-2630/14/5/055020
    [11]
    S. H. Glenzer, O. L. Landen, P. Neumayer, R. W. Lee, K. Widmann et al., “Observations of plasmons in warm dense matter,” Phys. Rev. Lett. 98, 065002 (2007).10.1103/physrevlett.98.065002
    [12]
    S. H. Glenzer and R. Redmer, “X-ray Thomson scattering in high energy density plasmas,” Rev. Mod. Phys. 81, 1625–1663 (2009).10.1103/revmodphys.81.1625
    [13]
    C. Mo, Z. Fu, W. Kang, P. Zhang, and X. T. He, “First-principles estimation of electronic temperature from x-ray Thomson scattering spectrum of isochorically heated warm dense matter,” Phys. Rev. Lett. 120, 205002 (2018).10.1103/physrevlett.120.205002
    [14]
    K. Batani, D. Batani, X. T. He, and K. Shigemori, “Recent progress in matter in extreme states created by laser,” Matter Radiat. Extremes 7, 013001 (2021).10.1063/5.0078895
    [15]
    H.-K. Mao, “Hydrogen and related matter in the pressure dimension,” Matter Radiat. Extremes 7, 063001 (2022).10.1063/5.0130627
    [16]
    H.-K. Mao, B. Chen, H. Gou, K. Li, J. Liu et al., “2022 HP special volume: Interdisciplinary high pressure science and technology,” Matter Radiat. Extremes 8, 063001 (2023).10.1063/5.0181097
    [17]
    N. Velisavljevic, G. N. Chesnut, Y. K. Vohra, S. T. Weir, V. Malba et al., “Structural and electrical properties of beryllium metal to 66 GPa studied using designer diamond anvils,” Phys. Rev. B 65, 172107 (2002).10.1103/physrevb.65.172107
    [18]
    W. J. Evans, M. J. Lipp, H. Cynn, C. S. Yoo, M. Somayazulu et al., “X-ray diffraction and Raman studies of beryllium: Static and elastic properties at high pressures,” Phys. Rev. B 72, 094113 (2005).10.1103/physrevb.72.094113
    [19]
    Y. Lu, T. Sun, P. Zhang, P. Zhang, D.-B. Zhang et al., “Premelting hcp to bcc transition in beryllium,” Phys. Rev. Lett. 118, 145702 (2017).10.1103/PhysRevLett.118.145702
    [20]
    J. Wu, F. González-Cataldo, and B. Militzer, “High-pressure phase diagram of beryllium from ab initio free-energy calculations,” Phys. Rev. B 104, 014103 (2021).10.1103/physrevb.104.014103
    [21]
    F. Graziani, M. P. Desjarlais, R. Redmer, and S. B. Trickey, Frontiers and Challenges in Warm Dense Matter (Springer Science & Business, 2014), Vol. 96.
    [22]
    M. Bonitz, T. Dornheim, Z. A. Moldabekov, S. Zhang, P. Hamann et al., “Ab initio simulation of warm dense matter,” Phys. Plasmas 27, 042710 (2020).10.1063/1.5143225
    [23]
    C. E. Ragan III, “Shock compression measurements at 1 to 7 TPa,” Phys. Rev. A 25, 3360 (1982).10.1103/physreva.25.3360
    [24]
    W. J. Nellis, J. A. Moriarty, A. C. Mitchell, and N. C. Holmes, “Equation of state of beryllium at shock pressures of 0.4–1.1 TPa (4–11 Mbar),” J. Appl. Phys. 82, 2225–2227 (1997).10.1063/1.366029
    [25]
    R. Cauble, T. S. Perry, D. R. Bach, K. S. Budil, B. A. Hammel et al., “Absolute equation-of-state data in the 10–40 Mbar (1–4 TPa) regime,” Phys. Rev. Lett. 80, 1248 (1998).10.1103/physrevlett.80.1248
    [26]
    T. Doeppner, M. Bethkenhagen, D. Kraus, P. Neumayer, D. A. Chapman et al., “Observing the onset of pressure-driven k-shell delocalization,” Nature 618, 270–275 (2023).10.1038/s41586-023-05996-8
    [27]
    T. Dornheim, T. Döppner, P. Tolias, M. P. Böhme, L. B. Fletcher et al., “Unraveling electronic correlations in warm dense quantum plasmas,” Nat. Commun. 16, 5103 (2025).10.1038/s41467-025-60278-3
    [28]
    S. X. Hu, R. Gao, Y. Ding, L. A. Collins, and J. D. Kress, “First-principles equation-of-state table of silicon and its effects on high-energy-density plasma simulations,” Phys. Rev. E 95, 043210 (2017).10.1103/physreve.95.043210
    [29]
    S. X. Hu, B. Militzer, V. N. Goncharov, and S. Skupsky, “Strong coupling and degeneracy effects in inertial confinement fusion implosions,” Phys. Rev. Lett. 104, 235003 (2010).10.1103/physrevlett.104.235003
    [30]
    S. M. Vinko, O. Ciricosta, B. I. Cho, K. Engelhorn, H.-K. Chung et al., “Creation and diagnosis of a solid-density plasma with an X-ray free-electron laser,” Nature 482, 59–62 (2012).10.1038/nature10746
    [31]
    C. E. Starrett, T. Q. Thelen, C. J. Fontes, and D. A. Rehn, “Excited states in warm and hot dense matter,” Phys. Rev. E 109, 035201 (2024).10.1103/physreve.109.035201
    [32]
    T. Q. Thelen, D. A. Rehn, C. J. Fontes, and C. E. Starrett, “Predicting excitation energies in warm and hot dense matter,” Phys. Rev. E 110, 015207 (2024).10.1103/physreve.110.015207
    [33]
    M. Schlanges, M. Bonitz, and A. Tschttschjan, “Plasma phase transition in fluid hydrogen-helium mixtures,” Contrib. Plasma Phys. 35, 109–125 (1995).10.1002/ctpp.2150350203
    [34]
    V. E. Fortov, R. I. Ilkaev, V. A. Arinin, V. V. Burtzev, V. A. Golubev et al., “Phase transition in a strongly nonideal deuterium plasma generated by quasi-isentropical compression at megabar pressures,” Phys. Rev. Lett. 99, 185001 (2007).10.1103/physrevlett.99.185001
    [35]
    O. Ciricosta, S. M. Vinko, H.-K. Chung, B.-I. Cho, C. R. D. Brown et al., “Direct measurements of the ionization potential depression in a dense plasma,” Phys. Rev. Lett. 109, 065002 (2012).10.1103/physrevlett.109.065002
    [36]
    D. J. Hoarty, P. Allan, S. F. James, C. R. D. Brown, L. M. R. Hobbs et al., “Observations of the effect of ionization-potential depression in hot dense plasma,” Phys. Rev. Lett. 110, 265003 (2013).10.1103/physrevlett.110.265003
    [37]
    S. Zhang, S. Zhao, W. Kang, P. Zhang, and X.-T. He, “Link between K absorption edges and thermodynamic properties of warm dense plasmas established by an improved first-principles method,” Phys. Rev. B 93, 115114 (2016).10.1103/physrevb.93.115114
    [38]
    P. Hohenberg and W. Kohn, “Inhomogeneous electron gas,” Phys. Rev. 136, B864 (1964).10.1103/physrev.136.b864
    [39]
    W. Kohn and L. J. Sham, “Self-consistent equations including exchange and correlation effects,” Phys. Rev. 140, A1133 (1965).10.1103/physrev.140.a1133
    [40]
    N. D. Mermin, “Thermal properties of the inhomogeneous electron gas,” Phys. Rev. 137, A1441 (1965).10.1103/physrev.137.a1441
    [41]
    F. Lambert, J. Clérouin, and G. Zérah, “Very-high-temperature molecular dynamics,” Phys. Rev. E 73, 016403 (2006).10.1103/physreve.73.016403
    [42]
    D. M. Ceperley, “Path integrals in the theory of condensed helium,” Rev. Mod. Phys. 67, 279 (1995).10.1103/revmodphys.67.279
    [43]
    B. Militzer and D. M. Ceperley, “Path integral Monte Carlo calculation of the deuterium Hugoniot,” Phys. Rev. Lett. 85, 1890 (2000).10.1103/physrevlett.85.1890
    [44]
    A. J. White and L. A. Collins, “Fast and universal Kohn-Sham density functional theory algorithm for warm dense matter to hot dense plasma,” Phys. Rev. Lett. 125, 055002 (2020).10.1103/physrevlett.125.055002
    [45]
    C. Wang, X.-T. He, and P. Zhang, “Ab initio simulations of dense helium plasmas,” Phys. Rev. Lett. 106, 145002 (2011).10.1103/physrevlett.106.145002
    [46]
    T. G. White, S. Richardson, B. J. B. Crowley, L. K. Pattison, J. W. O. Harris et al., “Orbital-free density-functional theory simulations of the dynamic structure factor of warm dense aluminum,” Phys. Rev. Lett. 111, 175002 (2013).10.1103/physrevlett.111.175002
    [47]
    T. Sjostrom and J. Daligault, “Fast and accurate quantum molecular dynamics of dense plasmas across temperature regimes,” Phys. Rev. Lett. 113, 155006 (2014).10.1103/physrevlett.113.155006
    [48]
    B. Militzer, “First principles calculations of shock compressed fluid helium,” Phys. Rev. Lett. 97, 175501 (2006).10.1103/physrevlett.97.175501
    [49]
    K. P. Driver and B. Militzer, “All-electron path integral Monte Carlo simulations of warm dense matter: Application to water and carbon plasmas,” Phys. Rev. Lett. 108, 115502 (2012).10.1103/physrevlett.108.115502
    [50]
    B. Militzer and K. P. Driver, “Development of path integral Monte Carlo simulations with localized nodal surfaces for second-row elements,” Phys. Rev. Lett. 115, 176403 (2015).10.1103/physrevlett.115.176403
    [51]
    S. Zhang, H. Wang, W. Kang, P. Zhang, and X. T. He, “Extended application of Kohn-Sham first-principles molecular dynamics method with plane wave approximation at high energy—from cold materials to hot dense plasmas,” Phys. Plasmas 23, 042707 (2016).10.1063/1.4947212
    [52]
    C. Gao, S. Zhang, W. Kang, C. Wang, P. Zhang et al., “Validity boundary of orbital-free molecular dynamics method corresponding to thermal ionization of shell structure,” Phys. Rev. B 94, 205115 (2016).10.1103/physrevb.94.205115
    [53]
    A. Blanchet, M. Torrent, and J. Clerouin, “Requirements for very high temperature Kohn–Sham DFT simulations and how to bypass them,” Phys. Plasmas 27, 122706 (2020).10.1063/5.0016538
    [54]
    A. Blanchet, J. Clérouin, M. Torrent, and F. Soubiran, “Extended first-principles molecular dynamics model for high temperature simulations in the Abinit code: Application to warm dense aluminum,” Comput. Phys. Commun. 271, 108215 (2022).10.1016/j.cpc.2021.108215
    [55]
    A. Blanchet, F. Soubiran, M. Torrent, and J. Clérouin, “Extended first-principles molecular dynamics simulations of hot dense boron: Equation of state and ionization,” Contrib. Plasma Phys. 62, e202100234 (2022).10.1002/ctpp.202100234
    [56]
    H. Zhang, Y. Yang, W. Yang, Z. Guan, X. Duan et al., “Equation of state for boron nitride along the principal Hugoniot to 16 Mbar,” Matter Radiat. Extremes 9, 057403 (2024).10.1063/5.0206889
    [57]
    X. Liu, X. Zhang, C. Gao, S. Zhang, C. Wang et al., “Equations of state of poly-α-methylstyrene and polystyrene: First-principles calculations versus precision measurements,” Phys. Rev. B 103, 174111 (2021).10.1103/physrevb.103.174111
    [58]
    C. Gao, X. Liu, S. Zhang, W. Kang, P. Zhang et al., “Consistent wide-range equation of state of silicon by a unified first-principles method,” Phys. Rev. B 107, 165150 (2023).10.1103/physrevb.107.165150
    [59]
    V. V. Karasiev, L. Calderín, and S. B. Trickey, “Importance of finite-temperature exchange correlation for warm dense matter calculations,” Phys. Rev. E 93, 063207 (2016).10.1103/physreve.93.063207
    [60]
    V. V. Karasiev, S. X. Hu, M. Zaghoo, and T. R. Boehly, “Exchange-correlation thermal effects in shocked deuterium: Softening the principal Hugoniot and thermophysical properties,” Phys. Rev. B 99, 214110 (2019).10.1103/physrevb.99.214110
    [61]
    K. Ramakrishna, T. Dornheim, and J. Vorberger, “Influence of finite temperature exchange-correlation effects in hydrogen,” Phys. Rev. B 101, 195129 (2020).10.1103/physrevb.101.195129
    [62]
    K. Ramakrishna, T. Dornheim, M. Lokamani, and J. Vorberger, “Erratum: Influence of finite temperature exchange-correlation effects in hydrogen,” Phys. Rev. B 112, 119901 (2025).10.1103/g1sl-72nz
    [63]
    V. V. Karasiev, T. Sjostrom, J. Dufty, and S. Trickey, “Accurate homogeneous electron gas exchange-correlation free energy for local spin-density calculations,” Phys. Rev. Lett. 112, 076403 (2014).10.1103/physrevlett.112.076403
    [64]
    V. V. Karasiev, J. W. Dufty, and S. Trickey, “Nonempirical semilocal free-energy density functional for matter under extreme conditions,” Phys. Rev. Lett. 120, 076401 (2018).10.1103/physrevlett.120.076401
    [65]
    T. Schoof, S. Groth, J. Vorberger, and M. Bonitz, “Ab initio thermodynamic results for the degenerate electron gas at finite temperature,” Phys. Rev. Lett. 115, 130402 (2015).10.1103/physrevlett.115.130402
    [66]
    S. Groth, T. Dornheim, T. Sjostrom, F. D. Malone, W. Foulkes et al., “Ab initio exchange-correlation free energy of the uniform electron gas at warm dense matter conditions,” Phys. Rev. Lett. 119, 135001 (2017).10.1103/physrevlett.119.135001
    [67]
    P. Giannozzi, S. Baroni, N. Bonini, M. Calandra, R. Car et al., “QUANTUM ESPRESSO: A modular and open-source software project for quantum simulations of materials,” J. Phys. Condens. Matter 21, 395502 (2009).10.1088/0953-8984/21/39/395502
    [68]
    H. J. Monkhorst and J. D. Pack, “Special points for Brillouin-zone integrations,” Phys. Rev. B 13, 5188 (1976).10.1103/physrevb.13.5188
    [69]
    J. P. Perdew and Y. Wang, “Accurate and simple analytic representation of the electron-gas correlation energy,” Phys. Rev. B 45, 13244 (1992).10.1103/physrevb.45.13244
    [70]
    B. Militzer, F. González-Cataldo, S. Zhang, K. P. Driver, and F. Soubiran, “First-principles equation of state database for warm dense matter computation,” Phys. Rev. E 103, 013203 (2021).10.1103/physreve.103.013203
    [71]
    F. González-Cataldo, F. Soubiran, H. Peterson, and B. Militzer, “Path integral Monte Carlo and density functional molecular dynamics simulations of warm dense MgSiO3,” Phys. Rev. B 101, 024107 (2020).10.1103/physrevb.101.024107
    [72]
    B. Wilson, V. Sonnad, P. Sterne, and W. Isaacs, “Purgatorio—A new implementation of the inferno algorithm,” J. Quant. Spectrosc. Radiat. Transfer 99, 658–679 (2006).10.1016/j.jqsrt.2005.05.053
    [73]
    D. A. Liberman, “Self-consistent field model for condensed matter,” Phys. Rev. B 20, 4981 (1979).10.1103/physrevb.20.4981
    [74]
    J. Shen and W. Kang, “Minimum model for the main feature of shock Hugoniot near its maximum compression ratio,” Phys. Rev. B 107, 035102 (2023).10.1103/physrevb.107.035102
    [75]
    H. Huang, F. Jing, L. Cai, and Y. Bi, “Grüneisen parameter along Hugoniot and melting temperature of ε-iron: A result from thermodynamic calculations,” Chin. Phys. Lett. 22, 836–838 (2005).10.1088/0256-307X/22/4/016
    [76]
    J. C. Stewart and K. D. J. Pyatt, “Lowering of ionization potentials in plasmas,” Astrophys. J. 144, 1203 (1966).10.1086/148714
    [77]
    F. J. Rogers, F. J. Swenson, and C. A. Iglesias, “Opal equation-of-state tables for astrophysical applications,” Astrophys. J. 456, 902 (1996).10.1086/176705
    [78]
    L. Fletcher, A. Kritcher, A. Pak, T. Ma, T. Döppner et al., “Observations of continuum depression in warm dense matter with x-ray Thomson scattering,” Phys. Rev. Lett. 112, 145004 (2014).10.1103/physrevlett.112.145004
    [79]
    O. Ciricosta, S. M. Vinko, B. Barbrel, D. S. Rackstraw, T. R. Preston et al., “Measurements of continuum lowering in solid-density plasmas created from elements and compounds,” Nat. Commun. 7, 11713 (2016).10.1038/ncomms11713
    [80]
    D. I. Mihaylov, V. V. Karasiev, and S. X. Hu, “Thermal hybrid exchange-correlation density functional for improving the description of warm dense matter,” Phys. Rev. B 101, 245141 (2020).10.1103/physrevb.101.245141
    [81]
    V. V. Karasiev, D. I. Mihaylov, and S. X. Hu, “Meta-GGA exchange-correlation free energy density functional to increase the accuracy of warm dense matter simulations,” Phys. Rev. B 105, L081109 (2022).10.1103/physrevb.105.l081109
    [82]
    K. P. Hilleke, V. V. Karasiev, S. B. Trickey, R. M. N. Goshadze, and S. X. Hu, “Fully thermal meta-GGA exchange correlation free-energy density functional,” Phys. Rev. Mater. 9, L050801 (2025).10.1103/physrevmaterials.9.l050801
    [83]
    Y. Zhang, C. Gao, Q. Liu, L. Zhang, H. Wang et al., “Warm dense matter simulation via electron temperature dependent deep potential molecular dynamics,” Phys. Plasmas 27, 122704 (2020).10.1063/5.0023265
    [84]
    Q. Liu, D. Lu, and M. Chen, “Structure and dynamics of warm dense aluminum: A molecular dynamics study with density functional theory and deep potential,” J. Phys. Condens. Matter 32, 144002 (2020).10.1088/1361-648x/ab5890
    [85]
    Q. Liu, J. Li, and M. Chen, “Thermal transport by electrons and ions in warm dense aluminum: A combined density functional theory and deep potential study,” Matter Radiat. Extremes 6, 026902 (2021).10.1063/5.0030123
    [86]
    J. P. Hinz, V. V. Karasiev, S. X. Hu, and D. I. Mihaylov, “Development of a machine-learning-based ionic-force correction model for quantum molecular dynamic simulations of warm dense matter,” Phys. Rev. Mater. 7, 083801 (2023).10.1103/physrevmaterials.7.083801
    [87]
    S. Kumar, X. Jing, J. E. Pask, and P. Suryanarayana, “On-the-fly machine learned force fields for the study of warm dense matter: Application to diffusion and viscosity of CH,” Phys. Plasmas 31, 043905 (2024).10.1063/5.0204229
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(7)

    Article Metrics

    Article views (3) PDF downloads(0) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return