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Definition of electron temperature of nonequilibrium plasma based on Tsallis and Rényi entropy maximization principles

Koji Kikuchi1 and Hiroshi Akatsuka2

  • 1Graduate Major in Nuclear Engineering, Department of Electrical and Electronic Engineering, Institute of Science Tokyo, 2-12-1-N1-10, O-Okayama, Meguro-ku, Tokyo 152-8550, Japan
  • 2Institute of Integrated Research, Institute of Science Tokyo, 2-12-1-N1-10, O-Okayama, Meguro-ku, Tokyo 152-8550, Japan

Phys. Rev. E 112, 015201 – Published 7 July, 2025

DOI: https://doi.org/10.1103/6zfg-q1b9

Abstract

Nonequilibrium plasma has attracted significant attention owing to its excellent physical properties, which are highly valued by the industrial community. However, determining the electron temperature in nonequilibrium plasmas proves challenging unless the energy distribution function is approximated as an ideal Maxwell-Boltzmann distribution, where the slope of the Boltzmann plot is directly related to temperature based on traditional Boltzmann-Gibbs statistics. To overcome this problem, Tsallis and Rényi entropies are applied to nonequilibrium systems using nonextensive Tsallis and extensive Rényi statistics, respectively. Here, the temperature is determined through a power-law distribution derived from the entropy maximization principle, which accounts for the influence of previously neglected high-energy electrons. However, because the resulting distribution function requires a self-consistent function that cannot be solved analytically, a self-consistent iterative scheme is proposed to calculate the temperature. Consequently, the electron temperature is uniquely determined in nonequilibrium plasmas, satisfying the entropy maximization principle. This study may open additional avenues for understanding plasma properties using an additional parameter q expanding the meaning of temperature T.

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References (109)

  1. J. S. Rowlinson, The Maxwell–Boltzmann distribution, Mol. Phys. 103, 2821 (2005).
  2. J. Y. Kim, H.-C. Lee, G. Go, Y. H. Choi, Y. S. Hwang, and K.-J. Chung, Exploring the nonextensive thermodynamics of partially ionized gas in magnetic field, Phys. Rev. E 104, 045202 (2021).
  3. A. D. Oylukan and B. Shizgal, Nonequilibrium distributions from the Fokker-Planck equation: Kappa distributions and Tsallis entropy, Phys. Rev. E 108, 014111 (2023).
  4. R. J. Ewart, M. L. Nastac, and A. A. Schekochihin, Non-thermal particle acceleration and power-law tails via relaxation to universal Lynden-Bell equilibria, J. Plasma Phys. 89, 905890516 (2023).
  5. M. Hoshino, T. Mukai, T. Terasawa, and I. Shinohara, Suprathermal electron acceleration in magnetic reconnection, J. Geophys. Res.: Space Phys. 106, 25979 (2001).
  6. M. Hoshino and N. Shimada, Nonthermal electrons at high mach number shocks: Electron shock surfing acceleration, Astrophys. J. 572, 880 (2002).
  7. S. Mochizuki, S. Mattei, K. Nishida, A. Hatayama, and J. Lettry, Numerical analysis of electron energy distribution function and its effects on the H− production in Linac4 H− source, Plasma Fusion Res. 11, 2406044 (2016).
  8. O. Ishihara and A. Hirose, Quasilinear mechanism of high-energy ion-tail formation in the ion-acoustic instability, Phys. Rev. Lett. 46, 771 (1981).
  9. C. Swanson, P. Jandovitz, and S. A. Cohen, Using Poisson-regularized inversion of Bremsstrahlung emission to extract full electron energy distribution functions from x-ray pulse-height detector data, AIP Adv. 8, 025222 (2018).
  10. J. L. Reis, J. Amorim, and A. D. Pino, Rotational temperature measurements in molecular plasmas using nonadditive Tsallis statistics, Physica A 404, 192 (2014).
  11. K. Ourabah, Demystifying the success of empirical distributions in space plasmas, Phys. Rev. Res. 2, 023121 (2020).
  12. K. Takahashi, C. Charles, and R. W. Boswell, Enhanced diamagnetism by energetic tail electrons in a magnetized plasma, Phys. Rev. Res. 5, L022029 (2023).
  13. M. J. Druyvesteyn and F. M. Penning, The mechanism of electrical discharges in gases of low pressure, Rev. Mod. Phys. 12, 87 (1940).
  14. T. Fujimoto, Kinetics of Ionization-Recombination of a plasma and population density of excited ions. I. Equilibrium plasma, J. Phys. Soc. Jpn. 47, 265 (1979).
  15. T. Fujimoto, Kinetics of ionization-recombination of a plasma and population density of excited ions. II. ionizing plasma, J. Phys. Soc. Jpn. 47, 273 (1979).
  16. H. Akatsuka and M. Suzuki, Stationary population inversion of hydrogen in an arc-heated magnetically trapped expanding hydrogen-helium plasma jet, Phys. Rev. E 49, 1534 (1994).
  17. H.-C. Lee and C.-W. Chung, Effect of electron energy distribution on the hysteresis of plasma discharge: Theory, experiment and modeling, Sci. Rep. 5, 15254 (2015).
  18. K. Takahashi, C. Charles, R. W. Boswell, and T. Fujiwara, Electron energy distribution of a current-free double layer: Druyvesteyn theory and experiments, Phys. Rev. Lett. 107, 035002 (2011).
  19. H. Onishi, F. Yamazaki, Y. Hakozaki, M. Takemura, A. Nezu, and H. Akatsuka, Measurement of electron temperature and density of atmospheric-pressure non-equilibrium argon plasma examined with optical emission spectroscopy, Jpn. J. Appl. Phys. 60, 026002 (2021).
  20. N. Ohno, M. A. Razzak, H. Ukai, S. Takamura, and Y. Uesugi, Validity of electron temperature measurement by using Boltzmann plot method in radio frequency inductive discharge in the atmospheric pressure range, Plasma Fusion Res. 1, 028 (2006).
  21. H. Akatsuka, Optical emission spectroscopic (OES) analysis for diagnostics of electron density and temperature in non-equilibrium argon plasma based on collisional-radiative model, Adv. Phys. X 4, 1592707 (2019).
  22. T. Völker and I. B. Gornushkin, Importance of physical units in the Boltzmann plot method, J. Anal. At. Spectrom. 37, 1972 (2022).
  23. R. Zgadzaj, J. Welch, Y. Cao, L. D. Amorim, A. Cheng, A. Gaikwad, P. Iapozzutto, P. Kumar, V. N. Litvinenko, I. Petrushina, R. Samulyak, N. Vafaei-Najafabadi, C. Joshi, C. Zhang, M. Babzien, M. Fedurin, R. Kupfer, K. Kusche, M. A. Palmer, I. V. Pogorelsky et al., Plasma electron acceleration driven by a long-wave-infrared laser, Nat. Commun. 15, 4037 (2024).
  24. I. B. Denysenko, H. Kersten, and N. A. Azarenkov, Electron energy distribution function, effective electron temperature, and dust charge in the temporal afterglow of a plasma, Phys. Plasmas 23, 053704 (2016).
  25. U. Kortshagen, A. Shivarova, E. Tatarova, and D. Zamfirov, Electron energy distribution function in a microwave discharge created by propagating surface waves, J. Phys. D: Appl. Phys. 27, 301 (1994).
  26. S. F. Adams, J. A. Miles, and V. I. Demidov, Non-Maxwellian electron energy distribution function in a pulsed plasma modeled with dual effective temperatures, Phys. Plasmas 24, 053508 (2017).
  27. V. A. Godyak and V. I. Demidov, Probe measurements of electron-energy distributions in plasmas: What can we measure and how can we achieve reliable results? J. Phys. D: Appl. Phys. 44, 233001 (2011).
  28. R. Alvarez, J. Cotrino, and A. Palmero, On the kinetic and thermodynamic electron temperatures in non-thermal plasmas, Europhys. Lett. 105, 15001 (2014).
  29. H. Akatsuka and Y. Tanaka, Discussion on electron temperature of gas-discharge plasma with non-Maxwellian electron energy distribution function based on entropy and statistical physics, Entropy 25, 276 (2023).
  30. K. Kikuchi and H. Akatsuka, Reconsideration of temperature determined by the excited-state population distribution of Hydrogen atoms based on Tsallis entropy and its statistics in hydrogen plasma in non-equilibrium state, Entropy 25, 1400 (2023).
  31. C. Tsallis, Introduction to Nonextensive Statistical Mechanics: Approaching a Complex World (Springer, New York, 2009).
  32. C. Tsallis, Possible generalization of Boltzmann-Gibbs statistics, J. Stat. Phys. 52, 479 (1988).
  33. A. Rényi, On Measures of Entropy and Information, in Proceedings of the Fourth Berkeley Symposium on Mathematical Statistics and Probability, Volume 1: Contributions to the Theory of Statistics (University of California Press, Berkeley, CA, 1961), Vol. 4.1, pp. 547–562.
  34. V. García-Morales and J. Pellicer, Microcanonical foundation of nonextensivity and generalized thermostatistics based on the fractality of the phase space, Physica A 361, 161 (2006).
  35. G. Kaniadakis, Non-linear kinetics underlying generalized statistics, Physica A 296, 405 (2001).
  36. C. Beck and E. G. D. Cohen, Superstatistics, Physica A 322, 267 (2003).
  37. K. Ourabah, L. Ait Gougam, and M. Tribeche, Nonthermal and suprathermal distributions as a consequence of superstatistics, Phys. Rev. E 91, 012133 (2015).
  38. S. Davis, G. Avaria, B. Bora, J. Jain, J. Moreno, C. Pavez, and L. Soto, Single-particle velocity distributions of collisionless, steady-state plasmas must follow superstatistics, Phys. Rev. E 100, 023205 (2019).
  39. R. A. Treumann and C. H. Jaroschek, Gibbsian theory of power-law distributions, Phys. Rev. Lett. 100, 155005 (2008).
  40. B. M. Boghosian, Thermodynamic description of the relaxation of two-dimensional turbulence using Tsallis statistics, Phys. Rev. E 53, 4754 (1996).
  41. C. Beck, G. S. Lewis, and H. L. Swinney, Measuring nonextensitivity parameters in a turbulent Couette-Taylor flow, Phys. Rev. E 63, 035303(R) (2001).
  42. C. Tsallis, J. C. Anjos, and E. P. Borges, Fluxes of cosmic rays: A delicately balanced stationary state, Phys. Lett. A 310, 372 (2003).
  43. G. P. Pavlos, A. C. Iliopoulos, V. G. Tsoutsouras, D. V. Sarafopoulos, D. S. Sfiris, L. P. Karakatsanis, and E. G. Pavlos, First and second order non-equilibrium phase transition and evidence for non-extensive Tsallis statistics in Earth's magnetosphere, Physica A 390, 2819 (2011).
  44. A. Guha and P. K. Das, An extensive study of Bose–Einstein condensation in liquid helium using Tsallis statistics, Physica A 497, 272 (2018).
  45. L. Enciso, M. Gun, M. S. Ruiz, and A. C. Razzitte, Entropy in multifractal non equilibrium structures of dielectric breakdown, J. Stat. Mech. (2019) 094011.
  46. A. Boumali, F. Serdouk, and S. Dilmi, Superstatistical properties of the one-dimensional Dirac oscillator, Physica A 553, 124207 (2020).
  47. A. Chakraborty and R. Sensarma, Nonequilibrium dynamics of Renyi entropy for bosonic many-particle systems, Phys. Rev. Lett. 127, 200603 (2021).
  48. M. Dheepika, H. B. V. T, and T. K. Mathew, Emergence of cosmic space in Tsallis modified gravity from equilibrium and non-equilibrium thermodynamic perspective, Phys. Scr. 99, 015014 (2024).
  49. J. D'Emidio, Entanglement entropy from nonequilibrium work, Phys. Rev. Lett. 124, 110602 (2020).
  50. V. Eisler, Entanglement negativity in a nonequilibrium steady state, Phys. Rev. B 107, 075157 (2023).
  51. T. Arimitsu and N. Arimitsu, Analysis of turbulence by statistics based on generalized entropies, Physica A 295, 177 (2001).
  52. V. Alba and P. Calabrese, Quench action and Rényi entropies in integrable systems, Phys. Rev. B 96, 115421 (2017).
  53. S. Bhattacharyya, M. Haiduc, A. T. Neagu, and E. Firu, An investigation of Renyi entropy in high-energy nucleus–nucleus collisions, Can. J. Phys. 95, 715 (2017).
  54. M. Niknam, L. F. Santos, and D. G. Cory, Experimental detection of the correlation Rényi entropy in the central spin model, Phys. Rev. Lett. 127, 080401 (2021).
  55. V. Zhdankin, Non-thermal particle acceleration from maximum entropy in collisionless plasmas, J. Plasma Phys. 88, 175880303 (2022).
  56. C. Tsallis, RenioS. Mendes, and A. R. Plastino, The role of constraints within generalized nonextensive statistics, Physica A 261, 534 (1998).
  57. H. Suyari, The unique non-self-referential q-canonical distribution and the physical temperature derived from the maximum entropy principle in Tsallis statistics, Prog. Theor. Phys. Suppl. 162, 79 (2006).
  58. S. Abe, S. Martínez, F. Pennini, and A. Plastino, Nonextensive thermodynamic relations, Phys. Lett. A 281, 126 (2001).
  59. A. G. Bashkirov, Maximum Renyi entropy principle for systems with power-law Hamiltonians, Phys. Rev. Lett. 93, 130601 (2004).
  60. A. G. Bashkirov, Renyi entropy as a statistical entropy for complex systems, Theor. Math. Phys. 149, 1559 (2006).
  61. A. M. Scarfone, H. Matsuzoe, and T. Wada, A study of Rényi entropy based on the information geometry formalism, J. Phys. A: Math. Theor. 53, 145003 (2020).
  62. G. J. Boyle, P. W. Stokes, R. E. Robson, and R. D. White, Boltzmann's equation at 150: Traditional and modern solution techniques for charged particles in neutral gases, J. Chem. Phys. 159, 024306 (2023).
  63. G. J. M. Hagelaar and L. C. Pitchford, Solving the Boltzmann equation to obtain electron transport coefficients and rate coefficients for fluid models, Plasma Sources Sci. Technol. 14, 722 (2005).
  64. L. L. Alves, The IST-LISBON database on LXCat, J. Phys.: Conf. Ser. 565, 012007 (2014).
  65. O. Zatsarinny, BSR: B-spline atomic R-matrix codes, Comput. Phys. Commun. 174, 273 (2006).
  66. O. Zatsarinny and K. Bartschat, The B-spline R-matrix method for atomic processes: Application to atomic structure, electron collisions and photoionization, J. Phys. B: At. Mol. Opt. Phys. 46, 112001 (2013).
  67. Á. Yanguas-Gil, J. Cotrino, and L. L. Alves, An update of argon inelastic cross sections for plasma discharges, J. Phys. D: Appl. Phys. 38, 1588 (2005).
  68. C. Yamabe, S. J. Buckman, and A. V. Phelps, Measurement of free-free emission from low-energy-electron collisions with Ar, Phys. Rev. A 27, 1345 (1983).
  69. M. A. Khakoo, P. Vandeventer, J. G. Childers, I. Kanik, C. J. Fontes, K. Bartschat, V. Zeman, D. H. Madison, S. Saxena, R. Srivastava, and A. D. Stauffer, Electron impact excitation of the argon 3p54s configuration: Differential cross-sections and cross-section ratios, J. Phys. B: At. Mol. Opt. Phys. 37, 247 (2004).
  70. J. E. Chilton, J. B. Boffard, R. S. Schappe, and C. C. Lin, Measurement of electron-impact excitation into the 3p54p levels of argon using Fourier-transform spectroscopy, Phys. Rev. A 57, 267 (1998).
  71. T. Weber, J. B. Boffard, and C. C. Lin, Electron-impact excitation cross sections of the higher argon 3p5np (n = 5,6,7) levels, Phys. Rev. A 68, 032719 (2003).
  72. H. W. Drawin, Collision and Transport Cross-Sections, Tech. Rep. No. EUR-CEA-FC-383(Rev.) (European Atomic Energy Community, Commissariat à l'Energie Atomique, Centre d'Etudes Nucléaires, Fontenay-aux-Roses, France, 1966).
  73. C.-M. Lee and K. T. Lu, Spectroscopy and collision theory. II. The Ar absorption spectrum, Phys. Rev. A 8, 1241 (1973).
  74. J. Bretagne, G. Callede, M. Legentil, and V. Puech, Relativistic electron-beam-produced plasmas. I. Collision cross sections and loss function in argon, J. Phys. D: Appl. Phys. 19, 761 (1986).
  75. J. Bretagne, J. Godart, and V. Puech, Low-energy electron distribution in an electron-beam-generated argon plasma, J. Phys. D: Appl. Phys. 15, 2205 (1982).
  76. D. Rapp and P. Englander-Golden, Total cross sections for ionization and attachment in gases by electron impact. I. Positive ionization, J. Chem. Phys. 43, 1464 (1965).
  77. T. Holstein, Energy distribution of electrons in high frequency gas discharges, Phys. Rev. 70, 367 (1946).
  78. R. Winkler, H. Deutsch, J. Wilhelm, and Ch. Wilke, Electron Kinetics of weakly ionized HF plasmas I. Direct treatment and fourier expansion, Beitr. Plasmaphys. 24, 285 (1984).
  79. R. Winkler, H. Deutsch, J. Wilhelm, and Ch. Wilke, Electron kinetics of weakly ionized HF plasmas. II. Decoupling in the fourier hierarchy and simplified kinetics at higher frequencies, Beitr. Plasmaphys. 24, 303 (1984).
  80. P. K. Tiwari, R. Kumar, K. Halder, and Y. S. Lee, Maxwell–Boltzmann and Druyvesteyn distribution functions expressing the particle velocity and the energy in sheath plasmas, J. Russ. Laser Res. 44, 504 (2023).
  81. I. B. Denysenko, N. A. Azarenkov, K. Ostrikov, and M. Y. Yu, Electron energy probability function in the temporal afterglow of a dusty plasma, Phys. Plasmas 25, 013703 (2018).
  82. J. T. Gudmundsson, On the effect of the electron energy distribution on the plasma parameters of an argon discharge: A global (volume-averaged) model study, Plasma Sources Sci. Technol. 10, 76 (2001).
  83. J. B. Boffard, R. O. Jung, C. C. Lin, and A. E. Wendt, Optical emission measurements of electron energy distributions in low-pressure argon inductively coupled plasmas, Plasma Sources Sci. Technol. 19, 065001 (2010).
  84. C. E. Shannon, A mathematical theory of communication, Bell Syst. Tech. J. 27, 379 (1948).
  85. H. Suyari and M. Tsukada, Tsallis differential entropy and divergences derived from the generalized Shannon-Khinchin axioms, in Proceedings of the 2009 IEEE International Symposium on Information Theory (IEEE, New York, 2009), pp. 149–153.
  86. T. van Erven and P. Harremos, Rényi Divergence and Kullback-Leibler Divergence, IEEE Trans. Inf. Theory 60, 3797 (2014).
  87. Y. Shimizu, Y. Kittaka, A. Nezu, H. Matsuura, and H. Akatsuka, Excited state distributions of hydrogen atoms in the microwave discharge hydrogen plasma and the effect of electron energy probabilistic function, IEEE Trans. Plasma Sci. 43, 1758 (2015).
  88. K. Kano, M. Suzuki, and H. Akatsuka, Spectroscopic measurement of electron temperature and density in argon plasmas based on collisional-radiative model, Plasma Sources Sci. Technol. 9, 314 (2000).
  89. K. Kuwano, A. Nezu, H. Matsuura, and H. Akatsuka, Dissociation degree of nitrogen molecule in low-pressure microwave-discharge nitrogen plasma with various rare-gas admixtures, Jpn. J. Appl. Phys. 55, 086101 (2016).
  90. T. Wada, On the thermodynamic stability conditions of Tsallis' entropy, Phys. Lett. A 297, 334 (2002).
  91. O. Kaburaki, Should entropy be concave? Phys. Lett. A 185, 21 (1994).
  92. J. R. Rygg, P. M. Celliers, and G. W. Collins, Specific heat of electron plasma waves, Phys. Rev. Lett. 130, 225101 (2023).
  93. Z. Samsonova, S. Höfer, V. Kaymak, S. Ališauskas, V. Shumakova, A. Pugžlys, A. Baltuška, T. Siefke, S. Kroker, A. Pukhov, O. Rosmej, I. Uschmann, C. Spielmann, and D. Kartashov, Relativistic interaction of long-wavelength ultrashort laser pulses with nanowires, Phys. Rev. X 9, 021029 (2019).
  94. L. Sironi and A. Spitkovsky, Relativistic reconnection: An efficient source of non-thermal particles, Astrophys. J. 783, L21 (2014).
  95. G. R. Werner and D. A. Uzdensky, Reconnection and particle acceleration in three-dimensional current sheet evolution in moderately magnetized astrophysical pair plasma, J. Plasma Phys. 87, 905870613 (2021).
  96. M. W. Kunz, J. M. Stone, and E. Quataert, Magnetorotational turbulence and dynamo in a collisionless plasma, Phys. Rev. Lett. 117, 235101 (2016).
  97. V. Zhdankin, G. R. Werner, D. A. Uzdensky, and M. C. Begelman, Kinetic turbulence in relativistic plasma: From thermal bath to nonthermal continuum, Phys. Rev. Lett. 118, 055103 (2017).
  98. L. Comisso and L. Sironi, Particle acceleration in relativistic plasma turbulence, Phys. Rev. Lett. 121, 255101 (2018).
  99. M. J. Kushner, A model for the discharge kinetics and plasma chemistry during plasma enhanced chemical vapor deposition of amorphous silicon, J. Appl. Phys. 63, 2532 (1988).
  100. P. L. G. Ventzek, R. J. Hoekstra, and M. J. Kushner, Two-dimensional modeling of high plasma density inductively coupled sources for materials processing, J. Vac. Sci. Technol. B 12, 461 (1994).
  101. Y. Yamashita, T. Akiba, T. Iwanaga, S. Date, H. Yamaoka, and H. Akatsuka, Optical emission spectroscopic measurement of argon low-pressure inductively coupled plasma based on the optimization algorithm of plasma diagnostic model, IEEE Trans. Plasma Sci. 50, 1875 (2022).
  102. G. Fridman, G. Friedman, A. Gutsol, A. B. Shekhter, V. N. Vasilets, and A. Fridman, Applied plasma medicine, Plasma Process. Polym. 5, 503 (2008).
  103. M. G. Kong, G. Kroesen, G. Morfill, T. Nosenko, T. Shimizu, J. van Dijk, and J. L. Zimmermann, Plasma medicine: An introductory review, New J. Phys. 11, 115012 (2009).
  104. S. Ding, A. M. Garofalo, H. Q. Wang, D. B. Weisberg, Z. Y. Li, X. Jian, D. Eldon, B. S. Victor, A. Marinoni, Q. M. Hu, I. S. Carvalho, T. Odstrčil, L. Wang, A. W. Hyatt, T. H. Osborne, X. Z. Gong, J. P. Qian, J. Huang, J. McClenaghan, C. T. Holcomb et al., A high-density and high-confinement tokamak plasma regime for fusion energy, Nature (London) 629, 555 (2024).
  105. T. K. Popov, P. Ivanova, J. Stöckel, and R. Dejarnac, Electron energy distribution function, plasma potential and electron density measured by Langmuir probe in tokamak edge plasma, Plasma Phys. Control. Fusion 51, 065014 (2009).
  106. T. S. V. K. Popov, M. Dimitrova, M. A. Pedrosa, D. López-Bruna, J. Horacek, J. Kovačič, R. Dejarnac, J. Stöckel, M. Aftanas, P. Böhm, P. Bílková, C. Hidalgo, and R. Panek, Bi-Maxwellian electron energy distribution function in the vicinity of the last closed flux surface in fusion plasma, Plasma Phys. Control. Fusion 57, 115011 (2015).
  107. M. Oka, J. Birn, M. Battaglia, C. C. Chaston, S. M. Hatch, G. Livadiotis, S. Imada, Y. Miyoshi, M. Kuhar, F. Effenberger, E. Eriksson, Y. V. Khotyaintsev, and A. Retinò, Electron power-law spectra in solar and space plasmas, Space Sci. Rev. 214, 82 (2018).
  108. K. P. Nelson, Open problems within nonextensive statistical mechanics, Entropy 26, 118 (2024).
  109. https://github.com/kknu5656/Physical-Review-E-data.

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