Abstract
The cosmic microwave background (CMB) radiation, the relic afterglow of the Big Bang, has become one of the most useful and precise tools in modern precision cosmology. In this article, we employ Tsallis non-extensive statistical framework to calculate the cosmic microwave background (CMB) temperature and its probability distribution by utilising a recently proposed blackbody radiation inversion (BRI) technique and the cosmic background explorer/ far infrared absolute spectrophotometer (COBE/FIRAS) dataset. Here, we have used the best-fit values of q = 0.99888 ± 0.00016 and q = 1.00012 ± 0.00001, obtained by fitting COBE/FIRAS data with two different versions of non-extensive models. We compare the results with the more conventional extensive statistical analysis i.e. for q = 1.
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References
Penzias, A.A., Wilson, R.W.: A measurement of excess antenna temperature at 4080 Mc/s. Astrophys. J. 142, 419–421 (1965). https://doi.org/10.1086/148307
Peebles, P.J.E., Wilkinson, D.T.: The primeval fireball. Sci. Am. 216(6), 28–37 (1967). http://www.jstor.org/stable/24926025
Dautcourt, G., Wallis, G.: The cosmic Blackbody radiation. Fortschr. Phys. 16(10), 545–593 (1968). https://doi.org/10.1002/prop.19680161002
Partridge, R.B.: The primeval fireball today. Am. Sci. 57(1), 37–74 (1969). (https://www.jstor.org/stable/27828440)
Partridge, R.B., 3, K.: The cosmic microwave background radiation. Cambridge University Press. 313, (1995). https://doi.org/10.1017/CBO97805115250703
Durrer, R.: The cosmic microwave background: the history of its experimental investigation and its significance for cosmology. Class. Quantum Grav. 32(12), 124007 (2015). https://doi.org/10.1088/0264-9381/32/12/124007
Tristram, M., Ganga, K.: Data analysis methods for the cosmic microwave background. Rep. Prog. Phys. 70(6), 899 (2007). https://doi.org/10.1088/0034-4885/70/6/R02
Fixsen, D.J., Mather, J.C., Shafer, R.A., Brodd, S., Jensen, K.A.: The COBE/FIRAS Final Deliveries I: Data sets, improvements, and the cosmic and far infrared backgrounds. American Astronomical Society Meeting Abstracts, 191, 91–05 (1997)
Shafer, R.A., Mather, J.C., Fixsen, D.J., Brodd, S., Jensen, K.A.: The COBE/FIRAS Final Deliveries II: The correlations and caveats relating galactic emission and the far infrared background. In: American Astronomical Society Meeting Abstracts, 191, 91−06 (1997)
Smoot, G.F.: COBE observations and results. AIP Conf. Proc. CONF 981098 Am. Inst. Phys. 476, 1–10 (1999). https://doi.org/10.1063/1.59326
Fixsen, D.J., et al.: Te cosmic microwave background spectrum from the full COBE FIRAS data set. Astrophys. J. 473, 576–587 (1996). https://doi.org/10.48550/ar**v.astro-ph/9605054
Tsallis, C.: Possible generalisation of Boltzmann-Gibbs statistics. J. Stat. Phys. 52, 479–487 (1988). https://doi.org/10.1007/BF01016429
Tsallis, C.: What are the numbers that experiments provide. Quim. Nova 17(6), 468–471 (1994)
Tsallis, C.: Non-extensive thermostatistics: brief review and comments. Phys. A: Stat. Mech. Appl. 221(1–3), 277–290 (1995). https://doi.org/10.1016/0378-4371(95)00236-Z
Tsallis, C., Cirto, L.J.: Black hole thermodynamical entropy. Eur. Phys. J. C 73, 1–7 (2013). https://doi.org/10.1140/epjc/s10052-013-2487-6
Majhi, A.: Non-extensive statistical mechanics and black hole entropy from quantum geometry. Phys. Lett. B 775, 32–36 (2017). https://doi.org/10.1016/j.physletb.2017.10.043
Czinner, V.G., Iguchi, H.: Rényi entropy and the thermodynamic stability of black holes. Phys. Lett. B 752, 306–310 (2016). https://doi.org/10.1016/j.physletb.2015.11.061
Mejrhit, K., Ennadifi, S.E.: Thermodynamics, stability and hawking–page transition of black holes from non-extensive statistical mechanics in quantum geometry. Phys. Lett. B 794, 45–49 (2019). https://doi.org/10.1016/j.physletb.2019.03.055
Boghosian, B.M.: Thermodynamic description of the relaxation of two-dimensional turbulence using Tsallis statistics. Phys. Rev. E. 53(5), 4754 (1996). https://doi.org/10.1103/PhysRevE.53.4754
Rajagopal, A.K.: Dynamic linear response theory for a nonextensive system based on the Tsallis prescription. Phys. Rev. Lett. 76(19), 3469 (1996). https://doi.org/10.1103/PhysRevLett.76.3469
Liu, Y.: Modifications of CMB spectrum by nonextensive statistical mechanics. Eur. Phys. J. Plus 137(7), 1–11 (2022). https://doi.org/10.1140/epjp/s13360-022-02974-3
Sheykhi, A.: Modified Friedmann equations from Tsallis entropy. Phys. Lett. B 785, 118–126 (2018). https://doi.org/10.1016/j.physletb.2018.08.036
Torres, D.F., Vucetich, H., Plastino, A.: Early universe test of nonextensive statistics. Phys. Rev. Lett. 79(9), 1588 (1997). https://doi.org/10.1103/PhysRevLett.79.1588
COBE/FIRAS CMB Monopole spectrum: https://lambda.gsfc.nasa.gov/product/cobe/fras_monopole_get.html (2003). Accessed 5 Dec 2021
Khatri, R., Sunyaev, R.A., Chluba, J.: Mixing of blackbodies: entropy production and dissipation of sound waves in the early universe. Astron. Astrophys. 543, A136 (2012). https://doi.org/10.1051/0004-6361/201219590
Choudhury, S.L., Paul, R.K.: A new approach to the generalization of Planck’s law of black-body radiation. Ann. Phys. 395, 317–325 (2018). https://doi.org/10.1016/j.aop.2018.06.004
Tsallis, C., Barreto, F.S., Loh, E.D.: Generalization of the Planck radiation law and application to the cosmic microwave background radiation. Phys. Rev. E 52(2), 1447 (1995). https://doi.org/10.1103/PhysRevE.52.1447
Fixsen, D.J.: The temperature of the cosmic microwave background. ApJ 707, 916–920 (2009). https://doi.org/10.1088/0004-637X/707/2/916
Biyajima, M., Mizoguchi, T.: Analysis of residual spectra and the monopole spectrum for 3 K blackbody radiation by means of non-extensive thermostatistics. Phys. Lett. A 376(47–48), 3567–3571 (2012)
Beiser, A.: Concepts of modern physics, Tata McGraw-hill edition. 6th edn. 313, (2008)
Stewart, S.M., Johnson, R.B.: Blackbody radiation: a history of thermal radiation computational aids and numerical methods. 1st edn, p. 414. CRC Press (2016). https://doi.org/10.1201/9781315372082
Bojarski, N.: Inverse black body radiation. IEEE Trans. Antennas Propag. 30, 778–780 (1982). https://doi.org/10.1109/TAP.1982.1142844
Tikhonov, A.N., Arsenin, V.Y.: Solutions of ill-posed problems. Wiley, New York (1977)
Ye, J., et al.: The black-body radiation inversion problem, its instability and a new universal function set method. Phys. Lett. A 348, 141–146 (2006). https://doi.org/10.1016/j.physleta.2005.08.051
Lakhtakia, M., Lakhtakia, A.: On some relations for the inverse blackbody radiation problem. Appl. Phys. B: Photophysics Laser Chem. 39, 191–193 (1986). https://doi.org/10.1007/BF00697419
Chen, Nx.: Modified möbius inverse formula and its applications in physics. Phys. Rev. Lett. 64, 1193 (1990). https://doi.org/10.1103/PhysRevLett.64.1193
Dou, L., Hodgson, R.: Maximum entropy method in inverse black body radiation problem. J. Appl. Phys. 71, 3159–3163 (1992). https://doi.org/10.1063/1.350957
Wu, J., Ma, Z.: A regularized gmres method for inverse blackbody radiation problem. Therm. Sci. 17, 847–852 (2013). https://doi.org/10.2298/TSCI110316078W
Wu, J., Zhou, Y., Han, X., Cheng, S.: The blackbody radiation inversion problem: a numerical perspective utilizing bernstein polynomials. Int. Commun. Heat Mass Transf. 107, 114–120 (2019). https://doi.org/10.1016/j.icheatmasstransfer.2019.05.010
Konar, K., Bose, K., Paul, R.K.: Revisiting cosmic microwave background radiation using blackbody radiation inversion. Sci. Rep. 11, 1008 (2021). https://doi.org/10.1038/s41598-020-80195-3
Dhal, S., Paul, R.: Investigation on cmb monopole and dipole using blackbody radiation inversion. Sci. Rep. 13, 3316 (2023). https://doi.org/10.1038/s41598-023-30414-4
Bernui, A., Tsallis, C., Villela, T.: Temperature fluctuations of the cosmic microwave background radiation: a case of non-extensivity? Phys. Lett. A 356(6), 426–430 (2006). https://doi.org/10.1016/j.physleta.2006.04.013
Chluba, J., Sunyaev, R.A.: The evolution of CMB spectral distortions in the early universe. Mon. Not. R. Astron. Soc. 419, 1294–1314 (2012)
Acknowledgements
The authors are grateful to the Department of Physics, Birla Institute of Technology, Mesra, Ranchi, for allotting an excellent research environment during the research work. The authors thank Koustav Konar and Soumen Karmakar for their help and support. The authors would also like to thank Balendu Pathak for encouraging this research. S. Dhal thanks UGC (Savitribai Jyotirao Phule Single Girl Child with grant number - UGCES-22-GE-ORI-F-SJSGC-3962) for the fellowship to carry out research.
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S. D. has performed the analysis, figure, and computational work and wrote the manuscript with text and figure. R. K. P. conceived the idea, wrote the manuscript, analysed and supervised the overall work for the final manuscript.
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Appendices
Appendix 1
All the original intensities and reconstructed intensities along with their uncertainties relevant to Fig. 6 are listed below.
Frequency (GHz) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−22 W m−2 Hz−1) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−20 W m−2 Hz−1) |
---|---|---|---|---|
Original | Reconstructed | |||
68.1 | 2.007 | 1.4 | 2.008 | 3.0 |
81.6 | 2.495 | 1.9 | 2.497 | 4.1 |
95.4 | 2.930 | 2.5 | 2.932 | 5.3 |
108.9 | 3.277 | 2.3 | 3.280 | 6.5 |
122.4 | 3.540 | 2.2 | 3.543 | 7.6 |
136.2 | 3.720 | 2.1 | 3.724 | 8.7 |
149.7 | 3.814 | 1.8 | 3.818 | 9.6 |
163.5 | 3.834 | 1.8 | 3.838 | 10.3 |
177.0 | 3.789 | 1.6 | 3.792 | 10.9 |
190.5 | 3.688 | 1.4 | 3.687 | 11.3 |
204.3 | 3.540 | 1.3 | 3.544 | 11.5 |
217.8 | 3.362 | 1.2 | 3.366 | 11.7 |
231.3 | 3.160 | 1.1 | 3.164 | 11.6 |
245.1 | 2.932 | 1.0 | 2.942 | 11.4 |
258.6 | 2.714 | 1.1 | 2.717 | 11.0 |
272.4 | 2.482 | 1.2 | 2.486 | 10.5 |
285.9 | 2.259 | 1.4 | 2.262 | 10.1 |
299.4 | 2.043 | 1.6 | 2.046 | 9.6 |
313.2 | 1.832 | 1.8 | 1.835 | 8.9 |
326.7 | 1.638 | 2.2 | 1.641 | 8.3 |
340.2 | 1.457 | 2.2 | 1.460 | 7.7 |
354.0 | 1.288 | 2.3 | 1.290 | 7.1 |
367.5 | 1.135 | 2.3 | 1.138 | 6.4 |
381.3 | 0.994 | 2.3 | 0.996 | 5.9 |
394.8 | 0.870 | 2.2 | 0.872 | 5.3 |
408.3 | 0.758 | 2.1 | 0.760 | 4.8 |
422.1 | 0.657 | 2.0 | 0.659 | 4.3 |
435.6 | 0.570 | 1.9 | 0.571 | 3.9 |
449.1 | 0.492 | 1.9 | 0.493 | 4.0 |
462.9 | 0.422 | 1.9 | 0.424 | 3.1 |
476.4 | 0.363 | 2.1 | 0.364 | 2.7 |
490.2 | 0.310 | 2.3 | 0.311 | 2.4 |
503.7 | 0.265 | 2.6 | 0.266 | 2.1 |
517.2 | 0.226 | 2.8 | 0.227 | 1.8 |
531.0 | 0.192 | 3.0 | 0.193 | 1.6 |
544.5 | 0.163 | 3.2 | 0.164 | 1.4 |
558.3 | 0.138 | 3.3 | 0.139 | 1.2 |
571.8 | 0.117 | 3.5 | 0.118 | 1.1 |
585.3 | 0.099 | 4.1 | 0.099 | 0.9 |
599.1 | 0.083 | 5.5 | 0.084 | 0.7 |
612.6 | 0.070 | 8.8 | 0.071 | 0.7 |
626.1 | 0.058 | 15.5 | 0.059 | 0.6 |
639.9 | 0.045 | 28.2 | 0.050 | 0.5 |
Appendix 2
All the original intensities and reconstructed intensities along with their uncertainties relevant to Fig. 7 are listed below.
Frequency (GHz) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−22 W m−2 Hz−1) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−20 W m−2 Hz−1) |
---|---|---|---|---|
Original | Reconstructed | |||
68.1 | 2.007 | 1.4 | 2.006 | 4.8 |
81.6 | 2.495 | 1.9 | 2.494 | 6.6 |
95.4 | 2.930 | 2.5 | 2.928 | 8.5 |
108.9 | 3.277 | 2.3 | 3.276 | 10.3 |
122.4 | 3.540 | 2.2 | 3.538 | 12.0 |
136.2 | 3.720 | 2.1 | 3.719 | 13.7 |
149.7 | 3.814 | 1.8 | 3.812 | 15.1 |
163.5 | 3.834 | 1.8 | 3.832 | 16.3 |
177.0 | 3.789 | 1.6 | 3.786 | 17.2 |
190.5 | 3.688 | 1.4 | 3.685 | 17.9 |
204.3 | 3.540 | 1.3 | 3.538 | 18.2 |
217.8 | 3.362 | 1.2 | 3.36 | 18.4 |
231.3 | 3.160 | 1.1 | 3.158 | 18.1 |
245.1 | 2.932 | 1.0 | 2.936 | 17.9 |
258.6 | 2.714 | 1.1 | 2.712 | 17.4 |
272.4 | 2.482 | 1.2 | 2.480 | 16.8 |
285.9 | 2.259 | 1.4 | 2.257 | 16.0 |
299.4 | 2.043 | 1.6 | 2.041 | 15.1 |
313.2 | 1.832 | 1.8 | 1.831 | 14.1 |
326.7 | 1.638 | 2.2 | 1.637 | 13.1 |
340.2 | 1.457 | 2.2 | 1.457 | 12.2 |
354.0 | 1.288 | 2.3 | 1.287 | 11.5 |
367.5 | 1.135 | 2.3 | 1.135 | 10.3 |
381.3 | 0.994 | 2.3 | 0.994 | 9.5 |
394.8 | 0.870 | 2.2 | 0.870 | 8.4 |
408.3 | 0.758 | 2.1 | 0.759 | 7.6 |
422.1 | 0.657 | 2.0 | 0.657 | 6.9 |
435.6 | 0.570 | 1.9 | 0.570 | 6.1 |
449.1 | 0.492 | 1.9 | 0.492 | 5.4 |
462.9 | 0.422 | 1.9 | 0.423 | 4.8 |
476.4 | 0.363 | 2.1 | 0.363 | 4.2 |
490.2 | 0.310 | 2.3 | 0.311 | 3.7 |
503.7 | 0.265 | 2.6 | 0.266 | 3.3 |
517.2 | 0.226 | 2.8 | 0.227 | 2.9 |
531.0 | 0.192 | 3.0 | 0.193 | 2.6 |
544.5 | 0.163 | 3.2 | 0.164 | 2.2 |
558.3 | 0.138 | 3.3 | 0.138 | 1.9 |
571.8 | 0.117 | 3.5 | 0.117 | 1.7 |
585.3 | 0.099 | 4.1 | 0.099 | 1.4 |
599.1 | 0.083 | 5.5 | 0.083 | 1.2 |
612.6 | 0.070 | 8.8 | 0.070 | 1.1 |
626.1 | 0.058 | 15.5 | 0.059 | 0.9 |
639.9 | 0.045 | 28.2 | 0.050 | 0.8 |
Appendix 3
All the original intensities and reconstructed intensities along with their uncertainties relevant to Fig. 8 are listed below.
Frequency (GHz) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−22 W m−2 Hz−1) | Intensity (× 10−18 W m−2 Hz−1) | Uncertainties (× 10−20 W m−2 Hz−1) |
---|---|---|---|---|
Original | Reconstructed | |||
68.1 | 2.007 | 1.4 | 2.020 | 3.6 |
81.6 | 2.495 | 1.9 | 2.513 | 4.8 |
95.4 | 2.930 | 2.5 | 2.953 | 6.3 |
108.9 | 3.277 | 2.3 | 3.305 | 7.6 |
122.4 | 3.540 | 2.2 | 3.573 | 9.0 |
136.2 | 3.720 | 2.1 | 3.758 | 10.2 |
149.7 | 3.814 | 1.8 | 3.855 | 11.2 |
163.5 | 3.834 | 1.8 | 3.878 | 12.1 |
177.0 | 3.789 | 1.6 | 3.834 | 12.9 |
190.5 | 3.688 | 1.4 | 3.735 | 13.3 |
204.3 | 3.540 | 1.3 | 3.589 | 13.6 |
217.8 | 3.362 | 1.2 | 3.411 | 13.7 |
231.3 | 3.160 | 1.1 | 3.209 | 13.6 |
245.1 | 2.932 | 1.0 | 2.986 | 13.4 |
258.6 | 2.714 | 1.1 | 2.760 | 12.8 |
272.4 | 2.482 | 1.2 | 2.526 | 12.3 |
285.9 | 2.259 | 1.4 | 2.301 | 11.8 |
299.4 | 2.043 | 1.6 | 2.083 | 11.2 |
313.2 | 1.832 | 1.8 | 1.870 | 10.4 |
326.7 | 1.638 | 2.2 | 1.673 | 9.8 |
340.2 | 1.457 | 2.2 | 1.490 | 9.0 |
354.0 | 1.288 | 2.3 | 1.317 | 8.3 |
367.5 | 1.135 | 2.3 | 1.163 | 7.6 |
381.3 | 0.994 | 2.3 | 1.019 | 6.9 |
394.8 | 0.870 | 2.2 | 0.892 | 6.2 |
408.3 | 0.758 | 2.1 | 0.779 | 5.6 |
422.1 | 0.657 | 2.0 | 0.675 | 5.1 |
435.6 | 0.570 | 1.9 | 0.585 | 4.6 |
449.1 | 0.492 | 1.9 | 0.506 | 4.1 |
462.9 | 0.422 | 1.9 | 0.435 | 3.5 |
476.4 | 0.363 | 2.1 | 0.374 | 3.1 |
490.2 | 0.310 | 2.3 | 0.320 | 2.8 |
503.7 | 0.265 | 2.6 | 0.274 | 2.5 |
517.2 | 0.226 | 2.8 | 0.234 | 2.2 |
531.0 | 0.192 | 3.0 | 0.199 | 1.9 |
544.5 | 0.163 | 3.2 | 0.169 | 1.6 |
558.3 | 0.138 | 3.3 | 0.143 | 1.4 |
571.8 | 0.117 | 3.5 | 0.121 | 1.2 |
585.3 | 0.099 | 4.1 | 0.102 | 1.1 |
599.1 | 0.083 | 5.5 | 0.086 | 0.9 |
612.6 | 0.070 | 8.8 | 0.073 | 0.7 |
626.1 | 0.058 | 15.5 | 0.061 | 0.7 |
639.9 | 0.045 | 28.2 | 0.051 | 0.5 |
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Dhal, S., Paul, R.K. A study of cosmic microwave background using non-extensive statistics. Exp Astron 57, 25 (2024). https://doi.org/10.1007/s10686-024-09943-x
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DOI: https://doi.org/10.1007/s10686-024-09943-x