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Astrobiology: resolution of the statistical Drake equation by Maccone's lognormal method in 50 steps

Published online by Cambridge University Press:  14 June 2023

E. Mieli*
Affiliation:
Via Oceano Pacifico, 2/A – 00071 Pomezia (Rome), Italy
A. M. F. Valli
Affiliation:
Istituto Italiano di Paleontologia Umana, Museo Civico di Zoologia, Via Aldrovandi 18, 00197 Roma (Italia), Société Scientifique du Bourbonnais pour l’Étude et la Protection de la Nature, Moulins-sur-Allier, France
C. Maccone
Affiliation:
Istituto Nazionale di Astrofisica (INAF), Rome, Italy International Academy of Astronautics (IAA), Paris, France
*
Corresponding author: E. Mieli; Email: eugenio.mieli@gmail.com
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Abstract

The authors use the mathematical tool of Maccone's lognormal distribution to further factor the Drake equation, which calculates the number of advanced civilizations in the galaxy, from the seven original levels of the Drake equation to 49 levels of overall analysis. The Maccone approach, in fact, supported by the central limit theorem, becomes more reliable the more levels are introduced. The resulting study necessarily draws upon an array of disciplines ranging from astronomy, chemistry and geology to biology, palaeontology and futurology. The final result calculates the number of planetary systems suitable for life in its various stages of development: those which have probably hosted life in the past and those which still host it at its various evolutionary levels. The final evolutionary level is the so-called galactic civilization (often called ETC, or extraterrestrial civilizations). The number of resulting galactic civilizations is divided between static civilizations, which do not move around the galaxy and whose Kardašëv rating is still low (<1.4), of which we find three examples (we ourselves plus, perhaps, two others), and potentially dynamic civilizations, which move around the galaxy and have a sufficiently high Kardašëv rating (≥1.4), of which we find 2000.

Information

Type
Research Article
Copyright
Copyright © The Author(s), 2023. Published by Cambridge University Press
Figure 0

Figure 1. Example of lognormal distribution Φ: the distribution exists for x > 0 and is normalized to one with mean value, in the example reported, around 0.007 and standard deviation around 0.002.

Figure 1

Figure 2. Trend expected by the calculation of <x0>min/max according to ΔT with τmean~2.5 Gy.

Figure 2

Table 1. Stellar number of the Milky Way divided by localization and spectral type (Picaud and Robin, 2004; McMillan, 2011; data taken from the site https://ilpoliedrico.com/2015/12/quante-stelle-ci-sono-nella-via-lattea.html)

Figure 3

Figure 3. Third Drake: trend of the lognormal curve for the nine input values. The average valour found for the third parameter is therefore about 1.9% (between 0.6 and 3.1%).

Figure 4

Table 2. Third Drake: entry of aj, bj and ΔT0 data in the lognormal formula

Figure 5

Figure 4. (a) Third Drake: calculated trend of the probability of habitability fs min/max as a function of ΔT with τmean = 1.75 Gy; (b) third Drake: probability of habitability at the current moment Fs min/max ≡fs min/max·ΔT/7 Gy.

Figure 6

Figure 5. Fourth Drake: from step 1 to step 4, the information on individual processes in the short term gives rise to the probability in the medium and long term.

Figure 7

Figure 6. Fourth Drake: some of the biological molecules necessary for life: in the left box, 5 of the 20 fundamental amino acids (up, from left to right, alanine, leucine, glutamine; below, from left to right, tryptophan, asparagine); on the left, the monophosphate nucleotide obtained with the guanine base (figure modified by Valli, 2020).

Figure 8

Figure 7. Fourth Drake: top, double surface thick layer; on the sides of double-wall lipid bags; at the centre, fusion of two lipid bags (figure modified by Valli, 2020).

Figure 9

Figure 8. Fourth Drake: the trapping of chlorophyll (at the top left) in the double-wall lipid membrane.

Figure 10

Figure 9. Fourth Drake: the concentration of H+ ions inside the lipid bag system increases the pH of this environment: the arrow indicates the entrance of an H+ ion thanks to the ‘photopump for protons’ (a figure modified by Valli, 2020).

Figure 11

Figure 10. Fourth Drake: triphosphate nucleotides formed in the environment made acid by the H+ ions (ATP, with the base adenine, left; CTP, with the cytosine base, right) (figure modified by Valli, 2020).

Figure 12

Figure 11. Fourth Drake: at the top, right and left, double propeller DNA molecules; 3D protein, at the centre, below (figure modified by Valli, 2020).

Figure 13

Figure 12. Fourth Drake: the metabolic processes of the previous stages now take place in a single bag, the surface of which no longer merges with the others.

Figure 14

Figure 13. Fourth Drake: examples of ‘translation’ of the genetic code: on the left, the trio ‘uracil–adenine–cytosine’ (UAC) coding for the amino acid methionine (MET); on the right, the trio ‘guanine–guanine–cytosine’ (GGC) coding for the proline amino acid (Pro) (figure modified by Valli, 2020).

Figure 15

Table 3. Fourth Drake: the 40 values of the aj and bj frequencies minimum and maximum, of the time ΔTj of observation and time ΔT0j of micro-catastrophe, for each phase described in the previous paragraph

Figure 16

Table 4. 4th Drake: evaluation of probability – the values in the box in darker grey are the entry data (pass 1); those in clearer grey the intermediate calculations (step 2 and 3)

Figure 17

Table 5. Fourth Drake: evaluation of probability – the values in the box in darker grey are the entry data (step 4); those in clearer grey the intermediate calculations (step 3 and 4)

Figure 18

Table 6. Fourth Drake: evaluation of the probability – data outgoing on time ΔT (long term): probability of development of life fl and its values with standard deviation flA and flB (step 4)

Figure 19

Figure 14. Fourth Drake: the lognormal distribution Φ of the process in the medium term ΔT0: the average value is 7.31 × 10−3, the standard deviation is 1.95 × 10−3.

Figure 20

Figure 15. Fifth Drake: comparison between a prokaryote cell (a) and an animal eukaryotic cell (b), with the typical elements of the two cells indicated on the figure. The main differences between bacteria and archaea reside at the level of the cell membrane (see Fig. 5). The two cells are not in scale: the prokaryotic cell is about of size of the mitochondria of the eukaryotic cell.

Figure 21

Figure 16. Fifth Drake: simplified scheme of the inside-out model: (A) the outgrowth comes out from pores of the wall (thick black line) of the archaeon; (B) the outgrowth develops and begins to wrap the associated bacteria (the two grey ovals), while the wall begins to vanish; (C) the cytoplasm completely holds the archaeon and the bacteria have penetrated through the membrane, finding it inside: the original structure of the archaeon, covered with a double membrane equipped with pores (four of these are marked by asterisks), will become the nucleus of the new cell (figure modified by Baum and Baum, 2014).

Figure 22

Figure 17. Fifth Drake: scheme of the wall of the archaeon guest, with pore crossed by a cytoplasmic rise, according to the inside-out model (Baum and Baum, 2014, 2020).

Figure 23

Figure 18. Fifth Drake – eukaryotes: migration (along the arrow) of the symbiont genome (top right rectangle) towards the host DNA (bottom, left); the genome thus transferred will be lost from the symbiont DNA but will be preserved in that of the host.

Figure 24

Figure 19. Fifth Drake – eukaryotes: main differences between the constituents of the cell membranes of bacteria and eukaryotes (left) and those of archaea (right): the polar head of bacteria and eukaryotes binds to hydrophobic chains via an ester bond, while archaea use ether bonds; the hydrophobic chains of bacteria and eukaryotes are made up of linear fatty acids, while those of archaea are made up of long branched alcoholic molecules (the various elements are not to scale with each other; figure modified from Forterre, 2007).

Figure 25

Figure 20. Fifth Drake – eukaryotes: the lognormal distribution Φ of the process in the medium term ΔT0: the average valour is 1.26 × 10−3, the standard deviation is 4.12 × 10−4.

Figure 26

Table 7. Fifth Drake – eukaryotes: the 32 values of the minimum and maximum aj and bj frequencies, of the time ΔTj of observation and time ΔT0j of micro-catastrophe, for each phase described in the previous paragraph

Figure 27

Table 8. Fifth Drake – eukaryotes: evaluation of probability; the values redeemed in darker grey are the entry data (step 1), those in clearer grey the intermediate calculations (step 2 and 3)

Figure 28

Table 9. Fifth Drake – eukaryotes: evaluation of probability; the values redeemed in darker grey are the entry data (step 4), those in clearer grey the intermediate calculations (step 3 and 4)

Figure 29

Table 10. Fifth Drake – eukaryotes: evaluation of probability; output data on time ΔT (long term): probability of development of the eukaryotic fees and its values with standard deviation feA and feB (step 4)

Figure 30

Figure 21. Fifth Drake – metazoa: choanoflagellate: the flagellum (dashed inside the collar), the collar and the cell body of the organism are indicated.

Figure 31

Figure 22. Fifth Drake – metazoa: synzoospore theory model: zygote (a) produces the zoospores that come together to form the synzoospore (b); the asynchronous development of the cells that compose it produces a colony consisting of different cells (although all with the same basic genetic code) that acquires sedentary costumes (c). To reproduce, the colony can generate a new zygote and the cycle starts again.

Figure 32

Figure 23. Fifth Drake metazoa: the lognormal distribution Φ of the process in the medium term ΔT0: the average valour is 1.50 × 10−2, the standard deviation is 4.48 × 10−3.

Figure 33

Table 11. Fifth Drake metazoa: the 16 values of the minimum and maximum aj and bj frequencies, of the time ΔTj of observation and time ΔT0j of micro-catastrophe, for each phase described in the previous paragraph

Figure 34

Table 12. Fifth Drake metazoa: evaluation of probability; the values redeemed in darker grey are the entry data (step 1), those in clearer grey the intermediate calculations (step 2 and 3)

Figure 35

Table 13. Fifth Drake metazoa: evaluation of probability; the values redeemed in darker grey are the entry data (step 4), those in clearer grey the intermediate calculations (step 3 and 4)

Figure 36

Table 14. Fifth Drake metazoa: evaluation of probability; output data on time ΔT (long term): probability of development of fm metazoa and its values with standard deviation fmA and fmB (step 4)

Figure 37

Figure 24. Fifth Drake ETC: scheme of the amniotic egg: the embryo bathes in the amniotic fluid, delimited by the amnion, impermeable; the yolk sac contains the nutrients for the embryo; the allantois is the embryonic annex that contains waste and has a role in respiration; the chorion is the outermost layer of the egg (figure modified from Steyer, 2009).

Figure 38

Figure 25. Fifth Drake ETC: simplified scheme showing the human brain, with the various brain lobes indicated.

Figure 39

Figure 26. Fifth Drake ETC: simplified scheme of the neck and human skull to represent the position of the hyoid bone; this bone has been coloured in grey, as well as the cervical vertebrae, in order to facilitate their identification.

Figure 40

Figure 27. Fifth Drake ETC: the lognormal distribution Φ of the process in the medium term ΔT0: the average valour is 5.89 × 10−3, the standard deviation is 2.19 × 10−3.

Figure 41

Table 15. Fifth Drake ETC: the 32 values of the minimum and maximum aj and bj frequencies, of the time ΔTj of observation and time ΔT0j of micro-catastrophe corporate, for each phase described in the previous paragraph

Figure 42

Table 16. Fifth Drake ETC: evaluation of probability; the values requested in darker grey are the entry data (pass 1); those in clearer grey the intermediate calculations (step 2 and 3)

Figure 43

Table 17. Fifth Drake ETC: evaluation of probability; the values requested in darker grey are the entry data (step 4); those in clearer grey the intermediate calculations (step 3 and 4)

Figure 44

Table 18. Fifth Drake ETC: evaluation of probability; output data on time ΔT (long term): probability of Homo fh development and its values with standard deviation fhA and fhB (step 4)

Figure 45

Figure 28. Fifth Drake total: the lognormal distribution Φ of the process in the medium term ΔT0: the average valour is 1.34 × 10−2, the standard deviation is 7.17 × 10−3.

Figure 46

Table 19. Fifth Drake total: the six values of the Aj and Bj frequencies minimal and maximum for each phase

Figure 47

Table 20. Fifth Drake total: evaluation of probability; the tabulated values are the intermediate calculations (step 2 and 3)

Figure 48

Table 21. Fifth Drake total: evaluation of probability; the tabulated values are the intermediate calculations (step 3)

Figure 49

Table 22. Fifth Drake total: evaluation of probability; output data on time ΔT (long term): probability of development of intelligent life fi and its values with standard deviation fiA and fiB (step 4)

Figure 50

Figure 29. Fifth Drake: the curve depicted shows the climb of the concentration of oxygen in the atmosphere during the GOE from 0 to 0.2% between −2.4 and −1.9 Gy and, during the NOE, between −0.8 and −0.5 Gy. The green and red curve represents the minimum and maximum hypothesized value (figure modified by Holland, 2006).

Figure 51

Figure 30. Fifth Drake: luminous penetration I(L) between depth L and the depth L + dL on an m2 of marine surface. Little grey discs represent the suspension cells.

Figure 52

Figure 31. Seventh Drake: box A: classic lognormal function of Maccone; box B: distribution functions of duration ΔTp.

Figure 53

Figure 32. (a) Seventh Drake: the equilateral descent of the maximum distribution functions of the duration of civilization (equal to approximately <ΔTp>); (b) seventh Drake: the exponential descent of the probability of survival at the time ΔT with about τ  = 72 300 years; (b): seventh Drake: distribution of duration Δt for five reference probability values p: the one chosen by us is 50% which determines an average value of about 50 000 years.

Figure 54

Figure 33. (a) Seventh Drake: Maccone lognormal for the entire process ΔT0; (b) seventh Drake: distribution of duration Δt for five reference probability values p: the one chosen by us is 50% which determines an average value of about 50 000 years.

Figure 55

Table 23. Seventh Drake: input data in dark grey background and intermediate calculations of μj and σ2j in light grey

Figure 56

Table 24. Seventh Drake: input data ΔTMAX on violet background; intermediate calculations of ΔT0, μ and σ2 in light grey; lognormal mean values <X0>, <X0>A and <X0>B in dark grey

Figure 57

Table 25. Seventh Drake: entry into p on the violet background of five probability values (that choice of 50% is reported with blue characters); in red and medium orange and standard deviation ΔT and its percentage value compared to ΔTMAX

Figure 58

Figure 34. (a) Seventh Drake: the real descent of the probability of survival at the time Δt for the case of the seven challenges; (b) seventh Drake: the real distribution function of the probability of survival at the time Δt for the case of the seven challenges.

Figure 59

Table 26. Drake's parameters defined with their minimum and maximum values

Figure 60

Figure 35. Lognormal of the distribution of static civilizations with <N> = 3.4194 and σ(N) = 2.43.

Figure 61

Figure 36. Lognormal of the distribution of dynamic civilizations with <N> = 2.214 and σ(N) = 2.224.

Figure 62

Table 27. The result of Drake's equation for static and dynamic civilizations

Figure 63

Table 28. Temporal scale of the evolution of a galactic civilization (terrestrial model)

Figure 64

Table 29. The population of the galactic life and the relative distances from us of both suitable planets and planets suitable and populated in the past and in the present: an average volume of the galactic disk has been assumed of 1.53 × 1013 al3

Figure 65

Figure 37. The data of Table 29 (number planets who hosted or host the life) are reported in logarithmic graphics.