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Drake equation

Estimate of extraterrestrial civilizations

Drake equation

Estimate of extraterrestrial civilizations

Note

Frank Drake's equation

Illustration of the Drake equation

The Drake equation is a probabilistic argument used to estimate the number of active, communicative extraterrestrial civilizations in the Milky Way Galaxy.

The equation was formulated in 1961 by Frank Drake, not for purposes of quantifying the number of civilizations, but as a way to stimulate scientific dialogue at the first scientific meeting on the search for extraterrestrial intelligence (SETI). The equation summarizes the main concepts which scientists must contemplate when considering the question of other radio-communicative life. It is more properly thought of as an approximation than as a serious attempt to determine a precise number.

Criticism related to the Drake equation focuses not on the equation itself, but on the fact that the estimated values for several of its factors are highly conjectural, the combined multiplicative effect being that the uncertainty associated with any derived value is so large that the equation cannot be used to draw firm conclusions.

Equation

The Drake equation is:

N = R_* \cdot f_\mathrm{p} \cdot n_\mathrm{e} \cdot f_\mathrm{l} \cdot f_\mathrm{i} \cdot f_\mathrm{c} \cdot L

where

  • N = the number of civilizations in the Milky Way galaxy with which communication might be possible (i.e. which are on the current past light cone);

and

  • R∗ = the average rate of star formation in our galaxy.
  • fp = the fraction of those stars that have planets.
  • ne = the average number of planets that can potentially support life per star that has planets.
  • fl = the fraction of planets that could support life that actually develop life at some point.
  • fi = the fraction of planets with life that go on to develop intelligent life (civilizations).
  • fc = the fraction of civilizations that develop a technology that releases detectable signs of their existence into space.
  • L = the length of time for which such civilizations release detectable signals into space. |access-date=2010-03-07

This form of the equation first appeared in Drake's 1965 paper.

History

Completed 300 Foot Telescope. Frank Drake is the second from left.

In September 1959, physicists Giuseppe Cocconi and Philip Morrison published an article in the journal Nature with the provocative title "Searching for Interstellar Communications". |access-date=2013-04-10 |access-date=2013-04-10 |archive-url=https://web.archive.org/web/20130214073858/http://www.skyandtelescope.com/resources/seti/3304541.html |archive-date=14 February 2013 |url-status=dead

Two months later, Harvard University astronomy professor Harlow Shapley speculated on the number of inhabited planets in the universe, saying "The universe has 10 million, million, million suns (10 followed by 18 zeros) similar to our own. One in a million has planets around it. Only one in a million million has the right combination of chemicals, temperature, water, days and nights to support planetary life as we know it. This calculation arrives at the estimated figure of 100 million worlds where life has been forged by evolution." |access-date=2015-10-02

Seven months after Cocconi and Morrison published their article, Drake began searching for extraterrestrial intelligence in an experiment called Project Ozma. It was the first systematic search for signals from communicative extraterrestrial civilizations. Using the 85 foot dish of the National Radio Astronomy Observatory, Green Bank in Green Bank, West Virginia, Drake monitored two nearby Sun-like stars: Epsilon Eridani and Tau Ceti, slowly scanning frequencies close to the 21 cm wavelength for six hours per day from April to July 1960. The project was well designed, inexpensive, and simple by today's standards. It detected no signals.

Soon thereafter, Drake hosted the first search for extraterrestrial intelligence conference on detecting their radio signals. The meeting was held at the Green Bank facility in 1961. The equation that bears Drake's name arose out of his preparations for the meeting.

The ten attendees were conference organizer J. Peter Pearman, Frank Drake, Philip Morrison, businessman and radio amateur Dana Atchley, chemist Melvin Calvin, astronomer Su-Shu Huang, neuroscientist John C. Lilly, inventor Barney Oliver, astronomer Carl Sagan, and radio-astronomer Otto Struve. |trans-title=It was like a 180 degree turn from this embarrassing secret |access-date=2013-08-13 |access-date=2013-08-13

Usefulness

The Drake equation results in a summary of the factors affecting the likelihood that we might detect radio-communication from intelligent extraterrestrial life. |access-date=2013-04-17 |access-date=2013-04-17

Within the limits of existing human technology, any practical search for distant intelligent life must necessarily be a search for some manifestation of a distant technology. After about 50 years, the Drake equation is still of seminal importance because it is a 'road map' of what we need to learn in order to solve this fundamental existential question. It also formed the backbone of astrobiology as a science; although speculation is entertained to give context, astrobiology concerns itself primarily with hypotheses that fit firmly into existing scientific theories. Some 50 years of SETI have failed to find anything, even though radio telescopes, receiver techniques, and computational abilities have improved significantly since the early 1960s. SETI efforts since 1961 have conclusively ruled out widespread alien emissions near the 21 cm wavelength of the hydrogen frequency.

Estimates

Original estimates

There is considerable disagreement on the values of these parameters, but the 'educated guesses' used by Drake and his colleagues in 1961 were:

  • R∗ = 1 yr−1 (1 star formed per year, on the average over the life of the galaxy; this was regarded as conservative)
  • fp = 0.2 to 0.5 (one fifth to one half of all stars formed will have planets)
  • ne = 1 to 5 (stars with planets will have between 1 and 5 planets capable of developing life)
  • fl = 1 (100% of these planets will develop life)
  • fi = 1 (100% of which will develop intelligent life)
  • fc = 0.1 to 0.2 (10–20% of which will be able to communicate)
  • L = somewhere between 1000 and 100,000,000 years

Inserting the above minimum numbers into the equation gives a minimum N of 20 (see: Range of results). Inserting the maximum numbers gives a maximum of 50,000,000. Drake states that given the uncertainties, the original meeting concluded that NL, and there were probably between 1000 and 100,000,000 planets with civilizations in the Milky Way Galaxy.

Current estimates

This section discusses and attempts to list the best current estimates for the parameters of the Drake equation.

Rate of star creation in this Galaxy, {{math|''R''}}

Calculations in 2010, from NASA and the European Space Agency indicate that the rate of star formation in this Galaxy is about of material per year. |access-date=2016-09-09

eta-earth

Fraction of those stars that have planets, {{math|''f''p}}

Analysis of microlensing surveys, in 2012, has found that fp may approach 1—that is, stars are orbited by planets as a rule, rather than the exception; and that there are one or more bound planets per Milky Way star. |access-date=2012-01-12 |display-authors=etal

Average number of planets that might support life per star that has planets, {{math|''n''e}}

In November 2013, astronomers reported, based on Kepler space telescope data, that there could be as many as 40 billion Earth-sized planets orbiting in the habitable zones of sun-like stars and red dwarf stars within the Milky Way Galaxy. 11 billion of these estimated planets may be orbiting sun-like stars. Since there are about 100 billion stars in the galaxy, this implies fp · ne is roughly 0.4. The nearest planet in the habitable zone is Proxima Centauri b, which is as close as about 4.2 light-years away.

The consensus at the Green Bank meeting was that ne had a minimum value between 3 and 5. Dutch science journalist Govert Schilling has opined that this is optimistic. Even if planets are in the habitable zone, the number of planets with the right proportion of elements is difficult to estimate.{{cite journal

The discovery of numerous gas giants in close orbit with their stars has introduced doubt that life-supporting planets commonly survive the formation of their stellar systems. So-called hot Jupiters may migrate from distant orbits to near orbits, in the process disrupting the orbits of habitable planets.

On the other hand, the variety of star systems that might have habitable zones is not just limited to solar-type stars and Earth-sized planets. It is now estimated that even tidally locked planets close to red dwarf stars might have habitable zones,

The authors of the rare Earth hypothesis propose a number of additional constraints on habitability for planets, including being in galactic zones with suitably low radiation, high star metallicity, and low enough density to avoid excessive asteroid bombardment. They also propose that it is necessary to have a planetary system with large gas giants which provide bombardment protection without a hot Jupiter; and a planet with plate tectonics, a large moon that creates tidal pools, and moderate axial tilt to generate seasonal variation.

Fraction of the above that actually go on to develop life, {{math|''f''l}}

Geological evidence from the Earth suggests that fl may be high; life on Earth appears to have begun around the same time as favorable conditions arose, suggesting that abiogenesis may be relatively common once conditions are right. However, this evidence only looks at the Earth (a single model planet), and contains anthropic bias, as the planet of study was not chosen randomly, but by the living organisms that already inhabit it (ourselves). From a classical hypothesis testing standpoint, without assuming that the underlying distribution of fl is the same for all planets in the Milky Way, there are zero degrees of freedom, permitting no valid estimates to be made. If life (or evidence of past life) were to be found on Mars, Europa, Enceladus or Titan that developed independently from life on Earth it would imply a value for fl close to 1. While this would raise the number of degrees of freedom from zero to one, there would remain a great deal of uncertainty on any estimate due to the small sample size, and the chance they are not really independent.

Countering this argument is that there is no evidence for abiogenesis occurring more than once on the Earth—that is, all terrestrial life stems from a common origin. If abiogenesis were more common it would be speculated to have occurred more than once on the Earth. Scientists have searched for this by looking for bacteria that are unrelated to other life on Earth, but none have been found yet.

In 2020, a paper by scholars at the University of Nottingham proposed an "Astrobiological Copernican" principle, based on the Principle of Mediocrity, and speculated that "intelligent life would form on other [Earth-like] planets like it has on Earth, so within a few billion years life would automatically form as a natural part of evolution". In the authors' framework, fl, fi, and fc are all set to a probability of 1 (certainty). Their resultant calculation concludes there are more than thirty current technological civilizations in the galaxy (disregarding error bars).

Fraction of the above that develops intelligent life, {{math|''f''i}}

This value remains particularly controversial. Those who favor a low value, such as the biologist Ernst Mayr, point out that of the billions of species that have existed on Earth, only one has become intelligent and from this, infer a tiny value for fi. |url-status = dead |archive-url = https://web.archive.org/web/20101206171624/http://www.planetary.org/explore/topics/search_for_life/seti/mayr.html |archive-date = 6 December 2010 |url-status = dead |archive-url = https://web.archive.org/web/20110716063324/http://www.acampbell.ukfsn.org/bookreviews/r/morris.html |archive-date = 16 July 2011

In addition, while it appears that life developed soon after the formation of Earth, the Cambrian explosion, in which a large variety of multicellular life forms came into being, occurred a considerable amount of time after the formation of Earth, which suggests the possibility that special conditions were necessary. Some scenarios such as the snowball Earth or research into extinction events have raised the possibility that life on Earth is relatively fragile. Research on any past life on Mars is relevant since a discovery that life did form on Mars but ceased to exist might raise the estimate of fl but would indicate that in half the known cases, intelligent life did not develop.

Estimates of fi have been affected by discoveries that the Solar System's orbit is circular in the galaxy, at such a distance that it remains out of the spiral arms for tens of millions of years (evading radiation from novae). Also, Earth's large moon may aid the evolution of life by stabilizing the planet's axis of rotation.

There has been quantitative work to begin to define f_\mathrm{l} \cdot f_\mathrm{i}. One example is a Bayesian analysis published in 2020. In the conclusion, the author cautions that this study applies to Earth's conditions. In Bayesian terms, the study favors the formation of intelligence on a planet with identical conditions to Earth but does not do so with high confidence. |doi-access=free |access-date=23 May 2020}}

Planetary scientist Pascal Lee of the SETI Institute proposes that this fraction is very low (0.0002). He based this estimate on how long it took Earth to develop intelligent life (1 million years since Homo erectus evolved, compared to 4.6 billion years since Earth formed).

Fraction of the above revealing their existence via signal release into space, {{math|''f''c}}

For deliberate communication, the one example we have (the Earth) does not do much explicit communication, though there are some efforts covering only a tiny fraction of the stars that might look for human presence. (See Arecibo message, for example). There is considerable speculation why an extraterrestrial civilization might exist but choose not to communicate. However, deliberate communication is not required, and calculations indicate that current or near-future Earth-level technology might well be detectable to civilizations not too much more advanced than present day humans.

Another question is what percentage of civilizations in the galaxy are close enough for us to detect, assuming that they send out signals. For example, existing Earth radio telescopes could only detect Earth radio transmissions from roughly a light year away.

Lifetime of such a civilization wherein it communicates its signals into space, {{math|''L''}}

Michael Shermer estimated L as 420 years, based on the duration of sixty historical Earthly civilizations. |url-access=subscription

David Grinspoon has argued that once a civilization has developed enough, it might overcome all threats to its survival. It will then last for an indefinite period of time, making the value for L potentially billions of years. If this is the case, then he proposes that the Milky Way Galaxy may have been steadily accumulating advanced civilizations since it formed.

It has also been hypothesized that once a civilization has learned of a more advanced one, its longevity could increase because it can learn from the experiences of the other.

The astronomer Carl Sagan speculated that all of the terms, except for the lifetime of a civilization, are relatively high and the determining factor in whether there are large or small numbers of civilizations in the universe is the civilization lifetime, or in other words, the ability of technological civilizations to avoid self-destruction. In Sagan's case, the Drake equation was a strong motivating factor for his interest in environmental issues and his efforts to warn against the dangers of nuclear warfare. Paleobiologist Olev Vinn suggests that the lifetime of most technological civilizations is brief due to inherited behavior patterns present in all intelligent organisms. These behaviors, incompatible with civilized conditions, inevitably lead to self-destruction soon after the emergence of advanced technologies.

An intelligent civilization might not be organic, as some have suggested that artificial general intelligence may replace humanity.

Range of results

As many skeptics have pointed out, the Drake equation can give a very wide range of values, depending on the assumptions,"The value of N remains highly uncertain. Even if we had a perfect knowledge of the first two terms in the equation, there are still five remaining terms, each of which could be uncertain by factors of 1,000." from {{cite journal |title=The search for extraterrestrial intelligence |access-date = 16 April 2013 |url-status = dead |archive-url = https://web.archive.org/web/20130603043832/http://www.cosmosmagazine.com/features/are-we-alone-a-review-drake-equation/ |archive-date = 3 June 2013

As an example of a low estimate, combining NASA's star formation rates, the rare Earth hypothesis value of , Mayr's view on intelligence arising, Drake's view of communication, and Shermer's estimate of lifetime: :, , , [Drake, above], and years gives: : i.e., suggesting that we are probably alone in this galaxy, and possibly in the observable universe.

On the other hand, with larger values for each of the parameters above, values of N can be derived that are greater than 1. The following higher values that have been proposed for each of the parameters: :, , , , Use of these parameters gives: :

Monte Carlo simulations of estimates of the Drake equation factors based on a stellar and planetary model of the Milky Way have resulted in the number of civilizations varying by a factor of 100.

Possible former technological civilizations

In 2016, Adam Frank and Woodruff Sullivan modified the Drake equation to determine just how unlikely the event of a technological species arising on a given habitable planet must be, to give the result that Earth hosts the only technological species that has ever arisen, for two cases: (a) this Galaxy, and (b) the universe as a whole. By asking this different question, one removes the lifetime and simultaneous communication uncertainties. Since the numbers of habitable planets per star can today be reasonably estimated, the only remaining unknown in the Drake equation is the probability that a habitable planet ever develops a technological species over its lifetime. For Earth to have the only technological species that has ever occurred in the universe, they calculate the probability of any given habitable planet ever developing a technological species must be less than . Similarly, for Earth to have been the only case of hosting a technological species over the history of this Galaxy, the odds of a habitable zone planet ever hosting a technological species must be less than (about 1 in 60 billion). The figure for the universe implies that it is extremely unlikely that Earth hosts the only technological species that has ever occurred. On the other hand, for this Galaxy one must think that fewer than 1 in 60 billion habitable planets develop a technological species for there not to have been at least a second case of such a species over the past history of this Galaxy.

Modifications

As many observers have pointed out, the Drake equation is a very simple model that omits potentially relevant parameters, |archive-url = https://web.archive.org/web/20090205123935/http://astro.elte.hu/~hetesizs/Hetesi%20Zsolt%20cikkei/new%20interpretation%20fo%20drake%20eq.pdf |url-status = dead |archive-date = 2009-02-05 Combining the estimates of the original six factors by major researchers via a Monte Carlo procedure leads to a best value for the non-longevity factors of 0.85 1/years. This result differs insignificantly from the estimate of unity given both by Drake and the Cyclops report.

Others note that the Drake equation ignores many concepts that might be relevant to the odds of contacting other civilizations. For example, Glen David Brin states: "The Drake equation merely speaks of the number of sites at which ETIs spontaneously arise. The equation says nothing directly about the contact cross-section between an ETIS and contemporary human society".

;Colonization : Brin proposed to generalize the Drake equation to include additional effects of alien civilizations colonizing other star systems. Each original site expands with an expansion velocity v, and establishes additional sites that survive for a lifetime L. The result is a more complex set of 3 equations.

;Reappearance factor : The Drake equation may furthermore be multiplied by how many times an intelligent civilization may occur on planets where it has happened once. Even if an intelligent civilization reaches the end of its lifetime, life may still prevail on the planet for billions of years, permitting the next civilization to evolve. Thus, several civilizations may come and go during the lifespan of one and the same planet. Thus, if nr is the average number of times a new civilization reappears on the same planet where a previous civilization once has appeared and ended, then the total number of civilizations on such a planet would be 1 + nr, which is the actual reappearance factor added to the equation.

;METI factor : Alexander Zaitsev said that to be in a communicative phase and emit dedicated messages are not the same. For example, humans are in a communicative phase, but are not a communicative civilization; there are no purposeful and regular transmission of interstellar messages. For this reason, he suggested introducing the METI factor (messaging to extraterrestrial intelligence) to the classical Drake equation. He defined the factor as "fm = The fraction of communicative civilizations with clear and non-paranoid planetary consciousness (that is, those which actually engage in deliberate interstellar transmission)". |access-date=2013-04-20

;Biogenic gases : Astronomer Sara Seager proposed a revised equation that focuses on the search for planets with biosignature gases. These gases are produced by living organisms that can accumulate in a planet atmosphere to levels that can be detected with remote space telescopes.

:The Seager equation looks like:

:where: ::*N* = the number of planets with detectable signs of life ::*N*∗ = the number of stars observed ::*F*Q = the fraction of stars that are quiet ::*F*HZ = the fraction of stars with rocky planets in the habitable zone ::*F*O = the fraction of those planets that can be observed ::*F*L = the fraction that have life ::*F*S = the fraction on which life produces a detectable signature gas ;Carl Sagan's version of the Drake equation:American astronomer Carl Sagan made some modifications in the Drake equation and presented it in the 1980 program *Cosmos: A Personal Voyage*. The modified equation is: ::N = N_\mathrm{*} \cdot f_\mathrm{p} \cdot n_\mathrm{e} \cdot f_\mathrm{l} \cdot f_\mathrm{i} \cdot f_\mathrm{c} \cdot f_\mathrm{L} :where: :: *N* = the number of civilizations in the Milky Way galaxy with which communication might be possible (i.e. which are on the current past light cone); :: *N*∗ = Number of stars in the Milky Way Galaxy :: *f*p = the fraction of those stars that have planets. :: *n*e = the average number of planets that can potentially support life per star that has planets. :: *f*l = the fraction of planets that could support life that actually develop life at some point. :: *f*i = the fraction of planets with life that go on to develop intelligent life (civilizations). :: *f*c = the fraction of civilizations that develop a technology that releases detectable signs of their existence into space. :: *f*L = fraction of a planetary lifetime graced by a technological civilization ; Plate tectonics factor Robert J. Stern and Taras V. Gerya proposed to add plate tectonics factors in the 2024 paper: ::quote :: ## Criticism Criticism of the Drake equation is varied. Firstly, many of the terms in the equation are largely or entirely based on conjecture. Star formation rates are well-known, and the incidence of planets has a sound theoretical and observational basis, but the other terms in the equation become very speculative. The uncertainties revolve around the present day understanding of the evolution of life, intelligence, and civilization, not physics. No statistical estimates are possible for some of the parameters, where only one example is known. The net result is that the equation cannot be used to draw firm conclusions of any kind, and the resulting margin of error is huge, far beyond what some consider acceptable or meaningful. |access-date=2013-08-21 Others point out that the equation was formulated before our understanding of the universe had matured. Astrophysicist Ethan Siegel, said: One reply to such criticisms |access-date=2013-08-21 |archive-url=https://web.archive.org/web/20050306072552/http://www.planetary.org/html/UPDATES/seti/history/History07.htm |archive-date=2005-03-06 ### Fermi paradox *Main article: Fermi paradox* A civilization lasting for tens of millions of years could be able to spread throughout the galaxy, even at the slow speeds foreseeable with present-day technology. However, no confirmed signs of civilizations or intelligent life elsewhere have been found, either in this Galaxy or in the observable universe of 2 trillion galaxies. According to this line of thinking, the tendency to fill (or at least explore) all available territory seems to be a universal trait of living things, so the Earth should have already been colonized, or at least visited, but no evidence of this exists. Hence Fermi's question "Where is everybody?". |access-date=2013-08-21 |osti-access=free |doi-access=free |access-date=2013-08-21 A large number of explanations have been proposed to explain this lack of contact; a book published in 2015 elaborated on 75 different explanations. - Few intelligent civilizations ever arise. This is an argument that at least one of the first few terms, *R*∗ · *f*p · *n*e · *f*l · *f*i, has a low value. The most common suspect is *f*i, but explanations such as the rare Earth hypothesis argue that *n*e is the small term. - Intelligent civilizations exist, but we see no evidence, meaning *f*c is small. Typical arguments include that civilizations are too far apart, it is too expensive to spread throughout the galaxy, civilizations broadcast signals for only a brief period of time, communication is dangerous, and many others. - The lifetime of intelligent, communicative civilizations is short, meaning the value of L is small. Drake suggested that a large number of extraterrestrial civilizations would form, and he further speculated that the lack of evidence of such civilizations may be because technological civilizations tend to disappear rather quickly. Typical explanations include it is the nature of intelligent life to destroy itself, it is the nature of intelligent life to destroy others, they tend to be destroyed by natural events, and others. These lines of reasoning lead to the Great Filter hypothesis, which states that since there are no observed extraterrestrial civilizations despite the vast number of stars, at least one step in the process must be acting as a filter to reduce the final value. According to this view, either it is very difficult for intelligent life to arise, or the lifetime of technologically advanced civilizations, or the period of time they reveal their existence must be relatively short. An analysis by Anders Sandberg, Eric Drexler and Toby Ord suggests "a substantial *ex ante* (predicted) probability of there being no other intelligent life in our observable universe". ## In popular culture ::figure[src="https://upload.wikimedia.org/wikipedia/commons/0/0c/Europa_Clipper_commemorative_plate.jpg" caption="Commemorative plate on [[Europa Clipper"] :: The equation was cited by Gene Roddenberry as supporting the multiplicity of inhabited planets shown on *Star Trek*, the television series he created. However, Roddenberry did not have the equation with him, and he was forced to "invent" it for his original proposal. The invented equation created by Roddenberry is: Ff^2 (MgE)-C^1 Ri^1 \cdot M=L/So Regarding Roddenberry's fictional version of the equation, Drake himself commented that a number raised to the first power is just the number itself. A commemorative plate on NASA's Europa Clipper mission, which launched October 14, 2024, features a poem by the U.S. Poet Laureate Ada Limón, waveforms of the word 'water' in 103 languages, a schematic of the water hole, the Drake equation, and a portrait of planetary scientist Ron Greeley on it. ## Notes ## References ## References 1. Drake, F. D.. (April 1961). ["Project Ozma"](https://pubs.aip.org/physicstoday/article/14/4/40/422237/Project-Ozma). *American Institute of Physics*. 2. (2012). "A stochastic process approach of the drake equation parameters". *[[International Journal of Astrobiology]]*. 3. (December 2002). ["Chapter 3 – Philosophy: "Solving the Drake Equation"](https://www.setileague.org/askdr/drake.htm). *SETI League*. 4. Drake, N.. (30 June 2014). ["How my Dad's Equation Sparked the Search for Extraterrestrial Intelligence"](http://news.nationalgeographic.com/news/2014/06/140630-drake-equation-50-years-later-aliens-science/). *[[National Geographic (magazine)*. 5. ["What do we need to know about to discover life in space?"](https://www.seti.org/drakeequation). *[[SETI Institute]]*. 6. Drake, Frank D.. (1965-01-01). ["The Radio Search for Intelligent Extraterrestrial Life"](https://ui.adsabs.harvard.edu/abs/1965cae..book..323D). 7. Wright, Jason. (2019-07-31). ["Freeman Dyson's First Law of SETI Investigations"](https://sites.psu.edu/astrowright/2019/07/31/freeman-dysons-first-law-of-seti-investigations/). 8. (29 September 2003). ["The Drake Equation Revisited: Part I"](http://www.astrobio.net/alien-life/the-drake-equation-revisited-part-i/). *[[Astrobiology Magazine]]*. 9. Darling, D. J.. ["Green Bank conference (1961)"](https://www.daviddarling.info/encyclopedia/G/GreenBank.html#Green_Bank_SETI_conference). 10. Burchell. (2006). "W(h)ither the Drake equation?". *International Journal of Astrobiology*. 11. [http://www.astronomynow.com/news/n1004/SETI/ SETI: A celebration of the first 50 years]. Keith Cooper. ''Astronomy Now''. 2000 12. (2010). "The present-day star formation rate of the Milky Way determined from Spitzer-detected young stellar objects". *The Astrophysical Journal Letters*. 13. (22 September 2012). "Star Formation in the Milky Way and Nearby Galaxies". *Annual Review of Astronomy and Astrophysics*. 14. Overbye, Dennis. (4 November 2013). ["Far-Off Planets Like the Earth Dot the Galaxy"](https://www.nytimes.com/2013/11/05/science/cosmic-census-finds-billions-of-planets-that-could-be-like-earth.html). *[[The New York Times]]*. 15. (31 October 2013). "Prevalence of Earth-size planets orbiting Sun-like stars". *[[Proceedings of the National Academy of Sciences of the United States of America]]*. 16. Khan, Amina. (4 November 2013). ["Milky Way may host billions of Earth-size planets"](https://www.latimes.com/science/la-sci-earth-like-planets-20131105,0,2673237.story). *[[Los Angeles Times]]*. 17. (2 July 2013). ["Red Dwarf Stars Could Leave Habitable Earth-Like Planets Vulnerable to Radiation"](http://scitechdaily.com/red-dwarf-stars-could-leave-habitable-earth-like-planets-vulnerable-to-radiation/). 18. (29 April 2014). "Constraints on the Habitability of Extrasolar Moons". *Proceedings of the International Astronomical Union*. 19. (2000). "Rare Earth: Why Complex Life is Uncommon in the Universe". *Copernicus Books (Springer Verlag)*. 20. (15 June 2020). "The Astrobiological Copernican Weak and Strong Limits for Intelligent Life". *The Astrophysical Journal*. 21. (15 June 2020). ["Scientists say most likely number of contactable alien civilisations is 36"](https://www.theguardian.com/science/2020/jun/15/scientists-say-most-likely-number-of-contactable-alien-civilisations-is-36). *The Guardian*. 22. Rare Earth, p. xviii.: "We believe that life in the form of microbes or their equivalents is very common in the universe, perhaps more common than even Drake or Sagan envisioned. However, ''complex'' life—animals and higher plants—is likely to be far more rare than commonly assumed." 23. Lee, Pascal. (24 October 2020). ["N~1: Alone in the Milky Way, Mt Tam"](https://www.youtube.com/watch?v=cuJDkIUuDBg). 24. Lee, Pascal. (6 March 2021). ["N~1: Alone in the Milky Way – Kalamazoo Astronomical Society"](https://www.youtube.com/watch?v=wj5nmgoQr50). 25. Tarter, Jill C.. (September 2001). "The Search for Extraterrestrial Intelligence (SETI)". *Annual Review of Astronomy and Astrophysics*. 26. Vinn, O.. (2024). "Potential incompatibility of inherited behavior patterns with civilization: Implications for Fermi paradox". *Science Progress*. 27. Sulleyman. (2 November 2017). ["Stephen Hawking warns artificial intelligence 'may replace humans altogether'"](https://www.independent.co.uk/life-style/gadgets-and-tech/news/stephen-hawking-artificial-intelligence-fears-ai-will-replace-humans-virus-life-a8034341.html). *independent.co.uk*. 28. Schilling. (November 2011). ["The Chance of Finding Aliens: Reevaluating the Drake Equation"](http://www.astro-tom.com/technical_data/alien_life.htm). *astro-tom.com*. 29. ["The Drake Equation"](https://www.e-education.psu.edu/astro801/content/l12_p5.html). *psu.edu*. 30. Devin Powell, Astrobiology Magazine. (4 September 2013). ["The Drake Equation Revisited: Interview with Planet Hunter Sara Seager"](https://www.space.com/22648-drake-equation-alien-life-seager.html). *Space.com*. 31. (3 June 2009). ["The Chance of Finding Aliens"](https://skyandtelescope.org/astronomy-news/the-chance-of-finding-aliens/). *Sky & Telescope*. 32. Rare Earth, page 270: "When we take into account factors such as the abundance of planets and the location and lifetime of the habitable zone, the Drake Equation suggests that only between 1% and 0.001% of all stars might have planets with habitats similar to Earth. [...] If microbial life forms readily, then millions to hundreds of millions of planets in the galaxy have the ''potential'' for developing advanced life. (We expect that a much higher number will have microbial life.)" 33. (28 April 2016). ["Are we alone? Setting some limits to our uniqueness"](http://phys.org/news/2016-04-limits-uniqueness.html). *phys.org*. 34. (5 October 2016). "Are We Alone? Galactic Civilization Challenge". 35. Frank. (10 June 2016). ["Yes, There Have Been Aliens"](https://www.nytimes.com/2016/06/12/opinion/sunday/yes-there-have-been-aliens.html). *The New York Times*. 36. Frank. (22 April 2016). "A New Empirical Constraint on the Prevalence of Technological Species in the Universe". *Astrobiology*. 37. ''Bioverse: How the Cellular World Contains the Secrets to Life's Biggest Questions'' William B Miller Jr. {{ISBN. 9781633887992 p50 38. Golden, Leslie M.. (2021-08-01). ["A joint mind consideration of the Drake equation in the search for extraterrestrial intelligence"](https://www.sciencedirect.com/science/article/pii/S0094576521001338). *Acta Astronautica*. 39. (2019). ["Some computations on the Drake equation to encapsulate the probable number of broadcasting civilizations"](https://www.romanpub.com/resources/5--ijaer.pdf). *International Journal of Applied Engineering Research*. 40. Jones, Chris. (7 December 2016). ["'The World Sees Me as the One Who Will Find Another Earth' – The star-crossed life of Sara Seager, an astrophysicist obsessed with discovering distant planets."](https://www.nytimes.com/2016/12/07/magazine/the-world-sees-me-as-the-one-who-will-find-another-earth.html). *[[The New York Times]]*. 41. (2013-09-04). ["The Drake Equation Revisited: Interview with Planet Hunter Sara Seager"](https://www.space.com/22648-drake-equation-alien-life-seager.html). 42. (21 June 2013). ["A New Equation Reveals Our Exact Odds of Finding Alien Life"](https://io9.com/what-a-brand-new-equation-reveals-about-our-odds-of-fin-531575395). *[[io9]]*. 43. (13 August 2014). ["The Drake Equation"](https://phys.libretexts.org/Bookshelves/Astronomy__Cosmology/Supplemental_Modules_(Astronomy_and_Cosmology)/Astronomy/Life_beyond_the_Earth/The_Drake_Equation#:~:text=Another%20version%20of%20the%20Drake,graced%20by%20a%20technological%20civilization.). 44. (24 March 2009). ["Carl Sagan - Cosmos - Drake Equation"](https://www.youtube.com/watch?v=MlikCebQSlY). 45. (12 April 2024). ["The importance of continents, oceans and plate tectonics for the evolution of complex life: implications for finding extraterrestrial civilizations"](https://www.nature.com/articles/s41598-024-54700-x). *Scientific Reports*. 46. Hartsfield, Tom. (2015-03-11). ["Why the Drake Equation Is Useless {{!}} RealClearScience"](https://www.realclearscience.com/blog/2015/03/why_the_drake_equation_is_useless.html). 47. ["The Drake Equation: Could It Be Wrong?"](https://www.seti.org/drake-equation-could-it-be-wrong). 48. Sutter, Paul. (2018-12-27). ["Alien Hunters, Stop Using the Drake Equation"](https://www.space.com/42739-stop-using-the-drake-equation.html). 49. (2024-04-23). ["The unsurprising non-detection of intelligent aliens"](https://bigthink.com/starts-with-a-bang/unsurprising-non-detection-intelligent-aliens/). 50. Christopher J. Conselice. (2016). "The Evolution of Galaxy Number Density at {{math". *The Astrophysical Journal*. 51. Fountain, Henry. (17 October 2016). ["Two Trillion Galaxies, at the Very Least"](https://www.nytimes.com/2016/10/18/science/two-trillion-galaxies-at-the-very-least.html). *[[The New York Times]]*. 52. (2018-06-06). "Dissolving the Fermi Paradox". 53. ''The Making of Star Trek'' by Stephen E. Whitfield and Gene Roddenberry, New York: Ballantine Books, 1968 54. [[Michael Okuda. (1999). "[[The Star Trek Encyclopedia]]". *Pocket Books*. 55. ["NASA Unveils Design for Message Heading to Jupiter's Moon Europa"](https://www.jpl.nasa.gov/news/nasa-unveils-design-for-message-heading-to-jupiters-moon-europa). ::callout[type=info title="Wikipedia Source"] This article was imported from [Wikipedia](https://en.wikipedia.org/wiki/Drake_equation) and is available under the [Creative Commons Attribution-ShareAlike 4.0 License](https://creativecommons.org/licenses/by-sa/4.0/). Content has been adapted to SurfDoc format. Original contributors can be found on the [article history page](https://en.wikipedia.org/wiki/Drake_equation?action=history). ::
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