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	<title>Restricted Boltzmann machine - Revision history</title>
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		<title>en&gt;Qwertyus: DBNs</title>
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		<updated>2013-12-20T15:02:42Z</updated>

		<summary type="html">&lt;p&gt;DBNs&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;[[File:Fullrevival.gif|thumb|right|Full and exact revival of the semi-Gaussian wave function in an infinite two-dimensional [[infinite_potential_well|potential well]] during its time evolution. In between the fractional revivals occur when the scaled shape of the wave function replicates itself integer number of times over the well area.]]&lt;br /&gt;
In [[quantum mechanics]], the &amp;#039;&amp;#039;&amp;#039;quantum revival&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
&amp;lt;ref&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
| author      = J.H. Eberly, N.B. Narozhny, and J.J. Sanchez-Mondragon&lt;br /&gt;
| year        = 1980&lt;br /&gt;
| title       = Periodic spontaneous collapse and revival in a simple quantum model&lt;br /&gt;
| journal     = Phys. Rev. Lett.&lt;br /&gt;
| volume      = 44&lt;br /&gt;
| issue      = 20&lt;br /&gt;
| pages       = 1323–1326&lt;br /&gt;
| doi         = 10.1103/PhysRevLett.44.1323 &lt;br /&gt;
| url         =&lt;br /&gt;
| bibcode=1980PhRvL..44.1323E&lt;br /&gt;
}}&lt;br /&gt;
&amp;lt;/ref&amp;gt;&lt;br /&gt;
is a periodic recurrence of the quantum [[wave function]]&lt;br /&gt;
from its original form during the time evolution either many times in space as the multiple scaled fractions&lt;br /&gt;
in the form of the initial wave function (fractional revival) or approximately or exactly to its original &lt;br /&gt;
form from the beginning (full revival). The quantum wave function periodic in time exhibits therefore the full revival &lt;br /&gt;
every [[Period (physics)|period]]. The phenomenon of revivals is most readily observable for the wave functions being [[Trojan_wave_packet|well localized]] [[wave packet]]s at the beginning of the time evolution for example in the hydrogen atom. For Hydrogen the fractional revivals show up &lt;br /&gt;
as multiple Gaussian bumps  around the circle and the full revival as the original Gaussian&lt;br /&gt;
.&amp;lt;ref&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
| author      = Z. Dacic Gaeta and C. R. Stroud, Jr.&lt;br /&gt;
| year        = 1990&lt;br /&gt;
| title       = Classical and quantum mechanical dynamics of quasiclassical state of a hydrogen atom&lt;br /&gt;
| journal     = Phys. Rev. A&lt;br /&gt;
| volume      = 42&lt;br /&gt;
| issue      = 11&lt;br /&gt;
| pages       = 6308–6313&lt;br /&gt;
| doi         = 10.1103/PhysRevA.42.6308&lt;br /&gt;
| bibcode=1990PhRvA..42.6308G&lt;br /&gt;
}}&lt;br /&gt;
&amp;lt;/ref&amp;gt;&lt;br /&gt;
The full revivals are exact for the infinite [[Infinite quantum well|quantum well]], [[quantum harmonic oscillator|harmonic oscillator]] or the [[hydrogen atom]], while for shorter times are approximate &lt;br /&gt;
for hydrogen atom and a lot of quantum systems.&lt;br /&gt;
&lt;br /&gt;
==Example - arbitrary truncated wave function of the quantum system with rational energies==&lt;br /&gt;
&lt;br /&gt;
Consider a quantum system with the energies &amp;lt;math&amp;gt;E_i&amp;lt;/math&amp;gt; and the eigenstates &amp;lt;math&amp;gt;\psi_i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;H \psi_i = E_i \psi_i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and let the energies  be the [[rational number|rational]] fractions of some constant &amp;lt;math&amp;gt;C&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;E_i= C {M_i \over N_i}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
(for example for [[hydrogen atom]] &amp;lt;math&amp;gt;M_i=1&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;N_i=i^2&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;C=-13.6 eV&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Then the truncated (till &amp;lt;math&amp;gt;\mathbb{N}_{max}&amp;lt;/math&amp;gt; of states)  solution of the time dependent Schrödinger equation is&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Psi(t)=\sum_{i=0}^{\mathbb{N}_{max}}a_i e^{-i {{E_i} \over \hbar} t} \psi_i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Let &amp;lt;math&amp;gt;L_{cm}&amp;lt;/math&amp;gt;  be to [[lowest common multiple]] of all &amp;lt;math&amp;gt;N_i&amp;lt;/math&amp;gt;&lt;br /&gt;
then for each &amp;lt;math&amp;gt;N_i&amp;lt;/math&amp;gt; the &amp;lt;math&amp;gt;{L_{cm}}/ N_i&amp;lt;/math&amp;gt; is an integer, &amp;lt;math&amp;gt;2 \pi M_i {L_{cm}}/N_i&amp;lt;/math&amp;gt; is the full multiple  of &amp;lt;math&amp;gt;2 \pi&amp;lt;/math&amp;gt; angle and&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Psi(t)=\Psi(t+T)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
after the full revival time time&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;T={2 \pi \hbar \over C} L_{cm}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For the quantum system as small as Hydrogen and &amp;lt;math&amp;gt;\mathbb{N}_{max}&amp;lt;/math&amp;gt; as small as 100 it may take quadrillions of  years till it will fully revive. Especially once created by fields the [[Trojan wave packet]] in a&lt;br /&gt;
hydrogen atom exists without any external fields&lt;br /&gt;
[[Stroboscopic effect|stroboscopically]] and eternally repeating itself &lt;br /&gt;
after sweeping almost the whole hypercube of quantum phases exactly every full revival time.  &lt;br /&gt;
&lt;br /&gt;
The striking consequence is that no finite-bit computer can propagate the numerical wave function accurately for the arbitrarily long &lt;br /&gt;
time. If the processor number is n-[[bit]] long  [[floating point]] number then the energy is for example 2.34576893 = 234576893/100000000 and &lt;br /&gt;
is exactly  rational and the full revival occurs for any wave function of any quantum system  after the time &amp;lt;math&amp;gt;t/2 \pi=100000000&amp;lt;/math&amp;gt; which is its maximum exponent and so on that may not be true for all quantum systems or all stationary quantum systems undergo the full and exact revival numerically.&lt;br /&gt;
&lt;br /&gt;
In the system with the rational energies i.e. where the quantum exact full revival exists its existence immediately proves the quantum [[Poincaré recurrence theorem]] and the time of the full quantum revival equals to the Poincaré recurrence time. While the rational numbers are [[dense set|dense]] in real numbers and the arbitrary function of &lt;br /&gt;
the quantum number can be approximated arbitrarily exactly with [[Padé approximants]] with the &lt;br /&gt;
coefficients of arbitrary decimal precision for the arbitrarily long time each quantum system therefore revives &lt;br /&gt;
almost exactly.&lt;br /&gt;
&lt;br /&gt;
Despite of the [[General Relativity|general theory of the relativity]] and the [[Shape of the universe|cosmological models]]  if there is a [[universal wavefunction]]&lt;br /&gt;
of the [[universe]] quantum theory predicts therefore the universe evolution as the repetitive and infinite appearance &lt;br /&gt;
of the [[big bang]] and [[big crunch]] ([[Big bounce]] and [[cyclic model]]) and so on as the global Poincaré recurrence. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{Reflist}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Quantum mechanics]]&lt;/div&gt;</summary>
		<author><name>en&gt;Qwertyus</name></author>
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