<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JSIP</journal-id><journal-title-group><journal-title>Journal of Signal and Information Processing</journal-title></journal-title-group><issn pub-type="epub">2159-4465</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jsip.2013.42024</article-id><article-id pub-id-type="publisher-id">JSIP-31059</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Computer Science&amp;Communications</subject></subj-group></article-categories><title-group><article-title>
 
 
  Maximal Phase Space Compression
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>ihai</surname><given-names>Dima</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marian</surname><given-names>Petre</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Institute for Physics and Nuclear Engineering, Bucharest, Romania</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>modima@nipne.ro(ID)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>08</day><month>05</month><year>2013</year></pub-date><volume>04</volume><issue>02</issue><fpage>170</fpage><lpage>172</lpage><history><date date-type="received"><day>December</day>	<month>29th,</month>	<year>2012</year></date><date date-type="rev-recd"><day>January</day>	<month>31st,</month>	<year>2013</year>	</date><date date-type="accepted"><day>February</day>	<month>10th,</month>	<year>2013</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
   The (seldomly quoted) generalised-Heisenberg uncertainty relations are an effect of the quantum correlation coefficient inequalities. The quantum correlation coefficient determines how much a state can be compacted and on what basis. It is shown that how this can be used to best compress a signal (such as a radio wave, or a 2D laser complex field at a focal plane) while at the same time encrypting the signal.
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</p></abstract><kwd-group><kwd>Quantum Compression</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>The concept of correlation coefficient originates in statistics where one quantity, say k, is approximately correlated to another, say x, plus some random noise.</p><p>The degree of correlation [1-4] (or noise absence) is expressed by the quantity a in the interval <img src="13-3400233\841bf895-2c58-4387-a108-5a63411a72eb.jpg" /> defined as:</p><p><img src="13-3400233\5057e4a6-1d36-4868-8098-2e3ed59baa93.jpg" /></p><p>where:</p><p><img src="13-3400233\41425ee9-f6fd-45e9-ad28-4f0b3cd7e971.jpg" /></p><p><img src="13-3400233\680f58c7-6f55-48b6-8484-6d216fa4cccc.jpg" /></p><p>In quantum mechanics the above definition is retained, the averages being replaced with averages over the state in causa. The number in this case is complex, with both real and imaginary parts in the interval<img src="13-3400233\4882ce54-6289-4ab2-8ad9-fd657120bb14.jpg" />, and the norm less than unity.</p><p>The real-part of the quantum correlation coefficient is:</p><p><img src="13-3400233\ed7b3472-6de6-494b-9eb7-ccab947d7387.jpg" /></p><p>Since x and k are self-adjoint, it is evident that <img src="13-3400233\5534da4e-f0ef-4adf-98cb-8c21b4957f9f.jpg" /> will be self-adjoint, hence have real valued averages.</p><p>The imaginary-part of the quantum correlation coefficient is:</p><p><img src="13-3400233\8e21e6a6-73b3-4cd2-95ad-05998ffb7768.jpg" /></p><p>Again, since x and k are self-adjoint operators, it is evident that <img src="13-3400233\23f581b8-066f-48d0-abf5-b30636f4fcd3.jpg" />will be anti-adjoint. This implies that its average <img src="13-3400233\f5125fe7-f301-4153-b5d4-d4e247d26cdb.jpg" /> will have imaginary values.</p><p>For canonically conjugate observables <img src="13-3400233\996de48d-474a-4b46-b1a1-6df2500edbce.jpg" /> , a<sub>I</sub> depends only on the inverse of the state’s spread in x and k space.</p><p>A mixed x-k operator can be defined as:</p><p><img src="13-3400233\0ab11475-f766-416e-8ac4-bc68e42378e4.jpg" /></p><p>The operator is not necessarily self-adjoint, however it is evident that:</p><p><img src="13-3400233\a41325ba-4cd5-4806-81cc-325aacea6d92.jpg" /></p><p>This can be further written as:</p><p><img src="13-3400233\2ab120cf-d559-438e-a01d-6bb62cdb8cb0.jpg" /></p><p>where <img src="13-3400233\7a2561a5-e57d-42b5-b7d9-20b6231be4fa.jpg" /> is the phase difference between l and m and f<sub>a</sub> the phase of a.</p><p>From <img src="13-3400233\ff774395-5f59-4e74-8042-1beb89cbad5a.jpg" /> it follows now that:</p><p><img src="13-3400233\76aa74db-b637-458a-97f4-b4528ff2e8fe.jpg" /></p><p>which is valid for any phase combination Dj, therefore,</p><p><img src="13-3400233\5eecd83d-0c50-4c1a-8de2-bf3b68cf82eb.jpg" /></p><p>in turn valid for all l and m, hence,</p><p><img src="13-3400233\33af7af8-870d-461e-9012-48e462033cbd.jpg" /></p><p>which is to say, <img src="13-3400233\57030478-5b28-41e4-8979-1d53a0fa1814.jpg" />, in good analogy to its statistical counterpart.</p></sec><sec id="s2"><title>2. Generalized Heisenberg Relations</title><p>However, in the quantum case, there is more than just one inequality, due to:</p><p><img src="13-3400233\0d2a26b3-2629-408c-9065-09ff31d0e47e.jpg" /></p><p>for self-adjoint operators the second term being antiadjoint, while the first self-adjoint:</p><p><img src="13-3400233\8f5e9bad-28fb-4b59-977e-a6dfaf181f55.jpg" /></p><p>For canonically-conjugate variables the second term is (up to a sign convention):</p><p><img src="13-3400233\b7e32e8e-91c0-43eb-9769-125b5f3f58e7.jpg" /></p><p>hence<img src="13-3400233\e9919714-faaf-4a74-b37c-56c3db9c5e2c.jpg" />.</p><p>Using: <img src="13-3400233\5ba17976-34d4-4329-a621-c94a1e828c50.jpg" />the above two can be used to express<img src="13-3400233\81592b1a-1b62-4d6d-a4f5-0324bbe3ef55.jpg" />:</p><p><img src="13-3400233\86878f6f-ec7e-41d2-a2fa-bf5d4ae0198d.jpg" /></p><p>which is the generalized Heisenberg inequality [5-10]. This relation shows that, for states with a high real-part correlation coefficient, the product of the two uncertainties can actually be very large, and the minimum value of <img src="13-3400233\7a496d8d-2655-4a4e-9432-da085bc644df.jpg" /> is quite remote.</p></sec><sec id="s3"><title>3. Signal Compression</title><p>Such a situation is ideal for signal compression since any wave (RF signal in 1D, or laser field at a focal plane, in 2D) can be viewed as a state.</p><p>Consider again the q-operator:</p><p><img src="13-3400233\f6294686-065d-4c30-b523-abd8356763c5.jpg" /></p><p>The idea is that, for instance, a spike in real space is very concentrated, while in Fourier space it extends to infinity uniformly. Conversely, a wave is very concentrated in Fourier space, but extended to infinity in realspace (the Heisenberg uncertainty relations above).</p><p>Does there exist an “intermediate”, rotated-space between the realand Fourier-spaces, in which an arbitrary signal is best compressed [<xref ref-type="bibr" rid="scirp.31059-ref11">11</xref>]?</p><p>It would be of interest, in this respect, that<img src="13-3400233\c4d4a448-2c92-4a53-ab7c-781dc32db1ad.jpg" />, or</p><p><img src="13-3400233\76c08a50-e255-4d64-8dbc-4ccb8b9f0034.jpg" /></p><p><img src="13-3400233\dd216cc9-9f88-44dd-923e-9ad434d2f9f1.jpg" />:<img src="13-3400233\31499b06-3cf4-4d41-b30c-e91b47c64932.jpg" />..</p><p>From here further, the minimum is achieved by reference to some volumic (or scaling) condition, symmetrical in <img src="13-3400233\47e751bc-5cad-42cb-a221-e4f2d9d1414f.jpg" /> and<img src="13-3400233\8895115b-978a-4ec0-9116-cc96c6e22afb.jpg" />:</p><p><img src="13-3400233\5831757e-15fd-4755-985a-a2f8aa67f4dc.jpg" /></p><p>where:</p><p>1) <img src="13-3400233\78f2e857-a1db-4880-b7ff-c29196fd3304.jpg" />would be an ad-hoc canonical norm;</p><p>2) <img src="13-3400233\1fa66c50-9cda-45ee-a273-57d820bdcd00.jpg" />would be a comparison to classical (statistical) compression, etc. The above condition reaches extremae for:</p><p>1) <img src="13-3400233\cdc9fcd3-847e-4ea9-9d57-8f707ab4aef1.jpg" />the fraction would just be constant;</p><p>2) <img src="13-3400233\7ab4affd-a505-48cd-ac10-c684a95c46ab.jpg" />would be again a constant fraction;</p><p>3) <img src="13-3400233\35361c4b-f969-4abc-9977-196ccf8467d9.jpg" />with minimum for the two equal.</p><p>Solution (3) is independent of the choice for c, yielding the best operator to use:</p><p><img src="13-3400233\519ee8a2-d8fc-4912-9bb8-1d5715161172.jpg" /></p><p>in its eigen-value spanned space, the signal occupying minimum volume:</p><p><img src="13-3400233\c05d4368-ee5d-4364-93a8-e5d1db539c9e.jpg" /></p><p>An example of perfectly quantum-correlated, <img src="13-3400233\cf7c4f13-514a-4ec5-a871-bf175947e5e9.jpg" />, quantities are the spin operator components s<sub>x</sub> and s<sub>y</sub> in a s<sub>z</sub> state-depending on the <img src="13-3400233\54c9e2f2-f870-42e1-9ecf-15f5340d45ad.jpg" />case, the q operator being in this case s<sub>&#177;</sub>.</p></sec><sec id="s4"><title>4. q-Eigen Vectors and Values</title><p>Firstly note that q<sup>†</sup> &#185; q implies complex eigen-values. From the eigen-value equation <img src="13-3400233\bf56338c-adf6-487c-bba2-4fba2ace9c76.jpg" /> the eigen-vectors are:</p><p><img src="13-3400233\ba5fac3b-9c9b-4924-8066-e2c3cb68a1f9.jpg" /></p><p>where <img src="13-3400233\09709e63-d403-415a-8106-5676a5e5187b.jpg" /> is such that the state norms to unity. For such (Gaussian) states<img src="13-3400233\63608930-eda9-4ba1-9fdb-443f78978ee9.jpg" />. It follows directly that<img src="13-3400233\e44f0cb8-a63e-4ac7-ad74-9e172a76fa3d.jpg" />. Since<img src="13-3400233\88cc9b6a-8cfc-4f02-a0a5-9485b8a6acca.jpg" />, its average is real and therefore the complex part of λ is proportional to its real part:<img src="13-3400233\c6a6cea2-4b8d-4d79-9213-6b8994116b9d.jpg" />.</p><p>Thus the eigen-values are constrained to a line passing through zero in the complex plane, possible to describe with just one real parameter.</p><p>A Fourier [12,13] analysis can be now performed on <img src="13-3400233\fe457a07-c0cb-4c5f-b808-c63d7795f30c.jpg" /> with the eigen-vectors <img src="13-3400233\2fa9bf8f-b502-4c39-8c16-5370711103e3.jpg" /> yielding a more compact spectrum than the traditional Fourier spectrum:</p><p><img src="13-3400233\fab5f32f-6f50-4e7e-832d-85411eeaae30.jpg" /></p><p>On reconstruction the signal <img src="13-3400233\4e9775c2-e34d-406d-a7ef-8c9d20715f0d.jpg" />is found as:</p><p><img src="13-3400233\f2c43203-e8e3-46de-93c8-c1bfaf071835.jpg" /></p><p>where<img src="13-3400233\fd5b7744-d6dd-46db-94e1-af7394f3f0db.jpg" />. Due to the latter, for signal processing, this is similar to traditional Fourier analysis [12, 13].</p></sec><sec id="s5"><title>5. Signal Compression</title><p>Both classical and quantum signals contain information that behaves “quantum” in nature. Examples thereof would be a 2D laser field at its focal plane, for the quantum, and an RF signal (in 1D), for the classical. In both cases the “quantum” nature is evidentiated by the (complex) quantum correlation coefficient α. This coefficient allows the design of a “rotated” Fourier transform (between real space and Fourier space) in which the signal is best compacted.</p><p>Said compactification brings also non-statistical encryption of the signal, rendering obsolete traditional codebreaking methods [5-10].</p></sec><sec id="s6"><title>REFERENCES</title></sec><sec id="s7"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.31059-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">R. Bracewell, “The Autocorrelation Function. The Fourier Transform and Its Applications,” McGraw-Hill, New York, 1965.</mixed-citation></ref><ref id="scirp.31059-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">W. H. Press, B. P. Flannery, S. A. Teukolsky and W. T. Vetterling, “Correlation and Autocorrelation Using the FFT,” In: W. H. Press, S. A. Teukolsky, W. T. Vetterling and B. P. Flannery, Eds., Numerical Recipes in FORTRAN: The Art of Scientific Computing, 2nd Edition, Cambridge University Press, Cambridge, 1992, p. 538.</mixed-citation></ref><ref id="scirp.31059-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">R. Bracewell, “The Fourier Transform and Its Applications,” 3rd Edition, McGraw-Hill, New York, 1999.</mixed-citation></ref><ref id="scirp.31059-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">G. B. Folland, “Real Analysis: Modern Techniques and their Applications,” 2nd Edition, Wiley, New York, 1999.</mixed-citation></ref><ref id="scirp.31059-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">E. Schrodinger, “On the Heisenberg(ian) Uncertainty Principle,” Berl. Ber., Vol. 19, 1930, p. 296.</mixed-citation></ref><ref id="scirp.31059-ref6"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">E. Schr?dinger, “Collected Papers Vol. 3: Contributions to Quantum Theory,” Austrian Academy of Sciences, Vienna, 1984, p. 348. </mixed-citation></ref><ref id="scirp.31059-ref7"><label>7</label><mixed-citation publication-type="other" xlink:type="simple">D. Bohm, “Quantum Theory,” Prentice Hall, Upper Saddle River, 1951, p. 199.</mixed-citation></ref><ref id="scirp.31059-ref8"><label>8</label><mixed-citation publication-type="other" xlink:type="simple">E. Merzbacher, “Quantum Mechanics,” 2nd Edition, Wiley, New York, 1970, p. 158.</mixed-citation></ref><ref id="scirp.31059-ref9"><label>9</label><mixed-citation publication-type="other" xlink:type="simple">J. M. Lévy-Leblond, “Correlation of Quantum Properties and the Generalized Heisenberg Inequality,” American Journal of Physics, Vol. 54, No. 2, 1986, p. 135.</mixed-citation></ref><ref id="scirp.31059-ref10"><label>10</label><mixed-citation publication-type="other" xlink:type="simple">L. Goldenberg and L. Vaidman, “Applications of a Simple Quantum Mechanical Formula,” American Journal of Physics, Vol. 64, No. 8, 1996, p. 1059.</mixed-citation></ref><ref id="scirp.31059-ref11"><label>11</label><mixed-citation publication-type="other" xlink:type="simple">R. W. Henry and S. C. Glotzer, “A squeezed State Primer,” American Journal of Physics, Vol. 56, 1988, p. 318.</mixed-citation></ref><ref id="scirp.31059-ref12"><label>12</label><mixed-citation publication-type="other" xlink:type="simple">G. Arfken, “Development of the Fourier Integral, Fourier Transforms—Inversion Theorem, and Fourier Transform of Derivatives,” In: Mathematical Methods for Physicists, 3rd Edition, Academic Press, Orlando, 1985, p. 794.</mixed-citation></ref><ref id="scirp.31059-ref13"><label>13</label><mixed-citation publication-type="other" xlink:type="simple">J. F. James, “A Student’s Guide to Fourier Transforms with Applications in Physics and Engineering,” Cambridge University Press, New York, 1995.</mixed-citation></ref></ref-list></back></article>