<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1409-2433</journal-id>
<journal-title><![CDATA[Revista de Matemática Teoría y Aplicaciones]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Mat]]></abbrev-journal-title>
<issn>1409-2433</issn>
<publisher>
<publisher-name><![CDATA[Centro de Investigaciones en Matemática Pura y Aplicada (CIMPA) y Escuela de Matemática, San José, Costa Rica.]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1409-24332011000200001</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Búsqueda de matrices de Hadamard a través de secuencias de Turyn]]></article-title>
<article-title xml:lang="en"><![CDATA[Search of Hadamard matrices by Turyn sequences]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Piza]]></surname>
<given-names><![CDATA[Eduardo]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad de Costa Rica Centro de Investigación en Matemática Pura y Aplicada ]]></institution>
<addr-line><![CDATA[San José ]]></addr-line>
<country>Costa Rica</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2011</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2011</year>
</pub-date>
<volume>18</volume>
<numero>2</numero>
<fpage>193</fpage>
<lpage>214</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_arttext&amp;pid=S1409-24332011000200001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_abstract&amp;pid=S1409-24332011000200001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_pdf&amp;pid=S1409-24332011000200001&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[En este artírculo estudiamos las matrices de Hadamard y algunos algoritmos para generarlas. Revisamos varios aspectos teóricos en torno a la conjetura de Hadamard, que afirma que todo entero positivo múltiplo de 4 es un número de Hadamard. Posteriormente se describen los métodos de Kronecker, Sylvester, Paley, Williamson, Goethals-Seidel, Cooper-Wallis, Baumert-Hall, Ehlich y conjuntos diferencia suplementarios. Se establece la criba de Hadamard: 668 es el menor orden para el cual se desconoce si existe una matriz de Hadamard. Finalmente proponemos algoritmos de recocido simulado para hallar matrices de Hadamard a partir de secuencias Turyn. Hallamos excelentes soluciones con este método de búsqueda.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[In this paper we study the Hadamard matrices and some algorithms to generate them. We review some theoretical aspects about Hadamard's conjecture, which asserts that every positive integer multiple of 4 is a Hadamard number. Then we describe the methods of Kronecker, Sylvester, Paley, Williamson, Goethals-Seidel, Cooper-Wallis, Baumert-Hall, Ehlich and supplementary difference sets. Subsequently we settle the Hadamard sieve: 668 is lowest order for which is unknown if there exist an Hadamard matrix. Finally we propose a simulated annealing algorithms as alternative to find Hadamard matrices from Turyn sequences. We found excellent solutions with this search method.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[matrices de Hadamard]]></kwd>
<kwd lng="es"><![CDATA[recocido simulado]]></kwd>
<kwd lng="es"><![CDATA[optimización combinatoria]]></kwd>
<kwd lng="en"><![CDATA[Hadamard matrices]]></kwd>
<kwd lng="en"><![CDATA[simulated annealing]]></kwd>
<kwd lng="en"><![CDATA[combinatorial optimization]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <div style="text-align: center;"><font size="4"> <span style="font-family: verdana; font-weight: bold;">B&uacute;squeda de matrices de Hadamard a trav&eacute;s de secuencias de Turyn</span></font><br  style="font-family: verdana; font-weight: bold;"> <br style="font-family: verdana; font-weight: bold;"> <font size="4"><span style="font-family: verdana; font-weight: bold;">Search of Hadamard matrices by Turyn sequences<a href="#titulo">*</a></span></font><br  style="font-family: verdana;"> </div> <font size="2"><br style="font-family: verdana;"> </font>     <div style="text-align: justify;"><font size="2"><span  style="font-family: verdana;">Eduardo Piza<a href="#autor1"><sup>&#8224;</sup></a></span></font><br  style="font-family: verdana;"> </div> <font size="2"><br style="font-family: verdana;"> <span style="font-family: verdana;"><a name="titulo"></a>*Investigaci&oacute;n realizada con el apoyo econ&oacute;mico del Deutscher Akademischer Austausch Dienst (DAAD) y la Universidad de Costa Rica.</span><br style="font-family: verdana;"> <span style="font-family: verdana;"><a name="autor1"></a>&#8224;Centro de Investigaci&oacute;n en Matem&aacute;tica Pura y Aplicada (CIMPA), Universidad de Costa Rica. San Jos&eacute;, Costa Rica. E-Mail:&nbsp; <a href="mailto:eduardojpiza@hotmail.com">eduardojpiza@hotmail.com</a>    <br>     <br> <a href="#correspondencia">Direcci&oacute;n para correspondencia<br  style="font-family: verdana;"> </a></span><br style="font-family: verdana;"> </font>     <div style="text-align: justify;"><font size="3"><span  style="font-family: verdana; font-weight: bold;"></span></font> <hr style="width: 100%; height: 2px;"><font size="3"><span  style="font-family: verdana; font-weight: bold;">Resumen</span></font><br  style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">En este art&iacute;rculo estudiamos las matrices de Hadamard y algunos algoritmos para generarlas. Revisamos varios aspectos te&oacute;ricos en torno a la conjetura de Hadamard, que afirma que todo entero positivo m&uacute;ltiplo de 4 es un n&uacute;mero de Hadamard. Posteriormente se describen los m&eacute;todos de Kronecker, Sylvester, Paley, Williamson, Goethals-Seidel, Cooper-Wallis, Baumert-Hall, Ehlich y conjuntos diferencia suplementarios. Se establece la criba de Hadamard: 668 es el menor orden para el cual se desconoce si existe una matriz de Hadamard. Finalmente proponemos algoritmos de recocido simulado para hallar matrices de Hadamard a partir de secuencias Turyn. Hallamos excelentes soluciones con este m&eacute;todo de b&uacute;squeda.</span></font><br style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;"><span  style="font-weight: bold;">Palabras clave:</span> matrices de Hadamard, recocido simulado, optimizaci&oacute;n combinatoria.</span></font><br  style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="3"><span style="font-family: verdana; font-weight: bold;">Abstract</span></font><br  style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">In this paper we study the Hadamard matrices and some algorithms to generate them. We review some theoretical aspects about Hadamard's conjecture, which asserts that every positive integer multiple of 4 is a Hadamard number. Then we describe the methods of Kronecker, Sylvester, Paley, Williamson, Goethals-Seidel, Cooper-Wallis, Baumert-Hall, Ehlich and supplementary difference sets. Subsequently we settle the Hadamard sieve: 668 is lowest order for which is unknown if there exist an Hadamard matrix. Finally we propose a simulated annealing algorithms as alternative to find Hadamard matrices from Turyn sequences. We found excellent solutions with this search method.</span></font><br  style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;"><span  style="font-weight: bold;">Keywords:</span> Hadamard matrices, simulated annealing, combinatorial optimization.</span></font><br style="font-family: verdana;"> <br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;"><span  style="font-weight: bold;">Mathematics Subject Classification:</span> 15B34, 05B20, 90C27.    <br>     <br> </span></font> <hr style="width: 100%; height: 2px;"><font size="2"><span  style="font-family: verdana;">    <br> Ver contenido disponible en pdf</span></font><br  style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;"></span></font><br  style="font-family: verdana;"> <hr style="width: 100%; height: 2px;">     <p><font size="3"><span style="font-family: verdana; font-weight: bold;">Referencias</span></font></p>     <!-- ref --><p><font size="2"><span style="font-family: verdana;">[1] Aarts, E.; Korst, J. (1990) Simulated Annealing and Boltzmann Machines. A Stochastic Approach to Combinatorial Optimization and Neural Computing. John Wiley &amp; Sons, Chichester.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946595&pid=S1409-2433201100020000100001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><font size="2"><span style="font-family: verdana;">[2] Baumert, L.; Golomb, S.W.; Hall, M. (1962) &#8220;Discovery of a Hadamard matrix of order 92", Bull. Amer. Math. 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Soc. 7: 269-278.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946603&pid=S1409-2433201100020000100005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[6] Djokovic, D.Z. 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W.H.Freeman, San Francisco.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946609&pid=S1409-2433201100020000100008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[9] Goethals, J.M.; Seidel, J.J. (1967) &#8220;Orthogonal matrices with zero diagonal&#8221;, Canadian Journal of Mathematics, 19: 1001-1010.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946611&pid=S1409-2433201100020000100009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[10] Hadamard, J. (1893) &#8220;R&eacute;solution d'une question relative aux d&eacute;terminants", Bull. Sci. Math. 17: 240-246.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946613&pid=S1409-2433201100020000100010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[11] Hall, M. (1992) Combinatorial Theory, second edition. 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(2005) &#8220;A Hadamard matrix of order 428&#8221;, Journal of Combinatorial Designs 13: 435-440.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946617&pid=S1409-2433201100020000100012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[13] van Lint, J.H.; Wilson, R.M. (2001) A Course in Combinatorics, second edition. Cambridge University Press, U.K.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946619&pid=S1409-2433201100020000100013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[14] Miyamoto, M.A. (1991) &#8220;Construction of Hadamard matrices&#8221;, Journal of Combinatorial Theory, Series A, 57(1), 86-108.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946621&pid=S1409-2433201100020000100014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[15] Paley, R. (1933) &#8220;On orthogonal matrices&#8221;, Journal Math. Phys. 12:311-320.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946623&pid=S1409-2433201100020000100015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[16] Seberry, J.; Yamada, M. (1992) &#8220;Hadamard matrices, sequences, and block designs&#8221;, en: J.H. Dinitz &amp; D.R. Stinson (Eds.) Contemporary Design Theory: A Collection of Surveys, Wiley, New York: 431-560.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946625&pid=S1409-2433201100020000100016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[17] Turyn, R.J. (1972) &#8220;An infinite class of Williamson matrices", Journal of Combinatorial Theory, Series A, 12: 319-321.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946627&pid=S1409-2433201100020000100017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[18] Turyn, R.J. (1974) &#8220;Hadamard matrices, Baumert-Hall units, foursymbols sequences, pulse compression, and surface wave enconding&#8221;, Journal of Combinatorial Theory, Series A, 16: 313-333.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946629&pid=S1409-2433201100020000100018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[19] Wallis, J.; Whiteman, A.L. (1972) &#8220;Some classes of Hadamard matrices with constant diagonal&#8221;, Bull. Austral. Math. Soc. 7: 233-249.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946631&pid=S1409-2433201100020000100019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p>     <!-- ref --><p><br style="font-family: verdana;"> <font size="2"><span style="font-family: verdana;">[20] Williamson, J. (1944) &#8220;Hadamard's determinant theorem and the sum of four squares&#8221;, Duke Mathematical Journal, 11: 65-81.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1946633&pid=S1409-2433201100020000100020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></span></font></p> <font size="2">    <br>     ]]></body>
<body><![CDATA[<br>     <br> </font><font size="2"><span style="font-family: verdana;"><a  name="correspondencia"></a>Correspondencia a: </span></font><font  size="2"><span style="font-family: verdana;">Eduardo Piza. </span></font><font  size="2"><span style="font-family: verdana;">Centro de Investigaci&oacute;n en Matem&aacute;tica Pura y Aplicada (CIMPA), Universidad de Costa Rica. San Jos&eacute;, Costa Rica. E-Mail:&nbsp; <a href="mailto:eduardojpiza@hotmail.com">eduardojpiza@hotmail.com</a></span></font> </div> <font size="2"> </font>     <div style="text-align: center;"><font size="2"><span  style="font-family: verdana;"></span></font> <hr style="width: 100%; height: 2px;"><font size="2"><span  style="font-family: verdana;">Received: 26 Aug 2010; Revised: 9 May 2011; Accepted: 10 May 2011</span></font><br  style="font-family: verdana;"> </div> <font size="2"><br style="font-family: verdana;"> </font>     <br>      ]]></body><back>
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