{"id":13527,"date":"2024-06-19T13:02:12","date_gmt":"2024-06-19T19:02:12","guid":{"rendered":"https:\/\/cienciauanl.uanl.mx\/?p=13527"},"modified":"2024-11-01T09:38:52","modified_gmt":"2024-11-01T15:38:52","slug":"solucion-de-la-ecuacion-algebraica-de-riccati","status":"publish","type":"post","link":"https:\/\/cienciauanl.uanl.mx\/?p=13527","title":{"rendered":"Soluci\u00f3n de la ecuaci\u00f3n algebraica de Riccati"},"content":{"rendered":"<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"text-align: right;\">Mari\u0301a Aracelia Alcorta-Garci\u0301a*\u00a0<span style=\"font-size: 0.95em;\">ORCID: 0000-0002-9079-27<br \/>\n<\/span><span style=\"font-size: 0.9em;\">Juan Carlos Herna\u0301ndez-Medelli\u0301n*\u00a0<\/span><span style=\"font-size: 0.95em;\">ORCID: 0000-0002-5191-9514<\/span><\/p>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"text-align: right;\">CIENCIA UANL \/ AN\u0303O 27, No.127, septiembre-octubre 2024<\/p>\n<p style=\"text-align: right;\">DOI: <a href=\"https:\/\/doi.org\/10.29105\/cienciauanl27.127-5\">https:\/\/doi.org\/10.29105\/cienciauanl27.127-5<\/a><\/p>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"text-align: right;\"><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/09\/GALERA_127_BWEB_ACADEiMICO2.pdf\">Descargar PDF<\/a><\/p>\n<h4>RESUMEN<\/h4>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>En este trabajo se obtiene un conjunto de soluciones para la ecuacio\u0301n algebraica de Riccati (ARE), la cual es expresada en te\u0301rminos de los coeficientes de la ecuacio\u0301n original sin necesidad de conocer una de las soluciones para, a partir de e\u0301sta, obtener la segunda, como se hace en el caso de la ecuacio\u0301n de Bernoulli. Las soluciones son obtenidas partiendo de una matriz sime\u0301trica S por bloques, formada con los coeficientes de la ARE. Las soluciones de la ARE son obtenidas partiendo del ca\u0301lculo de los valores propios de S y aplicando los principios de ortogonalidad en una base de un mo\u0301dulo sobre el anillo <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Rnxn.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13733\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Rnxn.png\" alt=\"\" width=\"35\" height=\"20\" \/><\/a>. Este procedimiento supone condiciones de simetri\u0301a en los coeficientes de la ARE y se considera que la diagonalizacio\u0301n de la matriz por bloques S siempre es posible. La metodologi\u0301a propuesta se muestra en dos ejemplos.<\/p>\n<p>Palabras clave: ecuacio\u0301n algebraica de Riccati, matriz por bloques, valores propios, vectores propios, diagonalizacio\u0301n.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>ABSTRACT<\/h4>\n<p><em>In this work, a set of solutions for the algebraic Riccati equation (ARE) is obtained, which is expressed in terms of the coefficients of the original equation without the need to know one of the solutions in order to obtain the second one, as it is done in the case or fthe Bernoulli equation. The solutions are obtained starting from a symmetric matrix S, by blocks, formed with the coefficients of the ARE. The solutions of the ARE are obtained by calculating the eigenvalues of S and applying the principles of orthogonality on the basis of a module over the ringR_(nxn). This procedure assumes symmetry conditions in the coefficients fo the ARE, and it is considered that the diagonalization of the block matrix S is always possible. Two examples are presented illustrating the proposed methodology.<\/em><\/p>\n<p><em>Keywords: Algebraic Riccati equation, block matrix, eigenvalues, eigenvectors, diagonalization<\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>La ecuacio\u0301n diferencial ordinaria dada por<\/p>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_1-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13734\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_1-1.png\" alt=\"\" width=\"150\" height=\"48\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><span style=\"font-size: 0.95em;\">donde <em>P<\/em>, <em>Q<\/em> y <em>R<\/em> son matrices cuyos elementos pueden ser funciones de x (o constantes), es llamada ecuacio\u0301n diferencial ordinaria de Riccati (EDOR), en honor al matema\u0301tico italiano Jacopo Francesco Riccati, nacido en Venecia, Repu\u0301blica de Venecia, el 28 de mayo de 1676, y fallecio\u0301 en Treviso, Italia, el 15 de abril de 1754.<\/span><\/p>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>J.F. Riccati llego\u0301 a esta ecuacio\u0301n al analizar la hidrodina\u0301mica. En 1724 publico\u0301 una investigacio\u0301n multilateral de la ecuacio\u0301n, llamada, por iniciativa de D&#8217;Alembert (1769): Ecuacio\u0301n de Riccati. Algunos contempora\u0301neos la analizaron, entre ellos Gottfried Wilhelm von Leibniz, matema\u0301tico y filo\u0301sofo alema\u0301n; Christian Goldbach, matema\u0301tico originario de Kaliningrado, Rusia; Johann Bernoulli, matema\u0301tico, me\u0301dico y filo\u0301logo suizo, y sus hijos Nicola\u0301s y Daniel Bernoulli y, posteriormente, el matema\u0301tico y fi\u0301sico suizo Leonhard Euler. Su trabajo se limito\u0301 al ana\u0301lisis de casos particulares de la ecuacio\u0301n.<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Siendo e\u0301sta planteada y analizada en la forma que conocemos en los libros de texto (Dennis, 2012; Boyce, 2012) por la familia Bernoulli.<\/p>\n<p>En algunas de las investigaciones se planteo\u0301 la ecuacio\u0301n especial de Riccati, que si\u0301 posee solucio\u0301n en te\u0301rminos finitos en un nu\u0301mero limitado de casos, para lo cual se requiere conocer una de las soluciones. Algunos trabajos han presentado soluciones de la ARE (Zoran, 2017), los autores usan un me\u0301todo recursivo de reduccio\u0301n de orden. Ai-Guo Wu, Hui-Jie Sun y Ying Zhang (2020) plantean la solucio\u0301n utilizando dos me\u0301todos de iteraciones.<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>La solucio\u0301n con restricciones ma\u0301s especi\u0301ficas, cuando se trata de un sistema hermitiano estabilizable, se puede ver en Zhang <em>et al<\/em>. (2024). La solucio\u0301n de la ecuacio\u0301n de Riccati no sime\u0301trica es planteada por Akbar Shirilord y Mehdi Dehghan (2022). La ecuacio\u0301n de Riccati parametrizada es presentada en Rojas (2021). Nguyen y Gajic (2010) presentan una solucio\u0301n de la ecuacio\u0301n diferencial matricial de Riccati, en este trabajo los autores emplean la solucio\u0301n definida antiestabilizante de la ARE y la solucio\u0301n de la ecuacio\u0301n diferencial matricial de Lyapunov. Hench <em>et al<\/em>. (1998) resuelven una ARE amortiguada y una ecuacio\u0301n degenerada de Riccati obtenida partiendo del problema de los controladores amortiguados.<\/p>\n<p>Carpanese (2000) obtiene una solucio\u0301n de la ecuacio\u0301n en diferencias de Riccati (caso discreto). Adam (2000) verifica la continuidad de la solucio\u0301n de la ecuacio\u0301n diferencial de Riccati (EDR) y la ARE en el caso continuo en el tiempo. Un algoritmo para la solucio\u0301n de sistemas no triviales acoplados de ARE que aparecen en el problema de control Risk-sensitive es presentado por Freiling, Lee y Jank (1998), quienes usan me\u0301todos de comparacio\u0301n al obtener condiciones adecuadas de acotacio\u0301n en las soluciones de un problema de valor terminal en los sistemas de EDR acoplados.<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Barabanov y Ortega (2004) presentan extensiones ocultas del lema Kalman-Yakubovich-Po- pov, referente a las condiciones de la solucio\u0301n en la matriz Lur\u2019e-Riccati. Con Jime\u0301nez (2015) la EDR se resuelve en una ecuacio\u0301n diferencial de segundo orden, reducie\u0301ndola a una ecuacio\u0301n de Riccati, siempre y cuando los coeficientes en la ecuacio\u0301n diferencial este\u0301n relacionados de una forma especi\u0301fica, resolviendo posteriormente la ecuacio\u0301n de Riccati sin requerir el conocimiento de una de las soluciones. Una aproximacio\u0301n eficiente en la reso- lucio\u0301n de la EDR usando derivadas de orden fraccional se presenta en Alam, Ara y Jamil (2011). Cai, Ding y Li (2017) presentan una aplicacio\u0301n de la ecuacio\u0301n de Riccati en el problema de estimacio\u0301n. La continuidad de la solucio\u0301n de la ecuacio\u0301n de Riccati es presentada por Adam (2000).<\/p>\n<p>El objetivo de este trabajo es establecer una metodologi\u0301a que facilite la obtencio\u0301n de la solucio\u0301n de la ARE, sin necesidad de conocer una de las soluciones, considerando los puntos de equilibrio propios del sistema.<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Por otro lado, como una aplicacio\u0301n importante, por su participacio\u0301n en el problema de control (donde toma el rol de ecuacio\u0301n de ganancia del control) y programacio\u0301n dina\u0301mica (asi\u0301 se puede ver en Reid (1972), Petkov y Konstantinov (1991), Nguyen y Gajic (2010), entre otras publicaciones), retoma importancia el ca\u0301lculo de los puntos de equilibrio de la misma y su solucio\u0301n, encontra\u0301ndola asinto\u0301ticamente estable en los puntos de equilibrio de la misma, logrando asi\u0301 un control eficiente.<\/p>\n<p>Entre las propiedades de la EDOR que facilitan la existencia y obtencio\u0301n de las ecuaciones de control se encuentran la existencia de solucio\u0301n u\u0301nica para condiciones iniciales dadas y condicionando a que la EDOR sea definida positiva se llega al ajuste de la ecuacio\u0301n de control. El trabajo es organizado en la siguiente forma: seccio\u0301n 2 se\u00a0<span style=\"font-size: 0.95em;\">presenta el planteamiento del problema, en la seccio\u0301n 3 se encuentra la solucio\u0301n de la ARE, y en la seccio\u0301n 4 se presentan dos ejemplos.<\/span><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>PLANTEAMIENTO DEL PROBLEMA<\/h4>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>La EDR matricial en tiempo continuo, con soluci\u00f3n <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Xter.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13736\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Xter.png\" alt=\"\" width=\"80\" height=\"20\" \/><\/a>\u00a0esta\u0301 dada por<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Formula_1-.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13738 aligncenter\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Formula_1-.png\" alt=\"\" width=\"350\" height=\"25\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Formula_1-.png 764w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Formula_1--300x21.png 300w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"column\">\n<p>donde <em>A<\/em>, <em>B<\/em>, <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Cer.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13739\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Cer.png\" alt=\"\" width=\"55\" height=\"21\" \/><\/a>\u00a0son matrices invariables en el tiempo, <em>A<\/em> y <em>C<\/em> son matrices sim\u00e9tricas. Los puntos de equilibrio para la EDR (1), son las soluciones de la ARE, que toma la forma:<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13740\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_2-1.png\" alt=\"\" width=\"280\" height=\"31\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_2-1.png 452w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_2-1-300x33.png 300w\" sizes=\"auto, (max-width: 280px) 100vw, 280px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>donde <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/OER.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13741\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/OER.png\" alt=\"\" width=\"50\" height=\"22\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Partiendo de la ARE (2), se forma la matriz a bloques sime\u0301trica (Jime\u0301nez, 2015) de dimensio\u0301n <em>2nX2n, S<\/em>:<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_3-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13742\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_3-1.png\" alt=\"\" width=\"90\" height=\"49\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Entonces la ARE (2) se puede representar de la siguiente manera:<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_4-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13743\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_4-1.png\" alt=\"\" width=\"300\" height=\"49\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_4-1.png 495w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_4-1-300x49.png 300w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Donde <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_5-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13744\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_5-1.png\" alt=\"\" width=\"90\" height=\"41\" \/><\/a><span style=\"font-size: 0.95em;\">es la matriz identidad <em>n\u00d7n<\/em>.<\/span><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dado que <em>S<\/em> es sim\u00e9trica, es diagonalizable ortogonalmente en <em>R<\/em>, esto implica que existe una matriz <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_QER.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13745\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_QER.png\" alt=\"\" width=\"90\" height=\"23\" \/><\/a>ortogonal y una matriz <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DER.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13746\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DER.png\" alt=\"\" width=\"80\" height=\"21\" \/><\/a>diagonal tal que <em>S<\/em>=<em> QDQ\u03c4<\/em>, como lo plantea Jime\u0301nez (2015). Las matrices <em>Q<\/em> y <em>D<\/em> pueden ser separadas en bloques taman\u0303o <em>n\u00d7n<\/em> en la siguiente forma:<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_6-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13747\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_6-1.png\" alt=\"\" width=\"250\" height=\"56\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_6-1.png 379w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_6-1-300x67.png 300w\" sizes=\"auto, (max-width: 250px) 100vw, 250px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dado que <em>D<\/em> es diagonal, entonces <em>D1<\/em> y <em>D2<\/em> tambie\u0301n lo son. Tomando en cuenta lo anterior es establecido el siguiente lema.<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Lema 1<\/h4>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Sean <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_V1-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13748\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_V1-2.png\" alt=\"\" width=\"150\" height=\"33\" \/><\/a><span style=\"font-size: 0.95em;\">tales que <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Q.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13749\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_Q.png\" alt=\"\" width=\"80\" height=\"33\" \/>\u00a0<\/a>Donde\u00a0<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v-v.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13751\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v-v.png\" alt=\"\" width=\"50\" height=\"18\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v-v.png 95w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v-v-90x35.png 90w\" sizes=\"auto, (max-width: 50px) 100vw, 50px\" \/><\/a>son matrices de dimensi\u00f3n <em>2nx2n<\/em>.<\/span><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Entonces, las siguientes igualdades se cumplen<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_v.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13752\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/formula_v.png\" alt=\"\" width=\"180\" height=\"86\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Demosatracio\u0301n<\/h4>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Partiendo de la definicio\u0301n de <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v_varias.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13753\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/v_varias.png\" alt=\"\" width=\"130\" height=\"20\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>De la diagonalizacio\u0301n de <em>S,D = Q\u03c4SQ.<\/em><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DQ.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13754\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DQ.png\" alt=\"\" width=\"200\" height=\"86\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DQ.png 325w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_DQ-300x128.png 300w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Entonces<\/p>\n<div class=\"page\" title=\"Page 22\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Los resultados se obtienen de la igualdad de matrices anterior.<\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>El lema 1 establece una estructura para matrices de dimensio\u0301n <em>2n\u00d7n<\/em> similar en los vectores<\/p>\n<p>22 conjugados en <em>R\u00b2<\/em>. Los vectores conjugados en <em>R\u00b2<\/em>\u00a0son linealmente independientes y adema\u0301s forman\u00a0una base de <em>R\u00b2<\/em>. Sin embargo, en esta estructura,\u00a0la \u201cindependencia lineal\u201d tiene adema\u0301s las caracteri\u0301sticas dadas por la estructura de mo\u0301dulo sobre un anillo, lo cual se explica en el lema 2.<\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Lema 2. Estructura de mo\u0301dulo<\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Sean <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13755\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\" alt=\"\" width=\"50\" height=\"18\" \/> <\/a>definidos como en el lema 1, \u00e9stos forman una base en <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/R2nxn.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13756\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/R2nxn.png\" alt=\"\" width=\"50\" height=\"20\" \/> <\/a>en una especie de m\u00f3dulo derecho sobre el anillo de matrices <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/R2nxn.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13756\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/R2nxn.png\" alt=\"\" width=\"50\" height=\"20\" \/><\/a>.<\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"padding-left: 40px;\">Esto implica:<\/p>\n<p style=\"padding-left: 40px;\">i. Para cada <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_10.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13761\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_10.png\" alt=\"\" width=\"72\" height=\"20\" \/> <\/a><span style=\"font-size: 0.95em;\">existen <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_11.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13763\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_11.png\" alt=\"\" width=\"81\" height=\"20\" \/><\/a>\u00a0tales que<\/span><span style=\"font-size: 0.95em;\">\u00a0<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_12.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13762\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_12.png\" alt=\"\" width=\"155\" height=\"20\" \/><\/a>\u00a0<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"padding-left: 40px;\">ii. <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_13.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13764\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_13-300x44.png\" alt=\"\" width=\"136\" height=\"20\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_13-300x44.png 300w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_13.png 368w\" sizes=\"auto, (max-width: 136px) 100vw, 136px\" \/><\/a> <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/imagen_13B.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13765\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/imagen_13B.png\" alt=\"\" width=\"92\" height=\"20\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Demostracio\u0301n<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>i. Considere el producto<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_14.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13766\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_14.png\" alt=\"\" width=\"195\" height=\"50\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_14.png 347w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_14-300x77.png 300w\" sizes=\"auto, (max-width: 195px) 100vw, 195px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>El cual siempre existe ya que <em>Q<\/em> es ortogonal.<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_15.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13767 aligncenter\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_15.png\" alt=\"\" width=\"227\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_15.png 395w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_15-300x106.png 300w\" sizes=\"auto, (max-width: 227px) 100vw, 227px\" \/><\/a><\/p>\n<p>Si <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_16.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13768\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_16.png\" alt=\"\" width=\"130\" height=\"25\" \/><\/a><span style=\"font-size: 0.95em;\">que siempre existe, se\u00a0<\/span><span style=\"font-size: 0.95em;\">llega al resultado <em>i<\/em>.<\/span><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>ii. La demostraci\u00f3n de la suficiencia es trivial. Al\u00a0probar la necesidad, considere <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_17.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13772\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_17.png\" alt=\"\" width=\"62\" height=\"18\" \/><\/a>y sustituyendo las expresiones para <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_18.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13773\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_18.png\" alt=\"\" width=\"53\" height=\"18\" \/><\/a>de la demostraci\u00f3n de la parte<em> i,\u00a0<\/em>se llega a<em> ii.<\/em><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Partiendo de lo planteado en el lema 2, toda matriz <em>2n\u00d7n<\/em> puede ser escrita como una combinacio\u0301n mo\u0301dulo de <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13755\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\" alt=\"\" width=\"50\" height=\"18\" \/><\/a>.\u00a0<span style=\"font-size: 0.95em;\">Esta matriz incluye la solucio\u0301n matricial de la ARE (2).<\/span><\/p>\n<h4>SOLUCI\u00d3N DE LA ARE<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Adema\u0301s existen <span style=\"font-size: 0.95em;\"><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_11.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13763\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_11.png\" alt=\"\" width=\"81\" height=\"20\" \/><\/a><\/span>\u00a0tales que<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_19.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13774\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_19.png\" alt=\"\" width=\"226\" height=\"50\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_19.png 316w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_19-300x66.png 300w\" sizes=\"auto, (max-width: 226px) 100vw, 226px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Sustituyendo en (3), se obtiene:<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_20.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13775\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_20.png\" alt=\"\" width=\"251\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_20.png 339w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_20-300x96.png 300w\" sizes=\"auto, (max-width: 251px) 100vw, 251px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Haciendo las operaciones se llega a<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_21.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13776\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_21.png\" alt=\"\" width=\"412\" height=\"35\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_21.png 683w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_21-300x25.png 300w\" sizes=\"auto, (max-width: 412px) 100vw, 412px\" \/><\/a><\/p>\n<p>Usando el lema 1, la expresi\u00f3n anterior se simplifica a:\u00a0<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_22.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13777\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_22.png\" alt=\"\" width=\"202\" height=\"38\" \/><\/a><\/p>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Esta ecuacio\u0301n puede ser escrita como<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_23.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13778\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_23.png\" alt=\"\" width=\"229\" height=\"40\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_23.png 320w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_23-300x53.png 300w\" sizes=\"auto, (max-width: 229px) 100vw, 229px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Para satisfacer esta ecuacio\u0301n, son necesarias las siguientes definiciones.<\/p>\n<h4>Definici\u00f3n 1. Ra\u00edz cuadrada de una matriz sim\u00e9trica<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dada una matriz sime\u0301trica <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_24.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13780\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_24.png\" alt=\"\" width=\"59\" height=\"18\" \/><\/a> s<span style=\"font-size: 0.95em;\">u rai\u0301z cuadrada es aluna matriz <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_25.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13781\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_25.png\" alt=\"\" width=\"61\" height=\"16\" \/><\/a>tal que <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_26.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13782\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_26.png\" alt=\"\" width=\"54\" height=\"18\" \/><\/a>\u00a0\u00c9sta es denotada por <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_27.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13783\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_27.png\" alt=\"\" width=\"54\" height=\"20\" \/><\/a><\/span><\/p>\n<h4>Definici\u00f3n 2. Ra\u00edz cuadrada principal<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dada una matriz diagonal <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13784\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png\" alt=\"\" width=\"142\" height=\"25\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png 341w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28-300x53.png 300w\" sizes=\"auto, (max-width: 142px) 100vw, 142px\" \/><\/a><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/ERnxn.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13785\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/ERnxn.png\" alt=\"\" width=\"52\" height=\"20\" \/><\/a>con entradas no negativas, su ra\u00edz cuadrada principal es <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_29.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13787\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_29.png\" alt=\"\" width=\"131\" height=\"20\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_29.png 354w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_29-300x46.png 300w\" sizes=\"auto, (max-width: 131px) 100vw, 131px\" \/><\/a> donde los elementos de su diagonal son la ra\u00edz cuadrada de los elementos de la matriz <em>D<\/em>.<\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Proposicio\u0301n 1<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>La rai\u0301z cuadrada de una matriz no es u\u0301nica. Si <em>B\u00a0<\/em><span style=\"font-size: 0.95em;\">es una rai\u0301z cuadrada de <\/span><em style=\"font-size: 0.95em;\">A<\/em><span style=\"font-size: 0.95em;\">, entonces <\/span><em style=\"font-size: 0.95em;\">UB<\/em><span style=\"font-size: 0.95em;\">, donde <\/span><a style=\"font-size: 0.95em;\" href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_30.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13788\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_30.png\" alt=\"\" width=\"59\" height=\"20\" \/><\/a><span style=\"font-size: 0.95em;\">\u00a0es ortogonal, es\u00a0<\/span><span style=\"font-size: 14.441444396972656px;\">adem\u00e1s<\/span><span style=\"font-size: 0.95em;\">\u00a0una ra\u00edz cuadrada de <em>A<\/em>.\u00a0<\/span><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Demostracio\u0301n<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dado que <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_31.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13789\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_31.png\" alt=\"\" width=\"101\" height=\"25\" \/><\/a><span style=\"font-size: 0.95em;\">Entonces <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_32.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13790\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_32.png\" alt=\"\" width=\"210\" height=\"25\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_32.png 487w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_32-300x36.png 300w\" sizes=\"auto, (max-width: 210px) 100vw, 210px\" \/><\/a><\/span><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Proposici\u00f3n 2<\/h4>\n<p>Sean <em>M<\/em>, <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/NERnxm.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13791\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/NERnxm.png\" alt=\"\" width=\"61\" height=\"22\" \/><\/a>\u00a0y <em>N<\/em> sim\u00e9trica. Entonces <em>\u221aNM es una ra\u00edz cuadrada de M\u03c4NM.<\/em><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Demostracio\u0301n<\/h4>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Aplicando la proposicio\u0301n 2 en (5), es posible escribir<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_33.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13792\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_33.png\" alt=\"\" width=\"291\" height=\"35\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_33.png 449w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_33-300x36.png 300w\" sizes=\"auto, (max-width: 291px) 100vw, 291px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">Aplicando la ra\u00edz cuadrada de ambos lados de la ecuaci\u00f3n anterior, e introduciendo una matriz ortogonal <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_34.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13793\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_34.png\" alt=\"\" width=\"56\" height=\"22\" \/><\/a>\u00a0se obtiene<\/div>\n<div><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_35.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13794\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_35.png\" alt=\"\" width=\"236\" height=\"35\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_35.png 350w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_35-300x45.png 300w\" sizes=\"auto, (max-width: 236px) 100vw, 236px\" \/><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>Proposici\u00f3n 3<\/h4>\n<p>Si <em>D<\/em> es una matriz diagonal no singular, con entradas positivas, entonces <em>\u221aD <\/em>es tambi\u00e9n no singular y <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_36-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13796\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_36-1.png\" alt=\"\" width=\"79\" height=\"22\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Demostracio\u0301n<\/h4>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13784\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png\" alt=\"\" width=\"142\" height=\"25\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28.png 341w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_28-300x53.png 300w\" sizes=\"auto, (max-width: 142px) 100vw, 142px\" \/><\/a>. Dado que D es invertible, <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_37.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13797\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_37.png\" alt=\"\" width=\"120\" height=\"20\" \/><\/a>Esto implica que \u221a<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_37-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13799\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_37-1.png\" alt=\"\" width=\"132\" height=\"22\" \/><\/a>\u00a0por lo tanto <em>\u221aD<\/em> es invertible.<\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Adema\u0301s<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_39.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13800\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_39.png\" alt=\"\" width=\"227\" height=\"180\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_39.png 347w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_39-300x238.png 300w\" sizes=\"auto, (max-width: 227px) 100vw, 227px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 23\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Hasta aqui\u0301 es posible resolver para <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_40.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13801\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_40.png\" alt=\"\" width=\"60\" height=\"22\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_40.png 158w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_40-150x58.png 150w\" sizes=\"auto, (max-width: 60px) 100vw, 60px\" \/><\/a>\u00a0en (6). Por otro lado, si <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_41.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13802\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_41.png\" alt=\"\" width=\"24\" height=\"22\" \/><\/a> es invertible, entonces<\/p>\n<\/div>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_42.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13803\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_42.png\" alt=\"\" width=\"160\" height=\"35\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_42.png 302w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_42-300x66.png 300w\" sizes=\"auto, (max-width: 160px) 100vw, 160px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>Con lo cual<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_43.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13804\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_43.png\" alt=\"\" width=\"202\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_43.png 320w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_43-300x119.png 300w\" sizes=\"auto, (max-width: 202px) 100vw, 202px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Partiendo de las definiciones de <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13755\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_v1_y_v2-1.png\" alt=\"\" width=\"50\" height=\"18\" \/><\/a><span style=\"font-size: 0.95em;\">en el lema 1, sustituyendo los resultados anteriores, tenemos:<\/span><\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_xx.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13805\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_xx.png\" alt=\"\" width=\"297\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_xx.png 487w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_xx-300x81.png 300w\" sizes=\"auto, (max-width: 297px) 100vw, 297px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Si <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_44.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13806\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_44.png\" alt=\"\" width=\"24\" height=\"22\" \/><\/a> <span style=\"font-size: 0.95em;\">es invertible, entonces<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_45.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13807\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_45.png\" alt=\"\" width=\"182\" height=\"35\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>donde <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_46.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13808\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_46.png\" alt=\"\" width=\"24\" height=\"22\" \/><\/a>ha sido sustituida por <em>U<\/em>, ya que <em>U<\/em> es una matriz ortogonal arbitraria. Entonces<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_47.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13809\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_47.png\" alt=\"\" width=\"211\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_47.png 350w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_47-300x114.png 300w\" sizes=\"auto, (max-width: 211px) 100vw, 211px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>De donde se obtiene:<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_48.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13810\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_48.png\" alt=\"\" width=\"311\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_48.png 377w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_48-300x77.png 300w\" sizes=\"auto, (max-width: 311px) 100vw, 311px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Para las ecuaciones (8) y (10) se tiene una solucio\u0301n en <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_49.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13811\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_49.png\" alt=\"\" width=\"66\" height=\"22\" \/><\/a>esto es<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_50.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13812\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_50.png\" alt=\"\" width=\"301\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_50.png 358w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_50-300x80.png 300w\" sizes=\"auto, (max-width: 301px) 100vw, 301px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>E\u0301stas deben de ser invertibles ya que son factores de un producto que genera la matriz identidad. Por lo que su determinante no puede ser cero. El resultado anterior nos permite enunciar el siguiente teorema que presenta la solucio\u0301n de la ARE.<\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Teorema 1. Soluciones de la ARE<\/h4>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Sea la ARE definida como previamente, y sean <em>Q<\/em> y <em>D<\/em> l<span style=\"font-size: 0.95em;\">as matrices de dimensio\u0301n\u00a0<\/span><span style=\"font-size: 0.95em;\">2n\u00d72n de la\u00a0<\/span><span style=\"font-size: 14.441444396972656px;\">des<\/span><span style=\"font-size: 0.95em;\">composicio\u0301n en valores propios de la matriz co<\/span><span style=\"font-size: 0.95em;\">eficiente particionada en n\u00d7n bloques. Entonces\u00a0<\/span><span style=\"font-size: 0.95em;\">las soluciones de la CARE, parametrizadas con una matriz ortogonal <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_34-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13813\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_34-1.png\" alt=\"\" width=\"56\" height=\"22\" \/><\/a>\u00a0tienen la forma<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_51.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13814\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_51.png\" alt=\"\" width=\"420\" height=\"80\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_51.png 808w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_51-300x57.png 300w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_51-768x146.png 768w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Siempre y cuando sea posible calcular las matrices inversas \u00a0en las expresiones anteriores.<\/p>\n<h4>Demostraci\u00f3n<\/h4>\n<p>Sustituyendo las expresiones <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_18.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13773\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_18.png\" alt=\"\" width=\"53\" height=\"18\" \/><\/a>\u00a0en las ecuaciones (7) y (9) se obtiene el resultado.<\/p>\n<\/div>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>EJEMPLOS<\/h4>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>Ejemplo 1<\/h4>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>A continuacio\u0301n se presentan dos ejemplos en los que se aplica la metodologi\u0301a presentada en la solucio\u0301n de la ARE (2). Tomando como coeficientes las siguientes matrices:<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_18-1.png\"><br \/>\n<\/a> <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_52.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13816\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_52.png\" alt=\"\" width=\"294\" height=\"50\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_52.png 499w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_52-300x51.png 300w\" sizes=\"auto, (max-width: 294px) 100vw, 294px\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Para e\u0301stas, la matriz S toma la forma<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_53.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13817\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_53.png\" alt=\"\" width=\"140\" height=\"80\" \/><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>que tiene la siguiente descomposicio\u0301n<a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_54.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13818\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_54.png\" alt=\"\" width=\"150\" height=\"180\" srcset=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_54.png 254w, https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_54-251x300.png 251w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a><\/p>\n<p>Usando la edici\u00f3n (11), y tomando la matriz ortogonal <em>U<\/em> como la matriz identidad <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_55.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13819\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_55.png\" alt=\"\" width=\"15\" height=\"25\" \/>\u00a0<\/a>se obtiene la soluci\u00f3n:<\/p>\n<p><a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_56.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13820\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_56.png\" alt=\"\" width=\"93\" height=\"50\" \/><\/a><\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Note que, en este caso, la matriz <a href=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_44.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-13806\" src=\"https:\/\/cienciauanl.uanl.mx\/wp-content\/uploads\/2024\/06\/Imagen_44.png\" alt=\"\" width=\"24\" height=\"22\" \/><\/a>\u00a0no es invertible, por lo tanto la ecuacio\u0301n (12) no puede ser usada.<\/p>\n<\/div>\n<div class=\"page\" title=\"Page 21\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>&nbsp;<\/p>\n<p style=\"text-align: right;\">*Universidad Auto\u0301noma de Nuevo Leo\u0301n, San Nicola\u0301s delos Garza, Me\u0301xico.<br \/>\nContacto: maria.alcortagr@uanl.edu.mx<\/p>\n<p>&nbsp;<\/p>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<h4>REFERENCIAS<\/h4>\n<div class=\"page\" title=\"Page 24\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Adam, C. (2000). Continuity of the solution of the Riccati equations for continuous time JLQP, <em>IEEE Transactions on Automatic Control<\/em>, 45(5), 934-937.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Alam, K.N., Ara, A., y Jamil, M. (2011). An efficient approach for solving the Riccati equation with fractional orders, in Elsevier (ed.), <em>Computers &amp; Mathematics with Applications<\/em>, Elsevier, 2683-2689.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Barabanov, N.E., y Ortega R. (2004). On the solvability of extended Riccati equations, <em>IEEE Transactions on Automatic Control<\/em>, 49(4), 598-602.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Boyce, W.E., DiPrima, R.C. (2012). <em>Elementary Differential Equations and Boundary Value Problems<\/em>, John Wiley &amp; Sons.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Cai, X., Ding, Y. S., y Li, S.Y. (2017). Convergent properties of Riccati equation with application to stability analysis of state estimation, <em>Hindawi Athematical Problems in Engineering<\/em>, 2017, 1-7.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Carpanese, N. (2000). Periodic Riccati difference equations: Approaching equilibria by implicit systems, <em>IEEE Transactions on Automatic Control<\/em>, 45(7), 1391-1396.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Dennis, G., y Wright, Zill. (2012). <em>Elementary Differential Equations and Boundary Value Problems<\/em>, John Wiley &amp; Sons.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Freiling, G., Lee, S.R., y Jank, G. (1998). Coupled Matrix Riccati Equations in Minimal Cost Variance Control Problems, <em>IEEE Transactions on Automatic Control<\/em>, 4(3), 556-560.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Hench, J.J., He, C., Kvucera, V., <em>et al<\/em>. (1998). Coupled matrix Riccati equations in minimal cost variance control problems, <em>IEEE Transactions on Automatic Control<\/em>, 44(3), 556-560.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Jime\u0301nez, J.A. (2015). La solucio\u0301n de algunas EDO de Riccati, <em>Revista Digital Matema\u0301tica, Educacio\u0301n e Internet<\/em>, 15(2).<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Nguyen, T., y Gajic, Z. (2010). Solving the matrix differential Riccati equation: A Lyapunov equation approach, <em>IEEE Transactions on Automatic Control<\/em>, 55(1), 191-194. https:\/\/doi.org\/10.1109\/TAC.2009.2033841<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Petkov, P., Christov, N., y Konstantinov, M. (1991). <em>Computational Methods for Linear Control Systems, Prentice<\/em>, New York.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Rojas, A.J. (2021). Modified Algebraic Riccati Equation Closed-Form Stabilizing Solution, <em>IEEE Access<\/em>, 9, 140667-140675. https:\/\/doi.org\/10.1109\/ ACCESS.2021.3119592.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Reid, W.T. (1972). <em>Riccati differential equations<\/em>, Academic Press.<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Shirilord, Akbar, Dehghan, Mehdi, (2022). Closed-form solution of non-symmetric algebraic Riccati matrix equation, <em>Applied Mathematics Letters<\/em>, 131, https:\/\/doi.org\/10.1016\/j.aml.2022.108040<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Wu, Ai-Guo, Sun, Hui-Jie, Zhang, Ying, (2020). A novel iterative algorithm for solving coupled Riccati equations, <em>Applied Mathematics and Computation<\/em>, 364, https:\/\/doi.org\/10.1016\/j.amc.2019.124645<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Zhang, L., Chen, M.Z.Q., Gao, Z., <em>et al<\/em>. (2024). On the explicit Hermitian solutions of the continuous-time algebraic Riccati matrix equation for controllable systems, <em>IET Control Theory Appl<\/em>, 1-12, https:\/\/doi.org\/10.1049\/cth2.12618<\/p>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>Zoran, Gajic, Djordjija, Petkovski, Xuemin, Shen. (2017). <em>Singularly perturbed and weakly coupled linear control systems, a recursive approach, Technical report<\/em>, Springer Nature Switzerland AG.<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 25\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p style=\"text-align: right;\"><strong>Recibido: 17\/10\/2022 <\/strong><br \/>\n<strong>Aceptado: 07\/03\/2024<\/strong><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Mari\u0301a Aracelia Alcorta-Garci\u0301a*\u00a0ORCID: 0000-0002-9079-27 Juan Carlos Herna\u0301ndez-Medelli\u0301n*\u00a0ORCID: 0000-0002-5191-9514 CIENCIA UANL \/ AN\u0303O 27, No.127, septiembre-octubre 2024 DOI: https:\/\/doi.org\/10.29105\/cienciauanl27.127-5 Descargar PDF RESUMEN En este trabajo se obtiene un conjunto de soluciones para la ecuacio\u0301n algebraica de Riccati (ARE), la cual es expresada en te\u0301rminos de los coeficientes de la ecuacio\u0301n original sin necesidad de conocer una de las soluciones para, a [&#8230;]<\/p>\n","protected":false},"author":4,"featured_media":13737,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[27],"tags":[],"class_list":["post-13527","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-investigacion"],"_links":{"self":[{"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/posts\/13527","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13527"}],"version-history":[{"count":9,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/posts\/13527\/revisions"}],"predecessor-version":[{"id":13870,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/posts\/13527\/revisions\/13870"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=\/wp\/v2\/media\/13737"}],"wp:attachment":[{"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cienciauanl.uanl.mx\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}