{"id":96555,"date":"2021-05-02T08:00:20","date_gmt":"2021-05-02T13:00:20","guid":{"rendered":"https:\/\/www.uv.mx\/prensa\/?p=96555"},"modified":"2021-05-06T12:20:43","modified_gmt":"2021-05-06T17:20:43","slug":"red-neuronal-artificial-permite-pronostico-meteorologico-mas-alla-de-12-anos","status":"publish","type":"post","link":"https:\/\/www.uv.mx\/prensa\/ciencia\/red-neuronal-artificial-permite-pronostico-meteorologico-mas-alla-de-12-anos\/","title":{"rendered":"Red neuronal artificial\u00a0permite\u00a0pron\u00f3stico\u00a0meteorol\u00f3gico\u00a0m\u00e1s all\u00e1 de\u00a012 a\u00f1os\u00a0\u00a0"},"content":{"rendered":"<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><i><span data-contrast=\"auto\">Especialista de la UNAM expuso en conferencia sobre c<\/span><\/i><i><span data-contrast=\"auto\">aracterizaci\u00f3n y\u00a0<\/span><\/i><i><span data-contrast=\"auto\">p<\/span><\/i><i><span data-contrast=\"auto\">redicci\u00f3n del\u00a0<\/span><\/i><i><span data-contrast=\"auto\">c<\/span><\/i><i><span data-contrast=\"auto\">omportamiento de\u00a0<\/span><\/i><i><span data-contrast=\"auto\">e<\/span><\/i><i><span data-contrast=\"auto\">staciones\u00a0<\/span><\/i><i><span data-contrast=\"auto\">c<\/span><\/i><i><span data-contrast=\"auto\">ontinentales\/<\/span><\/i><i><span data-contrast=\"auto\">o<\/span><\/i><i><span data-contrast=\"auto\">ce\u00e1nicas<\/span><\/i><span data-ccp-props=\"{&quot;134233279&quot;:true}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><i><span data-contrast=\"auto\">Al productor le es necesario anticipar las anomal\u00edas de la precipitaci\u00f3n, antes que\u00a0<\/span><\/i><i><span data-contrast=\"auto\">la\u00a0<\/span><\/i><i><span data-contrast=\"auto\">cantidad de\u00a0<\/span><\/i><i><span data-contrast=\"auto\">la misma<\/span><\/i><span data-ccp-props=\"{&quot;134233279&quot;:true}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<div id=\"attachment_96557\" style=\"width: 732px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-96557\" class=\"size-full wp-image-96557\" src=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-1.png\" alt=\"\" width=\"722\" height=\"382\" srcset=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-1.png 722w, https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-1-300x159.png 300w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><\/a><p id=\"caption-attachment-96557\" class=\"wp-caption-text\">Tom\u00e1s Morales Acoltzi,\u00a0investigador\u00a0en el\u00a0Centro de Ciencias de la Atm\u00f3sfera\u00a0de la UNAM<\/p><\/div>\n<p><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<p><b><i><span data-contrast=\"auto\">Jorge V\u00e1zquez Pacheco<\/span><\/i><\/b><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<p><b><i><span data-contrast=\"auto\">02<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">\/<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">0<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">5<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">\/202<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">1<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">,<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">\u00a0<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">Xalapa,\u00a0<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">Ver<\/span><\/i><\/b><b><i><span data-contrast=\"auto\">.<\/span><\/i><\/b><b><span data-contrast=\"auto\">&#8211;<\/span><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">Tom\u00e1s Morales Acoltz<\/span><span data-contrast=\"auto\">i,<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">i<\/span><span data-contrast=\"auto\">nvestigador de Carrera Asociado\u00a0<\/span><span data-contrast=\"auto\">en el\u00a0<\/span><span data-contrast=\"auto\">Centro de Ciencias de la Atm\u00f3sfera<\/span><span data-contrast=\"auto\">\u00a0de la\u00a0<\/span><span data-contrast=\"auto\">Universidad Nacional Aut\u00f3noma de M\u00e9xico (<\/span><span data-contrast=\"auto\">UNAM<\/span><span data-contrast=\"auto\">),<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">present\u00f3<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">conferencia\u00a0<\/span><span data-contrast=\"auto\">\u201cRedes\u00a0<\/span><span data-contrast=\"auto\">n<\/span><span data-contrast=\"auto\">euronales\u00a0<\/span><span data-contrast=\"auto\">a<\/span><span data-contrast=\"auto\">rtificiales\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">in\u00e1micas en la\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">aracterizaci\u00f3n y\u00a0<\/span><span data-contrast=\"auto\">p<\/span><span data-contrast=\"auto\">redicci\u00f3n del\u00a0<\/span><span data-contrast=\"auto\">comportamiento de estaciones continentales\/oce\u00e1nicas\u201d, como parte del\u00a0<\/span><span data-contrast=\"auto\">Seminario Acad\u00e9mico de la Licenciatura en Ciencias Atmosf\u00e9ricas<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">(LCA)\u00a0<\/span><span data-contrast=\"auto\">de la <a href=\"https:\/\/www.uv.mx\/instru\/\" target=\"_blank\" rel=\"noopener\">Facultad de Instrumentaci\u00f3n Electr\u00f3nic<\/a><\/span><span data-contrast=\"auto\">a de la Universidad Veracruzana (UV).<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Lo anterior se dio durante el jueves 29 de abril, a trav\u00e9s de la cuenta\u00a0<\/span><i><span data-contrast=\"auto\">Facebook<\/span><\/i><span data-contrast=\"auto\">\u00a0y el canal\u00a0<\/span><i><span data-contrast=\"auto\">YouTube<\/span><\/i><span data-contrast=\"auto\">\u00a0de la\u00a0<\/span><span data-contrast=\"auto\">citada Facultad, en el marco de los\u00a0<\/span><span data-contrast=\"auto\">45 a\u00f1os\u00a0<\/span><span data-contrast=\"auto\">de fundaci\u00f3n de la\u00a0<\/span><span data-contrast=\"auto\">LCA<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">La exposici\u00f3n es\u00a0<\/span><span data-contrast=\"auto\">producto de una investigaci\u00f3n\u00a0<\/span><span data-contrast=\"auto\">cuyo o<\/span><span data-contrast=\"auto\">bjetivo<\/span><span data-contrast=\"auto\">\u00a0ha sido g<\/span><span data-contrast=\"auto\">enerar un pron\u00f3stico de aplicaci\u00f3n pr\u00e1ctica para apoyar a productores agr\u00edcolas en\u00a0<\/span><span data-contrast=\"auto\">las regiones de Apizaco,\u00a0<\/span><span data-contrast=\"auto\">Tlaxcala, y en Balboa, Panam\u00e1.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">En su disertaci\u00f3n,\u00a0<\/span><span data-contrast=\"auto\">Morales Acoltzi<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">mostr\u00f3 datos en torno de<\/span><span data-contrast=\"auto\">\u00a0la<\/span><span data-contrast=\"auto\">\u00a0p<\/span><span data-contrast=\"auto\">recipitaci\u00f3n\u00a0<\/span><span data-contrast=\"auto\">m<\/span><span data-contrast=\"auto\">ensual\u00a0<\/span><span data-contrast=\"auto\">registrada\u00a0<\/span><span data-contrast=\"auto\">en Apizaco<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">desde enero\u00a0<\/span><span data-contrast=\"auto\">de\u00a0<\/span><span data-contrast=\"auto\">1942 a la fecha<\/span><span data-contrast=\"auto\">, mientras que de Balboa\u00a0<\/span><span data-contrast=\"auto\">se\u00a0<\/span><span data-contrast=\"auto\">estudi\u00f3 desde\u00a0<\/span><span data-contrast=\"auto\">enero\u00a0<\/span><span data-contrast=\"auto\">de\u00a0<\/span><span data-contrast=\"auto\">1905 a la\u00a0<\/span><span data-contrast=\"auto\">actualidad<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u00a0La metodolog\u00eda fue\u00a0<\/span><span data-contrast=\"auto\">m<\/span><span data-contrast=\"auto\">ediante an\u00e1lisis de espectros\u00a0<\/span><span data-contrast=\"auto\">de Fourier y\u00a0<\/span><span data-contrast=\"auto\">Ondeletas<\/span><span data-contrast=\"auto\">\u00a0(Wavelet<\/span><span data-contrast=\"auto\">s)\u00a0<\/span><span data-contrast=\"auto\">para\u00a0<\/span><span data-contrast=\"auto\">determinar\u00a0<\/span><span data-contrast=\"auto\">las frecuencias<\/span><span data-contrast=\"auto\">\u00a0que influyen en la variabilidad del sistema<\/span><span data-contrast=\"auto\">, adem\u00e1s de a<\/span><span data-contrast=\"auto\">plicar la t<\/span><span data-contrast=\"auto\">eor\u00eda de\u00a0<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">istemas\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">in\u00e1micos\u00a0<\/span><span data-contrast=\"auto\">que permite\u00a0<\/span><span data-contrast=\"auto\">conocer la dimensi\u00f3n del atractor y el l\u00edmite de predictibilidad<\/span><span data-contrast=\"auto\">\u00a0y\u00a0<\/span><span data-contrast=\"auto\">complejidad, con enfoque de\u00a0<\/span><span data-contrast=\"auto\">m<\/span><span data-contrast=\"auto\">iner\u00eda de\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">atos<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">E<\/span><span data-contrast=\"auto\">l especialista\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">xpuso\u00a0<\/span><span data-contrast=\"auto\">la alimentaci\u00f3n hacia\u00a0<\/span><span data-contrast=\"auto\">una red neuronal de impulso finito con las series de datos, a fin de generar pron\u00f3stico sobre un<\/span><span data-contrast=\"auto\">a ventana de tiempo de 12 a\u00f1os.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u201c<\/span><span data-contrast=\"auto\">Exigimos a la red pron\u00f3stico extendido conforme a los l\u00edmites de predictibilidad establecidos para cada caso<\/span><span data-contrast=\"auto\">, con la finalidad de i<\/span><span data-contrast=\"auto\">mplementar mecanismos de evaluaci\u00f3n de resultados que nos permitan identificar qu<\/span><span data-contrast=\"auto\">\u00e9<\/span><span data-contrast=\"auto\">\u00a0aspectos de la f\u00edsica del sistema<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">recupera la red neuronal<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u201d<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Despu\u00e9s de mostrar una serie de gr\u00e1ficas ilustrativas de las curvas variantes en los elementos meteorol\u00f3gicos analizados, not\u00f3 l<\/span><span data-contrast=\"auto\">a serie producida por la red\u00a0<\/span><span data-contrast=\"auto\">que \u201c<\/span><span data-contrast=\"auto\">recupera el proceso de intermitencia observado<\/span><span data-contrast=\"auto\">, el cual<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">permite se\u00f1alar el peri<\/span><span data-contrast=\"auto\">odo de inicio y final de la temporada de lluvia<\/span><span data-contrast=\"auto\">\u201d<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">En cuanto a la v<\/span><span data-contrast=\"auto\">ariabilidad<\/span><span data-contrast=\"auto\">, \u201cal\u00a0<\/span><span data-contrast=\"auto\">productor le es m\u00e1s necesario anticipar el signo de las anomal\u00edas de la precipitaci\u00f3n, que cantidades aproximadas de precipitaci\u00f3n esperada<\/span><span data-contrast=\"auto\">. E<\/span><span data-contrast=\"auto\">sto es, el productor requiere conocer s<\/span><span data-contrast=\"auto\">i<\/span><span data-contrast=\"auto\">\u00a0va a contar con m\u00e1s o menos cantidad de lluvia con respecto a la normal<\/span><span data-contrast=\"auto\">\u201d<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Dijo que p<\/span><span data-contrast=\"auto\">ara cada mes en el intervalo de tiempo, se considera la variabilidad clim\u00e1tica para la serie reconstruida\u00a0<\/span><span data-contrast=\"auto\">como\u00a0<\/span><span data-contrast=\"auto\">valor pron\u00f3stico-<\/span><span data-contrast=\"auto\">valor normal<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0y la serie observada\u00a0<\/span><span data-contrast=\"auto\">como\u00a0<\/span><span data-contrast=\"auto\">valor real-<\/span><span data-contrast=\"auto\">valor normal.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">\u201c<\/span><span data-contrast=\"auto\">Consideramos como\u00a0<\/span><span data-contrast=\"auto\">\u2018<\/span><span data-contrast=\"auto\">acierto<\/span><span data-contrast=\"auto\">\u2019<\/span><span data-contrast=\"auto\">\u00a0el evento en que coinciden los signos de la variabilidad clim\u00e1tica mensual (por ejemplo,\u00a0<\/span><span data-contrast=\"auto\">a<\/span><span data-contrast=\"auto\">br<\/span><span data-contrast=\"auto\">il<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">de 19<\/span><span data-contrast=\"auto\">97<\/span><span data-contrast=\"auto\">)\u00a0<\/span><span data-contrast=\"auto\">y como\u00a0<\/span><span data-contrast=\"auto\">\u2018<\/span><span data-contrast=\"auto\">error<\/span><span data-contrast=\"auto\">\u2019<\/span><span data-contrast=\"auto\">\u00a0el caso contrario<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">(<\/span><span data-contrast=\"auto\">como en enero de 1997<\/span><span data-contrast=\"auto\">)<\/span><span data-contrast=\"auto\">\u201d<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">El acopio de informaci\u00f3n aporta\u00a0<\/span><span data-contrast=\"auto\">un laboratorio\u00a0<\/span><span data-contrast=\"auto\">num\u00e9rico<\/span><span data-contrast=\"auto\">\u00a0que\u00a0<\/span><span data-contrast=\"auto\">permite<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">extraer<\/span><span data-contrast=\"auto\">\u00a0informaci<\/span><span data-contrast=\"auto\">\u00f3n<\/span><span data-contrast=\"auto\">\u00a0sobre la\u00a0<\/span><span data-contrast=\"auto\">din\u00e1mica<\/span><span data-contrast=\"auto\">\u00a0de un sistema f\u00edsico real a partir de un\u00a0<\/span><span data-contrast=\"auto\">cierto\u00a0<\/span><span data-contrast=\"auto\">periodo de tiempo<\/span><span data-contrast=\"auto\">, as\u00ed como\u00a0<\/span><span data-contrast=\"auto\">realizar predicci\u00f3n conforme a las limitaciones impl\u00edcitas. La\u00a0<\/span><span data-contrast=\"auto\">validaci\u00f3n<\/span><span data-contrast=\"auto\">\u00a0durante un per\u00edodo de\u00a0<\/span><span data-contrast=\"auto\">12\u00a0<\/span><span data-contrast=\"auto\">a\u00f1os\u00a0<\/span><span data-contrast=\"auto\">permite\u00a0<\/span><span data-contrast=\"auto\">una tasa de efectividad del 75 por ciento en t\u00e9rminos de variabilidad\u00a0<\/span><span data-contrast=\"auto\">clim\u00e1tica<\/span><span data-contrast=\"auto\">. El pron<\/span><span data-contrast=\"auto\">\u00f3<\/span><span data-contrast=\"auto\">stico se genera a partir de un ensamble de soluciones, lo que\u00a0<\/span><span data-contrast=\"auto\">da\u00a0<\/span><span data-contrast=\"auto\">los detalles para el logro de un\u00a0<\/span><span data-contrast=\"auto\">adecuado enfoque probabil\u00edstico.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720,&quot;335559731&quot;:708}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<div id=\"attachment_96558\" style=\"width: 732px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-96558\" class=\"size-full wp-image-96558\" src=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-2.png\" alt=\"\" width=\"722\" height=\"474\" srcset=\"https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-2.png 722w, https:\/\/www.uv.mx\/prensa\/files\/2021\/04\/29-04-2021-Redes-neuronales-2-300x197.png 300w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><\/a><p id=\"caption-attachment-96558\" class=\"wp-caption-text\">Gr\u00e1ficas mostradas por el conferencista<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Es producto de una investigaci\u00f3n cuyo objetivo ha sido generar un pron\u00f3stico de aplicaci\u00f3n pr\u00e1ctica para apoyar a productores agr\u00edcolas en las regiones de Apizaco, Tlaxcala, y en Balboa, Panam\u00e1.\u00a0<\/p>\n","protected":false},"author":1869,"featured_media":96556,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[45,61],"tags":[],"class_list":["post-96555","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ciencia","category-banner"],"_links":{"self":[{"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/posts\/96555","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/users\/1869"}],"replies":[{"embeddable":true,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/comments?post=96555"}],"version-history":[{"count":1,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/posts\/96555\/revisions"}],"predecessor-version":[{"id":96836,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/posts\/96555\/revisions\/96836"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/media\/96556"}],"wp:attachment":[{"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/media?parent=96555"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/categories?post=96555"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.uv.mx\/prensa\/wp-json\/wp\/v2\/tags?post=96555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}