{"id":7415,"date":"2023-11-15T09:23:17","date_gmt":"2023-11-15T09:23:17","guid":{"rendered":"https:\/\/dailyai.com\/?p=7415"},"modified":"2023-11-15T11:28:59","modified_gmt":"2023-11-15T11:28:59","slug":"googles-graphcast-model-predicts-weather-better-than-the-rest","status":"publish","type":"post","link":"https:\/\/dailyai.com\/es\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/","title":{"rendered":"El modelo GraphCast de Google predice el tiempo mejor que el resto"},"content":{"rendered":"<p><strong>El modelo de aprendizaje autom\u00e1tico de Google DeepMind, GraphCast, super\u00f3 con cierta diferencia a los m\u00e9todos tradicionales de predicci\u00f3n meteorol\u00f3gica en las primeras pruebas.<\/strong><\/p>\n<p>Predecir el tiempo con exactitud es una tarea dif\u00edcil que se vuelve exponencialmente compleja cuantos m\u00e1s d\u00edas hacia el futuro queramos predecir.<\/p>\n<p>Por eso las organizaciones meteorol\u00f3gicas recurren a los superordenadores m\u00e1s potentes del mundo para elaborar los complejos algoritmos de predicci\u00f3n que nos dicen si llover\u00e1 ma\u00f1ana o no.<\/p>\n<p>El modelo Integrated Forecasting System (IFS) que utiliza el Centro Europeo de Predicci\u00f3n Meteorol\u00f3gica a Plazo Medio (ECMWF) est\u00e1 considerado el modelo meteorol\u00f3gico europeo m\u00e1s preciso. Y GraphCast acaba de superarlo con creces.<\/p>\n<p><a href=\"https:\/\/deepmind.google\/discover\/blog\/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting\/\" target=\"_blank\" rel=\"noopener\">GraphCast<\/a> fue capaz de predecir el tiempo con 10 d\u00edas de antelaci\u00f3n con mayor rapidez y precisi\u00f3n que el ECMWF en m\u00e1s de 90% de 1.380 objetivos de verificaci\u00f3n.<\/p>\n<p>Saber si debes llevarte el paraguas al trabajo es \u00fatil, pero GraphCast podr\u00eda tener un impacto significativo en la predicci\u00f3n precisa de fen\u00f3menos meteorol\u00f3gicos extremos.<\/p>\n<p>En septiembre, cuando faltaban 9 d\u00edas para que el hurac\u00e1n Lee tocara tierra, las oficinas meteorol\u00f3gicas se esforzaban por predecir qu\u00e9 ciudad se llevar\u00eda la peor parte de la tormenta.<\/p>\n<p>El modelo IFS pronostic\u00f3 que el hurac\u00e1n golpear\u00eda algunas ciudades del noreste o que posiblemente no las alcanzar\u00eda en absoluto. Por su parte, GraphCast predijo que el hurac\u00e1n Lee golpear\u00eda Nueva Escocia.<\/p>\n<p>S\u00f3lo 3 d\u00edas despu\u00e9s, el IFS lleg\u00f3 a la misma conclusi\u00f3n, que finalmente result\u00f3 ser exacta. Imag\u00ednese la mejora en el despliegue de recursos y servicios de emergencia que supondr\u00edan 3 d\u00edas m\u00e1s.<\/p>\n<p>Pushmeet Kohli, vicepresidente de investigaci\u00f3n de Google DeepMind, ha declarado: \"La predicci\u00f3n meteorol\u00f3gica es uno de los problemas m\u00e1s desafiantes en los que la humanidad lleva trabajando mucho, mucho tiempo. Y si nos fijamos en lo que ha ocurrido en los \u00faltimos a\u00f1os con el cambio clim\u00e1tico, se trata de un problema incre\u00edblemente importante.\"<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\" style=\"text-align: center;\">Presentamos GraphCast: nuestro modelo de IA de \u00faltima generaci\u00f3n que ofrece previsiones meteorol\u00f3gicas a 10 d\u00edas con una precisi\u00f3n sin precedentes en menos de un minuto. \ud83c\udf26\ufe0f<\/p>\n<p>Incluso puede ayudar a predecir las posibles trayectorias de los ciclones en el futuro.<\/p>\n<p>As\u00ed es como funciona. \ud83e\uddf5 <a href=\"https:\/\/t.co\/ygughpkdeP\">https:\/\/t.co\/ygughpkdeP<\/a> <a href=\"https:\/\/t.co\/0Y6DyBXDow\">pic.twitter.com\/0Y6DyBXDow<\/a><\/p>\n<p style=\"text-align: center;\">- Google DeepMind (@GoogleDeepMind) <a href=\"https:\/\/twitter.com\/GoogleDeepMind\/status\/1724443443873624115?ref_src=twsrc%5Etfw\">14 de noviembre de 2023<\/a><\/p>\n<\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>\u00bfC\u00f3mo funciona?<\/h2>\n<p>Los modelos tradicionales, como el IFS, utilizan la \"predicci\u00f3n num\u00e9rica del tiempo\" (NWP). Para ello se recopilan cantidades ingentes de datos de sensores meteorol\u00f3gicos que se introducen en complejas ecuaciones que procesan los superordenadores.<\/p>\n<p>Las ecuaciones son ajustadas por equipos de expertos y cada vez son m\u00e1s precisas, pero siguen necesitando una gran capacidad de procesamiento inform\u00e1tico y tardan mucho tiempo en llegar a una predicci\u00f3n.<\/p>\n<p>La NWP trata esencialmente de utilizar algoritmos para modelizar el funcionamiento de la atm\u00f3sfera y predecir lo que va a ocurrir.<\/p>\n<p>Lo que hace GraphCast es mucho m\u00e1s sencillo, pero no se puede hacer con ecuaciones tradicionales.<\/p>\n<p>El modelo GraphCast utiliza la predicci\u00f3n meteorol\u00f3gica basada en el aprendizaje autom\u00e1tico (MLWP) y se ha entrenado a partir de unos 50 a\u00f1os de datos meteorol\u00f3gicos hist\u00f3ricos.<\/p>\n<p>A continuaci\u00f3n, toma esos datos y, en lugar de crear un modelo de nuestra atm\u00f3sfera, busca patrones en los datos. Un modelo de IA es excelente para encontrar patrones sutiles que las ecuaciones fijas no pueden detectar.<\/p>\n<p>GraphCast examina los datos meteorol\u00f3gicos actuales y dice: \"La \u00faltima vez que vi estas condiciones, lo siguiente que ocurri\u00f3 fue...\", y luego hace una predicci\u00f3n.<\/p>\n<p>El nivel de detalle, o resoluci\u00f3n, de las predicciones de GraphCast no es tan bueno como el de los modelos tradicionales, pero es mucho m\u00e1s preciso y r\u00e1pido.<\/p>\n<p>Mientras que un superordenador necesitar\u00eda procesar datos meteorol\u00f3gicos durante horas para hacer una predicci\u00f3n, GraphCast puede producir un resultado en menos de un minuto en una sola m\u00e1quina Google TPU v4.<\/p>\n<p>El MLWP depende en gran medida de los datos hist\u00f3ricos producidos por los modelos NWP tradicionales, por lo que todav\u00eda no los sustituir\u00e1.<\/p>\n<p>Sin embargo, el uso de una herramienta como GraphCast junto con los m\u00e9todos actuales ayudar\u00e1 a predecir los fen\u00f3menos meteorol\u00f3gicos extremos con mayor rapidez y precisi\u00f3n.<\/p>\n<p>Google DeepMind est\u00e1 haciendo que GraphCast sea de c\u00f3digo abierto y ya est\u00e1 siendo utilizado por ECMWF.<\/p>","protected":false},"excerpt":{"rendered":"<p>El modelo de aprendizaje autom\u00e1tico de Google DeepMind, GraphCast, super\u00f3 con cierta diferencia a los m\u00e9todos tradicionales de predicci\u00f3n meteorol\u00f3gica en las primeras pruebas. Predecir el tiempo con exactitud es una tarea dif\u00edcil que se vuelve exponencialmente compleja cuantos m\u00e1s d\u00edas se quieren predecir. Por eso las organizaciones meteorol\u00f3gicas recurren a los superordenadores m\u00e1s potentes del mundo para elaborar los complejos algoritmos de predicci\u00f3n que nos dicen si llover\u00e1 ma\u00f1ana o no. El modelo Integrated Forecasting System (IFS) que utiliza el Centro Europeo de Predicci\u00f3n Meteorol\u00f3gica a Plazo Medio (ECMWF) est\u00e1 considerado el modelo meteorol\u00f3gico europeo m\u00e1s preciso. Y GraphCast acaba de superarlo con creces.<\/p>","protected":false},"author":6,"featured_media":7417,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[83],"tags":[102,105],"class_list":["post-7415","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product","tag-google","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Google\u2019s GraphCast model predicts weather better than the rest | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/es\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Google\u2019s GraphCast model predicts weather better than the rest | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Google DeepMind\u2019s machine learning model, GraphCast, beat traditional weather forecasting methods by some distance in early testing. Predicting the weather accurately is a difficult task that becomes exponentially complex the more days into the future we want to predict. This is why meteorological organizations rely on the world\u2019s most powerful supercomputers to crunch the complex predictive algorithms that tell us if it will rain tomorrow or not. The Integrated Forecasting System (IFS) model that the European Centre for Medium-Range Weather Forecasts (ECMWF) uses is considered the most accurate European weather model. And GraphCast just beat it by a long way.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/es\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-15T09:23:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-15T11:28:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/weather-prediction.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"373\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eugene van der Watt\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta 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