{"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\/pt\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/","title":{"rendered":"O modelo GraphCast da Google prev\u00ea o tempo melhor do que os outros"},"content":{"rendered":"<p><strong>O modelo de aprendizagem autom\u00e1tica da Google DeepMind, o GraphCast, superou os m\u00e9todos tradicionais de previs\u00e3o meteorol\u00f3gica por uma certa dist\u00e2ncia nos primeiros testes.<\/strong><\/p>\n<p>Prever o tempo com exatid\u00e3o \u00e9 uma tarefa dif\u00edcil que se torna exponencialmente complexa quanto maior for o n\u00famero de dias no futuro que quisermos prever.<\/p>\n<p>\u00c9 por esta raz\u00e3o que as organiza\u00e7\u00f5es meteorol\u00f3gicas recorrem aos supercomputadores mais potentes do mundo para processar os complexos algoritmos de previs\u00e3o que nos dizem se vai ou n\u00e3o chover amanh\u00e3.<\/p>\n<p>O modelo Integrated Forecasting System (IFS) que o Centro Europeu de Previs\u00e3o do Tempo a M\u00e9dio Prazo (ECMWF) utiliza \u00e9 considerado o modelo meteorol\u00f3gico europeu mais preciso. E a GraphCast acaba de super\u00e1-lo de longe.<\/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> foi capaz de prever o tempo com 10 dias de anteced\u00eancia mais rapidamente e com maior precis\u00e3o do que o ECMWF em mais de 90% de 1.380 objectivos de verifica\u00e7\u00e3o.<\/p>\n<p>Saber se deve levar o guarda-chuva para o trabalho \u00e9 \u00fatil, mas \u00e9 na previs\u00e3o exacta de fen\u00f3menos meteorol\u00f3gicos extremos que o GraphCast pode ter um impacto significativo.<\/p>\n<p>Em setembro, quando faltavam 9 dias para a passagem do furac\u00e3o Lee, os gabinetes de meteorologia estavam a trabalhar arduamente para prever qual a cidade que iria sofrer o impacto da tempestade.<\/p>\n<p>O modelo IFS apresentou uma previs\u00e3o aproximada de que o furac\u00e3o atingiria algumas cidades do nordeste ou possivelmente n\u00e3o as atingiria por completo. Entretanto, o GraphCast previu que o furac\u00e3o Lee atingiria a Nova Esc\u00f3cia.<\/p>\n<p>S\u00f3 tr\u00eas dias mais tarde \u00e9 que o IFS chegou \u00e0 mesma conclus\u00e3o, que acabou por se revelar correcta. Imagine-se a melhoria na afeta\u00e7\u00e3o de recursos e nos servi\u00e7os de emerg\u00eancia que seriam poss\u00edveis com mais 3 dias.<\/p>\n<p>Pushmeet Kohli, vice-presidente de investiga\u00e7\u00e3o da Google DeepMind, afirmou: \"A previs\u00e3o meteorol\u00f3gica \u00e9 um dos problemas mais dif\u00edceis com que a humanidade tem vindo a trabalhar desde h\u00e1 muito, muito tempo. E se olharmos para o que aconteceu nos \u00faltimos anos com as altera\u00e7\u00f5es clim\u00e1ticas, este \u00e9 um problema incrivelmente importante\".<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\" style=\"text-align: center;\">Apresenta\u00e7\u00e3o do GraphCast: o nosso modelo de IA de \u00faltima gera\u00e7\u00e3o que fornece previs\u00f5es meteorol\u00f3gicas para 10 dias com uma precis\u00e3o sem precedentes em menos de um minuto. \ud83c\udf26\ufe0f<\/p>\n<p>Pode mesmo ajudar a prever as traject\u00f3rias potenciais dos ciclones num futuro mais long\u00ednquo.<\/p>\n<p>Eis 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 novembro de 2023<\/a><\/p>\n<\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>Como \u00e9 que funciona?<\/h2>\n<p>Os modelos tradicionais como o IFS utilizam a \"previs\u00e3o num\u00e9rica do tempo\" (NWP). Isto envolve a recolha de grandes quantidades de dados de sensores meteorol\u00f3gicos que s\u00e3o depois introduzidos em equa\u00e7\u00f5es complexas que os supercomputadores processam.<\/p>\n<p>As equa\u00e7\u00f5es s\u00e3o ajustadas por equipas de peritos e t\u00eam-se tornado cada vez mais precisas, mas continuam a exigir muito poder de processamento inform\u00e1tico e demoram muito tempo a chegar a uma previs\u00e3o.<\/p>\n<p>O NWP est\u00e1 essencialmente a tentar utilizar algoritmos para modelar o funcionamento da atmosfera e prever o que vai acontecer a seguir.<\/p>\n<p>O que o GraphCast faz \u00e9 muito mais simples, mas n\u00e3o pode ser feito por equa\u00e7\u00f5es tradicionais.<\/p>\n<p>O modelo GraphCast utiliza a previs\u00e3o meteorol\u00f3gica baseada na aprendizagem autom\u00e1tica (MLWP) e \u00e9 treinado com base em cerca de 50 anos de dados meteorol\u00f3gicos hist\u00f3ricos.<\/p>\n<p>Em seguida, pega nesses dados e, em vez de criar um modelo da nossa atmosfera, procura padr\u00f5es nos dados. Um modelo de IA \u00e9 excelente para encontrar padr\u00f5es subtis que s\u00e3o imposs\u00edveis de detetar por equa\u00e7\u00f5es fixas.<\/p>\n<p>Basicamente, o GraphCast analisa os dados meteorol\u00f3gicos actuais e diz: \"Da \u00faltima vez que vi estas condi\u00e7\u00f5es, o que aconteceu a seguir foi...\" e depois faz uma previs\u00e3o.<\/p>\n<p>O n\u00edvel de detalhe, ou resolu\u00e7\u00e3o, das previs\u00f5es da GraphCast n\u00e3o \u00e9 t\u00e3o bom quanto os modelos tradicionais, mas \u00e9 muito mais preciso e muito mais r\u00e1pido.<\/p>\n<p>Enquanto um supercomputador teria de analisar os dados meteorol\u00f3gicos durante horas para fazer uma previs\u00e3o, o GraphCast pode produzir um resultado em menos de um minuto numa \u00fanica m\u00e1quina Google TPU v4.<\/p>\n<p>O MLWP depende fortemente dos dados hist\u00f3ricos produzidos pelos modelos NWP tradicionais, pelo que ainda n\u00e3o os substituir\u00e1.<\/p>\n<p>No entanto, a utiliza\u00e7\u00e3o de uma ferramenta como a GraphCast em conjunto com os m\u00e9todos actuais ajudar\u00e1 a prever fen\u00f3menos meteorol\u00f3gicos extremos com maior rapidez e precis\u00e3o.<\/p>\n<p>A Google DeepMind est\u00e1 a tornar o GraphCast open source e j\u00e1 est\u00e1 a ser utilizado pelo ECMWF.<\/p>","protected":false},"excerpt":{"rendered":"<p>O modelo de aprendizagem autom\u00e1tica da Google DeepMind, o GraphCast, superou os m\u00e9todos tradicionais de previs\u00e3o meteorol\u00f3gica por uma certa dist\u00e2ncia nos primeiros testes. Prever o tempo com exatid\u00e3o \u00e9 uma tarefa dif\u00edcil que se torna exponencialmente complexa quanto maior for o n\u00famero de dias no futuro que queremos prever. \u00c9 por esta raz\u00e3o que as organiza\u00e7\u00f5es meteorol\u00f3gicas recorrem aos supercomputadores mais potentes do mundo para processar os complexos algoritmos de previs\u00e3o que nos dizem se vai ou n\u00e3o chover amanh\u00e3. O modelo do Sistema Integrado de Previs\u00e3o (IFS) que o Centro Europeu de Previs\u00f5es Meteorol\u00f3gicas a M\u00e9dio Prazo (ECMWF) utiliza \u00e9 considerado o modelo meteorol\u00f3gico europeu mais exato. E a GraphCast acaba de o superar por larga margem.<\/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\/pt\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\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\/pt\/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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