{"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\/it\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/","title":{"rendered":"Il modello GraphCast di Google predice il tempo meglio degli altri"},"content":{"rendered":"<p><strong>Il modello di apprendimento automatico di Google DeepMind, GraphCast, ha battuto di gran lunga i metodi tradizionali di previsione del tempo nei primi test.<\/strong><\/p>\n<p>Prevedere il tempo con precisione \u00e8 un compito difficile che diventa esponenzialmente complesso quanto pi\u00f9 giorni nel futuro si vuole prevedere.<\/p>\n<p>Ecco perch\u00e9 le organizzazioni meteorologiche si affidano ai pi\u00f9 potenti supercomputer del mondo per elaborare i complessi algoritmi di previsione che ci dicono se domani piover\u00e0 o meno.<\/p>\n<p>Il modello Integrated Forecasting System (IFS) utilizzato dal Centro europeo per le previsioni meteorologiche a medio raggio (ECMWF) \u00e8 considerato il modello meteorologico europeo pi\u00f9 accurato. E GraphCast lo ha appena battuto di gran lunga.<\/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\">GraficoCast<\/a> \u00e8 stato in grado di prevedere il tempo con 10 giorni di anticipo in modo pi\u00f9 rapido e accurato rispetto a ECMWF in pi\u00f9 di 90% su 1.380 obiettivi di verifica.<\/p>\n<p>Sapere se \u00e8 il caso di portare l'ombrello al lavoro \u00e8 utile, ma prevedere con precisione gli eventi meteorologici estremi \u00e8 l'ambito in cui GraphCast potrebbe avere un impatto significativo.<\/p>\n<p>A settembre, quando mancavano 9 giorni all'arrivo dell'uragano Lee, gli uffici meteorologici stavano lavorando duramente per prevedere quale citt\u00e0 avrebbe sopportato il peso della tempesta.<\/p>\n<p>Il modello IFS ha fornito una previsione approssimativa del fatto che l'uragano avrebbe colpito alcune citt\u00e0 del Nord-Est o forse le avrebbe mancate del tutto. Nel frattempo, GraphCast ha previsto che l'uragano Lee avrebbe colpito la Nuova Scozia.<\/p>\n<p>Solo 3 giorni dopo, l'IFS \u00e8 giunto alla stessa conclusione, che alla fine si \u00e8 rivelata esatta. Immaginate il miglioramento nel dispiegamento delle risorse e dei servizi di emergenza che 3 giorni in pi\u00f9 renderebbero possibile.<\/p>\n<p>Pushmeet Kohli, vicepresidente della ricerca di Google DeepMind, ha dichiarato: \"La previsione meteorologica \u00e8 uno dei problemi pi\u00f9 impegnativi su cui l'umanit\u00e0 ha lavorato per molto, molto tempo. E se si guarda a ci\u00f2 che \u00e8 accaduto negli ultimi anni con il cambiamento climatico, si tratta di un problema incredibilmente importante\".<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\" style=\"text-align: center;\">Presentiamo GraphCast: il nostro modello AI all'avanguardia che fornisce previsioni meteo a 10 giorni con una precisione senza precedenti in meno di un minuto. \ud83c\udf26\ufe0f<\/p>\n<p>Pu\u00f2 anche aiutare a prevedere i potenziali percorsi dei cicloni in un futuro pi\u00f9 lontano.<\/p>\n<p>Ecco come funziona. \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 novembre 2023<\/a><\/p>\n<\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>Come funziona?<\/h2>\n<p>I modelli tradizionali come l'IFS utilizzano la \"previsione meteorologica numerica\" (NWP). Ci\u00f2 comporta la raccolta di enormi quantit\u00e0 di dati di sensori meteorologici che vengono poi inseriti in complesse equazioni elaborate da supercomputer.<\/p>\n<p>Le equazioni vengono messe a punto da team di esperti e sono diventate sempre pi\u00f9 precise, ma richiedono ancora molta potenza di elaborazione al computer e richiedono molto tempo per arrivare a una previsione.<\/p>\n<p>Il NWP cerca essenzialmente di utilizzare algoritmi per modellare il funzionamento dell'atmosfera e prevedere cosa accadr\u00e0 in seguito.<\/p>\n<p>Quello che fa GraphCast \u00e8 molto pi\u00f9 semplice, ma non pu\u00f2 essere fatto con le equazioni tradizionali.<\/p>\n<p>Il modello GraphCast utilizza una previsione meteorologica basata sull'apprendimento automatico (MLWP) ed \u00e8 addestrato su circa 50 anni di dati meteorologici storici.<\/p>\n<p>Quindi prende questi dati e, invece di creare un modello della nostra atmosfera, cerca degli schemi nei dati. Un modello di intelligenza artificiale \u00e8 in grado di trovare schemi sottili che le equazioni fisse non sono in grado di rilevare.<\/p>\n<p>GraphCast esamina i dati meteo attuali e dice: \"L'ultima volta che ho visto queste condizioni, la cosa successiva che \u00e8 successa \u00e8 stata...\" e poi fa una previsione.<\/p>\n<p>Il livello di dettaglio, o risoluzione, delle previsioni di GraphCast non \u00e8 pari a quello dei modelli tradizionali, ma \u00e8 molto pi\u00f9 preciso e molto pi\u00f9 veloce.<\/p>\n<p>Mentre un supercomputer dovrebbe elaborare dati meteorologici per ore per fare una previsione, GraphCast pu\u00f2 produrre un risultato in meno di un minuto su una singola macchina Google TPU v4.<\/p>\n<p>L'MLWP dipende fortemente dai dati storici prodotti dai modelli NWP tradizionali, quindi non li sostituir\u00e0 ancora.<\/p>\n<p>Tuttavia, l'utilizzo di uno strumento come GraphCast in combinazione con i metodi attuali aiuter\u00e0 a prevedere gli eventi meteorologici estremi in modo pi\u00f9 rapido e accurato.<\/p>\n<p>Google DeepMind sta rendendo GraphCast open source ed \u00e8 gi\u00e0 utilizzato da ECMWF.<\/p>","protected":false},"excerpt":{"rendered":"<p>Il modello di apprendimento automatico di Google DeepMind, GraphCast, ha battuto di gran lunga i metodi tradizionali di previsione del tempo nei primi test. Prevedere il tempo in modo accurato \u00e8 un compito difficile che diventa esponenzialmente pi\u00f9 complesso quanti pi\u00f9 giorni nel futuro si vogliono prevedere. Per questo motivo le organizzazioni meteorologiche si affidano ai pi\u00f9 potenti supercomputer del mondo per elaborare i complessi algoritmi di previsione che ci dicono se domani piover\u00e0 o meno. Il modello Integrated Forecasting System (IFS) utilizzato dal Centro europeo per le previsioni meteorologiche a medio raggio (ECMWF) \u00e8 considerato il modello meteorologico europeo pi\u00f9 accurato. E GraphCast lo ha appena battuto di gran lunga.<\/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\/it\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\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\/it\/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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