{"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\/de\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/","title":{"rendered":"Googles GraphCast-Modell sagt das Wetter besser voraus als der Rest"},"content":{"rendered":"<p><strong>Das maschinelle Lernmodell von Google DeepMind, GraphCast, schlug in ersten Tests herk\u00f6mmliche Wettervorhersagemethoden um L\u00e4ngen.<\/strong><\/p>\n<p>Die genaue Vorhersage des Wetters ist eine schwierige Aufgabe, die umso komplexer wird, je mehr Tage wir in die Zukunft voraussagen wollen.<\/p>\n<p>Aus diesem Grund verlassen sich meteorologische Organisationen auf die leistungsf\u00e4higsten Supercomputer der Welt, um die komplexen Vorhersagealgorithmen zu berechnen, die uns sagen, ob es morgen regnen wird oder nicht.<\/p>\n<p>Das Modell des Integrierten Vorhersagesystems (IFS), das das Europ\u00e4ische Zentrum f\u00fcr mittelfristige Wettervorhersage (ECMWF) verwendet, gilt als das genaueste europ\u00e4ische Wettermodell. Und GraphCast hat es gerade bei weitem \u00fcbertroffen.<\/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> war in der Lage, das Wetter 10 Tage im Voraus schneller und genauer vorherzusagen als das ECMWF bei mehr als 90% von 1.380 Verifikationszielen.<\/p>\n<p>Zu wissen, ob man seinen Regenschirm mit zur Arbeit nehmen sollte, ist praktisch, aber die genaue Vorhersage von extremen Wetterereignissen ist der Punkt, an dem GraphCast einen entscheidenden Beitrag leisten k\u00f6nnte.<\/p>\n<p>Im September, als der Hurrikan Lee 9 Tage vor dem Landfall stand, arbeiteten die Wetter\u00e4mter hart daran, vorherzusagen, welche Stadt die Hauptlast des Sturms tragen w\u00fcrde.<\/p>\n<p>Das IFS-Modell sagte grob voraus, dass der Hurrikan einige St\u00e4dte im Nordosten treffen oder sie m\u00f6glicherweise ganz verfehlen w\u00fcrde. GraphCast sagte unterdessen voraus, dass Hurrikan Lee auf Nova Scotia treffen w\u00fcrde.<\/p>\n<p>Erst drei Tage sp\u00e4ter kam der IFS zu demselben Schluss, der sich schlie\u00dflich als richtig erwies. Stellen Sie sich vor, welche Verbesserung der Einsatz von Ressourcen und Notfalldiensten durch drei zus\u00e4tzliche Tage m\u00f6glich w\u00e4re.<\/p>\n<p>Pushmeet Kohli, Vizepr\u00e4sident f\u00fcr Forschung bei Google DeepMind, sagte: \"Die Wettervorhersage ist eines der schwierigsten Probleme, an denen die Menschheit seit langer Zeit arbeitet. Und wenn man sich anschaut, was in den letzten Jahren mit dem Klimawandel passiert ist, ist dies ein unglaublich wichtiges Problem.\"<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\" style=\"text-align: center;\">Wir stellen GraphCast vor: unser hochmodernes KI-Modell, das 10-Tage-Wettervorhersagen mit bisher unerreichter Genauigkeit in weniger als einer Minute liefert. \ud83c\udf26\ufe0f<\/p>\n<p>Sie kann sogar dazu beitragen, die m\u00f6glichen Pfade von Wirbelst\u00fcrmen in der Zukunft vorherzusagen.<\/p>\n<p>So funktioniert es. \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. November 2023<\/a><\/p>\n<\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>Wie funktioniert das?<\/h2>\n<p>Herk\u00f6mmliche Modelle wie IFS verwenden die \"numerische Wettervorhersage\" (NWP). Dabei werden gro\u00dfe Mengen an Daten von Wettersensoren gesammelt, die dann in komplexe Gleichungen eingegeben werden, die von Supercomputern verarbeitet werden.<\/p>\n<p>Die Gleichungen werden von Expertenteams verfeinert und werden immer genauer, aber sie erfordern immer noch viel Rechenleistung und brauchen viel Zeit, um eine Vorhersage zu treffen.<\/p>\n<p>Bei der NWP geht es im Wesentlichen darum, mithilfe von Algorithmen zu modellieren, wie die Atmosph\u00e4re funktioniert, um vorherzusagen, was als N\u00e4chstes passieren wird.<\/p>\n<p>Was GraphCast tut, ist viel einfacher, kann aber nicht mit herk\u00f6mmlichen Gleichungen erreicht werden.<\/p>\n<p>Das GraphCast-Modell verwendet auf maschinellem Lernen basierende Wettervorhersagen (MLWP) und wurde auf der Grundlage von historischen Wetterdaten aus rund 50 Jahren trainiert.<\/p>\n<p>Anstatt ein Modell unserer Atmosph\u00e4re zu erstellen, sucht es nach Mustern in den Daten. Ein KI-Modell ist hervorragend in der Lage, subtile Muster zu finden, die mit festen Gleichungen nicht zu erkennen sind.<\/p>\n<p>GraphCast schaut sich die aktuellen Wetterdaten an und sagt: \"Das letzte Mal, als ich diese Bedingungen gesehen habe, war das N\u00e4chste, was passiert ist...\" und macht dann eine Vorhersage.<\/p>\n<p>Der Detaillierungsgrad bzw. die Aufl\u00f6sung der GraphCast-Vorhersagen ist nicht so gut wie bei herk\u00f6mmlichen Modellen, aber sie sind wesentlich genauer und schneller.<\/p>\n<p>W\u00e4hrend ein Supercomputer stundenlang Wetterdaten verarbeiten m\u00fcsste, um eine Vorhersage zu treffen, kann GraphCast auf einem einzigen Google TPU v4-Rechner in weniger als einer Minute ein Ergebnis liefern.<\/p>\n<p>MLWP ist in hohem Ma\u00dfe von historischen Daten abh\u00e4ngig, die von traditionellen NWP-Modellen erzeugt werden, und wird diese daher noch nicht ersetzen.<\/p>\n<p>Die Verwendung eines Instruments wie GraphCast in Verbindung mit den derzeitigen Methoden wird jedoch dazu beitragen, extreme Wetterereignisse schneller und genauer vorherzusagen.<\/p>\n<p>Google DeepMind stellt GraphCast als Open Source zur Verf\u00fcgung und es wird bereits vom ECMWF genutzt.<\/p>","protected":false},"excerpt":{"rendered":"<p>Das maschinelle Lernmodell von Google DeepMind, GraphCast, schlug in einem ersten Test herk\u00f6mmliche Wettervorhersagemethoden mit einigem Abstand. Die genaue Vorhersage des Wetters ist eine schwierige Aufgabe, die exponentiell komplexer wird, je mehr Tage in der Zukunft wir vorhersagen wollen. Aus diesem Grund verlassen sich meteorologische Organisationen auf die leistungsf\u00e4higsten Supercomputer der Welt, um die komplexen Vorhersagealgorithmen zu berechnen, die uns sagen, ob es morgen regnen wird oder nicht. Das Modell des Integrierten Vorhersagesystems (IFS), das das Europ\u00e4ische Zentrum f\u00fcr mittelfristige Wettervorhersage (ECMWF) verwendet, gilt als das genaueste europ\u00e4ische Wettermodell. Und GraphCast hat es gerade bei weitem \u00fcbertroffen.<\/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\/de\/2023\/11\/googles-graphcast-model-predicts-weather-better-than-the-rest\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\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\/de\/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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