{"id":8728,"date":"2026-08-26T20:43:01","date_gmt":"2026-08-26T17:43:01","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/why-accurate-weather-forecasting-is-still-so-difficult-and-why-real-time-data-matters\/"},"modified":"2026-08-26T22:05:57","modified_gmt":"2026-08-26T19:05:57","slug":"why-accurate-weather-forecasting-is-still-so-difficult-and-why-real-time-data-matters","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/why-accurate-weather-forecasting-is-still-so-difficult-and-why-real-time-data-matters\/","title":{"rendered":"\u0644\u0645\u0627\u0630\u0627 \u064a\u0628\u0642\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627: \u062f\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u062d\u0638\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0645","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<div 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aria-label=\"\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a\"><strong class=\"vfocused-toc-title\">\ud83d\udccc \u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a<\/strong><\/p>\n<ul class=\"vfocused-toc-list\">\n<li class=\"vfocused-toc-item\"><a class=\"vfocused-toc-link\" href=\"#section-1\">\u0644\u0627 \u0646\u0631\u0649 \u0627\u0644\u063a\u0644\u0627\u0641 \u0627\u0644\u062c\u0648\u064a \u0643\u0627\u0645\u0644\u0627\u064b \u0623\u0628\u062f\u064b\u0627<\/a><\/li>\n<li class=\"vfocused-toc-item\"><a class=\"vfocused-toc-link\" href=\"#section-2\">\u0644\u0645\u0627\u0630\u0627 \u0642\u062f \u062a\u0643\u0648\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0642\u0633 \u0645\u0636\u0644\u0644\u0629\u061f<\/a><\/li>\n<li class=\"vfocused-toc-item\"><a class=\"vfocused-toc-link\" href=\"#section-3\">\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u0648\u0642\u064a\u062a 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\u0645\u0631\u0626\u064a\u0629 \u062a\u0645\u0627\u0645\u064b\u0627.<\/p>\n<p>\u064a\u064f\u0637\u0644\u0642 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0623\u0631\u0635\u0627\u062f \u0627\u0644\u062c\u0648\u064a\u0629 \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062f\u0645\u062c \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0639 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0627\u0633\u0645 &#8220;\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a&#8221; (data assimilation). \u0648\u062a\u064f\u0646\u062a\u062c \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u062f\u064a\u0631\u064b\u0627 \u0644\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0648\u064a\u0629 \u0627\u0644\u0631\u0627\u0647\u0646\u0629\u060c \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u0627\u0644\u0630\u064a 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\u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629\u060c \u0623\u0648 \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629\u060c \u0623\u0648 \u0642\u062f\u064a\u0645\u0629.<\/p>\n<h2 id=\"section-2\">\u0644\u0645\u0627\u0630\u0627 \u0642\u062f \u062a\u0643\u0648\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0642\u0633 \u0645\u0636\u0644\u0644\u0629\u061f<\/h2>\n<p>\u0625\u062d\u062f\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0645\u062f\u0649 \u0647\u064a &#8220;\u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u0635\u0631\u064a&#8221; (optical flow). \u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0631\u0627\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u062a\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0631 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0631\u0643 \u0627\u0644\u0647\u0637\u0648\u0644\u060c \u062b\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0631\u0643 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u062d\u0631\u0643 \u062d\u0632\u0645\u0629 \u0645\u0637\u0631\u064a\u0629 \u0628\u062b\u0628\u0627\u062a. \u0644\u0643\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u062a\u0643\u0645\u0646 \u0641\u064a \u0623\u0646 \u0627\u0644\u0639\u0648\u0627\u0635\u0641 \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0623\u0634\u0643\u0627\u0644 \u062b\u0627\u0628\u062a\u0629 \u062a\u0646\u0632\u0644\u0642 \u0639\u0628\u0631 \u0627\u0644\u062e\u0631\u064a\u0637\u0629\u061b \u0641\u0647\u064a \u062a\u062a\u0634\u0643\u0644\u060c \u062a\u0634\u062a\u062f\u060c \u062a\u0636\u0639\u0641\u060c \u062a\u0646\u0642\u0633\u0645\u060c \u0648\u062a\u0646\u062f\u0645\u062c. \u0648\u0642\u062f \u062a\u0638\u0647\u0631 \u062e\u0644\u064a\u0629 \u062d\u0645\u0644 \u062d\u0631\u0627\u0631\u064a \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u0643\u0627\u0646 \u0644\u0645 \u064a\u0643\u0646 \u0641\u064a\u0647 \u0645\u0637\u0631 \u0642\u0628\u0644 20 \u062f\u0642\u064a\u0642\u0629.<\/p>\n<p>\u062a\u062e\u064a\u0644 \u0639\u0627\u0635\u0641\u0629 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u062c\u0628\u0644. \u0642\u062f \u062a\u062a\u0646\u0628\u0623 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0642\u0631\u0627\u0621 \u0628\u0633\u064a\u0637\u0629 \u0628\u0623\u0646\u0647\u0627 \u0633\u062a\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u062d\u0631\u0643 \u0628\u0646\u0641\u0633 \u0627\u0644\u0633\u0631\u0639\u0629. \u0644\u0643\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0636\u0627\u0631\u064a\u0633 \u0623\u0646 \u062a\u063a\u064a\u0631 \u062a\u062f\u0641\u0642 \u0627\u0644\u0647\u0648\u0627\u0621\u060c \u0648\u062a\u0628\u0637\u0626 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0648\u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u0647\u0637\u0648\u0644 \u0623\u0645\u0637\u0627\u0631 \u063a\u0632\u064a\u0631\u0629 \u0623\u0648 \u0628\u0631\u062f. \u0644\u0630\u0627\u060c \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u062a\u062d\u062f\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0643\u0627\u0646 \u062a\u062d\u0631\u0643 \u0627\u0644\u0647\u0637\u0648\u0644 \u0627\u0644\u062d\u0627\u0644\u064a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0641\u0639\u0627\u0644 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\u0639\u0644\u0649 \u0627\u0644\u0646\u0627\u0633 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u062d\u062f\u062b \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631. \u0641\u0642\u062f \u062a\u0624\u062b\u0631 \u0639\u0627\u0635\u0641\u0629 \u0631\u0639\u062f\u064a\u0629 \u0639\u0644\u0649 \u062c\u0632\u0621 \u0648\u0627\u062d\u062f \u0645\u0646 \u0627\u0644\u0645\u062f\u064a\u0646\u0629 \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0631\u0643 \u062c\u0632\u0621\u064b\u0627 \u0622\u062e\u0631 \u0634\u0628\u0647 \u062c\u0627\u0641.<\/p>\n<p>\u064a\u0645\u0643\u0646 \u0644\u062c\u0628\u0647\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0646 \u062a\u062e\u0641\u0636 \u0625\u0646\u062a\u0627\u062c \u0645\u0632\u0631\u0639\u0629 \u0634\u0645\u0633\u064a\u0629 \u0628\u0634\u0643\u0644 \u062d\u0627\u062f\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u0645\u0646\u0634\u0623\u0629 \u0623\u062e\u0631\u0649 \u062a\u0628\u0639\u062f \u0639\u0646\u0647\u0627 20 \u0643\u064a\u0644\u0648\u0645\u062a\u0631\u064b\u0627. \u0643\u0645\u0627 \u0623\u0646 \u0638\u0631\u0648\u0641 \u0627\u0644\u0631\u064a\u0627\u062d \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062e\u062a\u0644\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0628\u064a\u0646 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0631\u0636\u060c \u0648\u0633\u0637\u062d \u0627\u0644\u0645\u0628\u0627\u0646\u064a\u060c \u0648\u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0630\u064a \u062a\u0639\u0645\u0644 \u0641\u064a\u0647 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u064a\u0635\u0639\u0628 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627.<\/p>\n<p>\u064a\u064f\u0639\u062f \u0627\u0644\u0637\u0642\u0633 \u0634\u062f\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u062d\u0627\u0644\u062a\u0647 \u0627\u0644\u0623\u0648\u0644\u064a\u0629. \u0641\u0623\u064a \u0634\u0643\u0648\u0643 \u0635\u063a\u064a\u0631\u0629 \u0641\u064a \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0623\u0648 \u0627\u0644\u0631\u0637\u0648\u0628\u0629 \u0623\u0648 \u0627\u0644\u0631\u064a\u0627\u062d \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0641\u0627\u0642\u0645 \u0643\u0644\u0645\u0627 \u0627\u0645\u062a\u062f\u062a \u0641\u062a\u0631\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0640 &#8220;\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0641\u0631\u0627\u0634\u0629&#8221;. \u0648\u0647\u0648 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 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\u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f &#8220;\u0645\u062c\u0645\u0648\u0639\u0627\u062a&#8221; (ensembles): \u0648\u0647\u064a \u062a\u0646\u0628\u0624\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062d\u062a\u0645\u0644\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u062c\u0627\u0628\u0629 \u0648\u0627\u062d\u062f\u0629 \u064a\u064f\u0641\u062a\u0631\u0636 \u0623\u0646\u0647\u0627 \u0645\u0624\u0643\u062f\u0629. \u0641\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a\u060c \u0645\u0639\u0631\u0641\u0629 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627 \u0628\u0646\u0633\u0628\u0629 30% \u0644\u062d\u062f\u0648\u062b \u0639\u0627\u0635\u0641\u0629 \u0634\u062f\u064a\u062f\u0629 \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 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class=\"vfocused-internal-link\" title=\"7 \u0623\u0645\u0648\u0631 \u062a\u0634\u0627\u0631\u0643\u0647\u0627 \u0645\u0639 ChatGPT \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u062a\u0643 \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0623\u0641\u0636\u0644 \u0641\u0648\u0631\u064b\u0627\" href=\"https:\/\/www.dztecs.com\/ai\/7-things-to-share-with-chatgpt-to-get-better-answers-immediately\/\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062c\u0648\u064a\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u0628\u0631 \u0648\u0628\u0642\u0648\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0623\u0642\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0648\u0642\u062f \u062a\u0641\u0648\u0642\u062a \u0628\u0639\u0636\u0647\u0627 \u0628\u0627\u0644\u0641\u0639\u0644 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 \u0641\u064a \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0648\u0622\u0641\u0627\u0642 \u0632\u0645\u0646\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624. \u0644\u0643\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627 \u064a\u0644\u063a\u064a \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0631\u0635\u062f.<\/p>\n<p>\u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u0639\u0638\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u062a\u0628\u062f\u0623 \u0628\u062a\u062d\u0644\u064a\u0644 \u0644\u0644\u063a\u0644\u0627\u0641 \u0627\u0644\u062c\u0648\u064a \u062a\u0646\u062a\u062c\u0647 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062c\u0648\u064a\u0629 \u0627\u0644\u0639\u062f\u062f\u064a\u0629. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0642\u062f\u064a\u0645\u064b\u0627 \u0628\u0633\u0627\u0639\u0627\u062a\u060c \u0641\u0625\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (inference) \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629.<\/p>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u062a\u0642\u0644\u0644 \u0645\u0646 \u062a\u0642\u062f\u064a\u0631 \u0634\u062f\u0629 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0646\u0627\u062f\u0631\u0629\u060c \u0648\u0630\u0644\u0643 \u0644\u0623\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u062a\u0643\u0648\u0646 \u0645\u0645\u062b\u0644\u0629 \u062a\u0645\u062b\u064a\u0644\u0627\u064b \u0646\u0627\u0642\u0635\u064b\u0627 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u0647\u0627\u060c \u0648\u0644\u0623\u0646 \u0628\u0639\u0636 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062a\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u0633\u0644\u0627\u0633\u0629 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629. \u0648\u0642\u062f \u0648\u062c\u062f\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u062a\u062c \u0623\u062e\u0637\u0627\u0621 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 \u0639\u0646\u062f \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0627\u0644\u0628\u0631\u0648\u062f\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u062d \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629.<\/p>\n<p>\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u0645\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u062c\u0631\u062f \u0645\u0646\u0627\u0641\u0633\u0629 \u0628\u0633\u064a\u0637\u0629 \u0628\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621. \u0641\u0645\u0631\u0643\u0632 ECMWF \u064a\u062f\u064a\u0631 \u0628\u0627\u0644\u0641\u0639\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0647 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c\u0647 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621.<\/p>\n<p>\u0633\u062a\u062c\u0645\u0639 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0642\u0648\u0649 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u062f\u062f\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (nowcasting)\u060c \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0644\u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646.<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627\u060c \u0648\u0643\u064a\u0641 \u062a\u064f\u062d\u062f\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u0631\u0642\u064b\u0627 \u062c\u0648\u0647\u0631\u064a\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u062c\u0648\u064a\u0629.<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":3,"featured_media":8729,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[50],"class_list":["post-8728","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0644\u0645\u0627\u0630\u0627 \u064a\u0628\u0642\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627: \u062f\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u062d\u0638\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0645<\/title>\n<meta name=\"description\" content=\"\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627\u060c \u0648\u0643\u064a\u0641 \u062a\u064f\u062d\u062f\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u0631\u0642\u064b\u0627 \u062c\u0648\u0647\u0631\u064a\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u062c\u0648\u064a\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dztecs.com\/ai\/why-accurate-weather-forecasting-is-still-so-difficult-and-why-real-time-data-matters\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0644\u0645\u0627\u0630\u0627 \u064a\u0628\u0642\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627: \u062f\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u062d\u0638\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\" \/>\n<meta property=\"og:description\" content=\"\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0637\u0642\u0633 \u0635\u0639\u0628\u064b\u0627\u060c \u0648\u0643\u064a\u0641 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