{"id":11439,"date":"2025-04-03T01:11:12","date_gmt":"2025-04-02T23:11:12","guid":{"rendered":"https:\/\/geopard.tech\/?p=11439"},"modified":"2025-04-03T01:11:12","modified_gmt":"2025-04-02T23:11:12","slug":"%d8%aa%d8%ba%d9%8a%d9%8a%d8%b1-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%aa%d9%88%d8%b5%d9%8a%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%ad%d8%a7%d8%b5%d9%8a%d9%84-%d8%a7%d9%84%d8%aa%d8%ad%d9%88%d9%8a%d9%84%d9%8a","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ar\/blog\/cloud-based-transformative-crop-recommendation-model-changing-precision-agriculture\/","title":{"rendered":"\u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u064a\u063a\u064a\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629"},"content":{"rendered":"

\u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u062a\u0642\u0641 \u0639\u0644\u0649 \u0645\u0641\u062a\u0631\u0642 \u0637\u0631\u0642. \u0641\u0645\u0639 \u062a\u0648\u0642\u0639 \u0648\u0635\u0648\u0644 \u0639\u062f\u062f \u0633\u0643\u0627\u0646 \u0627\u0644\u0639\u0627\u0644\u0645 \u0625\u0644\u0649 9.7 \u0645\u0644\u064a\u0627\u0631 \u0646\u0633\u0645\u0629 \u0628\u062d\u0644\u0648\u0644 \u0639\u0627\u0645 2050\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0625\u0646\u062a\u0627\u062c 701 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0637\u0646 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u063a\u0630\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0643\u0627\u0641\u062d\u0648\u0646 \u0641\u064a\u0647 \u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u062e \u0648\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u062a\u0631\u0628\u0629 \u0648\u0646\u062f\u0631\u0629 \u0627\u0644\u0645\u064a\u0627\u0647.<\/p>\n

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\u062a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 TCRM \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u062a\u0642\u062f\u064a\u0645\u00a0\u062a\u0648\u0635\u064a\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644 94%<\/strong>, \u060c \u0645\u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0645\u0646 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0647\u062f\u0631\u060c \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0645\u0633\u062a\u062f\u0627\u0645\u0629.<\/p>\n

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\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629\u060c \u062a\u0639\u0645\u0644 TCRM \u0639\u0644\u0649 \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0639\u0644\u0649 \u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u063a\u0630\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u062f\u0627\u0645.<\/p>\n

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\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0647\u0627\u062a\u0641: \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong><\/h2>\n

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\u062a\u064f\u063a\u0630\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0645\u0646\u0635\u0629\u064b \u0633\u062d\u0627\u0628\u064a\u0629\u064b \u0628\u0628\u064a\u0627\u0646\u0627\u062a\u064d \u0622\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u0644\u0635 \u0623\u064a\u0636\u0627\u064b \u0633\u062c\u0644\u0627\u062a \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629 \u0645\u062b\u0644 \u0646\u0627\u0633\u0627 \u0648\u0645\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u063a\u0630\u064a\u0629 \u0648\u0627\u0644\u0632\u0631\u0627\u0639\u0629. \u0648\u0628\u0645\u062c\u0631\u062f \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062e\u0636\u0639 \u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0638\u064a\u0641 \u062f\u0642\u064a\u0642\u0629.<\/p>\n

\u062a\u064f\u0633\u062a\u0643\u0645\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u0645\u062b\u0644 \u0642\u0631\u0627\u0621\u0627\u062a \u062f\u0631\u062c\u0629 \u062d\u0645\u0648\u0636\u0629 \u0627\u0644\u062a\u0631\u0628\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0633\u062a\u0628\u0639\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0641\u0627\u062c\u0626\u0629 \u0641\u064a \u0627\u0644\u0631\u0637\u0648\u0628\u0629. \u062b\u0645 \u062a\u064f\u0639\u0627\u062f \u0645\u0639\u0627\u064a\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0646\u0642\u0651\u0627\u0629 \u0644\u0636\u0645\u0627\u0646 \u0627\u062a\u0633\u0627\u0642\u0647\u0627\u061b \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u064f\u0642\u0627\u0633 \u0642\u064a\u0645 \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0628\u064a\u0646 0 (100 \u0645\u0645) \u06481 (1000 \u0645\u0645) \u0644\u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n

\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u062a\u0648\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0647\u062c\u064a\u0646 \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 TCRM \u0632\u0645\u0627\u0645 \u0627\u0644\u0623\u0645\u0648\u0631. \u0641\u0647\u0648 \u064a\u0645\u0632\u062c \u0628\u064a\u0646\u00a0\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/strong>\u2014\u0637\u0631\u064a\u0642\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 500 \u0634\u062c\u0631\u0629 \u0642\u0631\u0627\u0631 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u2014\u0645\u0639 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n

\"\u0643\u064a\u0641<\/p>\n

\u064a\u064f\u0639\u062f \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0647\u0648\u00a0\u0622\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0631\u0624\u0648\u0633<\/strong>, \u0648\u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u0647\u064a \u062a\u062f\u0631\u0643 \u0623\u0646 \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0627\u0644\u063a\u0632\u064a\u0631\u0629 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u0631\u062a\u0628\u0637 \u0628\u0627\u0645\u062a\u0635\u0627\u0635 \u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u064a\u062a\u0631\u0648\u062c\u064a\u0646 \u0641\u064a \u0645\u062d\u0627\u0635\u064a\u0644 \u0645\u062b\u0644 \u0627\u0644\u0623\u0631\u0632.<\/p>\n

\u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 200 \u062f\u0648\u0631\u0629 (\u062d\u0642\u0628\u0629) \u0628\u0645\u0639\u062f\u0644 \u062a\u0639\u0644\u0645 \u0642\u062f\u0631\u0647 0.001\u060c \u0645\u0639 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u062a\u0646\u0628\u0624\u0627\u062a\u0647 \u062d\u062a\u0649 \u064a\u0635\u0644 \u0625\u0644\u0649 \u062f\u0642\u0629 94%. \u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u064f\u0631\u0633\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0639\u0628\u0631 \u062a\u0637\u0628\u064a\u0642 \u0633\u062d\u0627\u0628\u064a \u0623\u0648 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062d\u0635\u0648\u0644 \u062d\u062a\u0649 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0646\u0627\u0626\u064a\u0629 \u0639\u0644\u0649 \u0646\u0635\u0627\u0626\u062d \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/p>\n

\u0644\u0645\u0627\u0630\u0627 \u064a\u062a\u0641\u0648\u0642 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f<\/strong><\/h2>\n

\u062a\u0641\u062a\u0642\u0631 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0623\u0648 \u0623\u0642\u0631\u0628 \u0627\u0644\u062c\u064a\u0631\u0627\u0646 (KNN)\u060c \u0625\u0644\u0649 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0632\u0631\u0627\u0639\u0629.<\/p>\n

\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 KNN \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629\u061b \u0641\u0625\u0630\u0627 \u0627\u062d\u062a\u0648\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0639\u062f\u062f \u0623\u0643\u0628\u0631 \u0645\u0646 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0642\u0645\u062d \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0639\u062f\u0633\u060c \u0641\u0625\u0646 \u062a\u0646\u0628\u0624\u0627\u062a\u0647\u0627 \u062a\u0645\u064a\u0644 \u0646\u062d\u0648 \u0627\u0644\u0642\u0645\u062d. \u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u062d\u0642\u0642\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 AdaBoost \u062f\u0642\u0629 11.5% \u0641\u0642\u0637 \u0641\u064a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0628\u0633\u0628\u0628 \u0641\u0631\u0637 \u0627\u0644\u062a\u062e\u0635\u064a\u0635. \u062a\u062a\u063a\u0644\u0628 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 TCRM \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0648\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u0627\u0644\u0647\u062c\u064a\u0646.<\/p>\n

\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 (\u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629) \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (\u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629)\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631.<\/p>\n

\u0641\u064a \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u062d\u0642\u0642 TCRM\u00a097.67% \u062f\u0631\u062c\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644<\/strong>, \u0645\u0645\u0627 \u064a\u062b\u0628\u062a \u0645\u0648\u062b\u0648\u0642\u064a\u062a\u0647 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0638\u0631\u0648\u0641. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0639\u0646\u062f \u0627\u062e\u062a\u0628\u0627\u0631\u0647 \u0641\u064a \u0627\u0644\u0628\u0646\u062c\u0627\u0628\u060c \u0623\u0648\u0635\u0649 \u0628\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0631\u0645\u0627\u0646 \u0641\u064a \u0627\u0644\u0645\u0632\u0627\u0631\u0639 \u0630\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0639\u0627\u0644\u064a \u0645\u0646 \u0627\u0644\u0628\u0648\u062a\u0627\u0633\u064a\u0648\u0645 (120 \u0643\u062c\u0645\/\u0647\u0643\u062a\u0627\u0631) \u0648\u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0645\u0648\u0636\u0629 \u0627\u0644\u0645\u0639\u062a\u062f\u0644\u0629 (6.3)\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062d\u0635\u0648\u0644 \u0628\u0645\u0642\u062f\u0627\u0631 301 \u0637\u0646 \u0645\u062a\u0631\u064a.<\/p>\n

\u0643\u0645\u0627 \u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u0648\u0646 \u0645\u0646 \u062e\u0641\u0636 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0633\u0645\u062f\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 151 \u0637\u0646 \u0645\u062a\u0631\u064a\u060c \u0648\u0647\u062f\u0631 \u0627\u0644\u0645\u064a\u0627\u0647 \u0628\u0645\u0642\u062f\u0627\u0631 251 \u0637\u0646 \u0645\u062a\u0631\u064a\u060c \u0628\u0641\u0636\u0644 \u0645\u0627 \u0648\u0641\u0631\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0646 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0628\u0634\u0623\u0646 \u0627\u0644\u0645\u063a\u0630\u064a\u0627\u062a \u0648\u0627\u0644\u0631\u064a. \u0648\u062a\u064f\u0628\u0631\u0632 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 (TCRM) \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0645\u0646 \u0642\u0637\u0627\u0639 \u0643\u062b\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0625\u0644\u0649 \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0645\u0633\u062a\u062f\u0627\u0645 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n

\"\u064a\u062a\u0641\u0648\u0642<\/p>\n

\u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0648\u0627\u0642\u0639\u064a: \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u0646\u062c\u0627\u0628<\/strong><\/h2>\n

\u064a\u0648\u0627\u062c\u0647 \u0645\u0632\u0627\u0631\u0639\u0648 \u0627\u0644\u0628\u0646\u062c\u0627\u0628 \u062a\u062d\u062f\u064a\u0627\u062a \u062c\u0633\u064a\u0645\u0629\u060c \u0645\u0646 \u0628\u064a\u0646\u0647\u0627 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0627\u0644\u0645\u064a\u0627\u0647 \u0627\u0644\u062c\u0648\u0641\u064a\u0629 \u0648\u0627\u062e\u062a\u0644\u0627\u0644 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u063a\u0630\u0627\u0626\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0631\u0628\u0629. \u0648\u0642\u062f \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0631\u0628\u0629 \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644 (TCRM) \u0647\u0646\u0627 \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u062f\u0648\u0627\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n

\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0623\u062f\u062e\u0644 \u0623\u062d\u062f \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u064f\u0638\u0647\u0631 \u0623\u0646 \u0646\u0633\u0628\u0629 \u0627\u0644\u0646\u064a\u062a\u0631\u0648\u062c\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0631\u0628\u0629 \u062a\u0628\u0644\u063a 80 \u0643\u062c\u0645\/\u0647\u0643\u062a\u0627\u0631\u060c \u0648\u0627\u0644\u0641\u0648\u0633\u0641\u0648\u0631 45 \u0643\u062c\u0645\/\u0647\u0643\u062a\u0627\u0631\u060c \u0648\u0627\u0644\u0628\u0648\u062a\u0627\u0633\u064a\u0648\u0645 120 \u0643\u062c\u0645\/\u0647\u0643\u062a\u0627\u0631\u060c \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u062f\u0631\u062c\u0629 \u062d\u0645\u0648\u0636\u0629 \u062a\u0628\u0644\u063a 6.3 \u0648 600 \u0645\u0644\u0645 \u0645\u0646 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0627\u0644\u0633\u0646\u0648\u064a\u0629.<\/p>\n

\u0642\u0627\u0645 \u0645\u0631\u0643\u0632 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0627\u062d\u0638 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0628\u0648\u062a\u0627\u0633\u064a\u0648\u0645 \u0648\u0646\u0637\u0627\u0642 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0647\u064a\u062f\u0631\u0648\u062c\u064a\u0646\u064a \u0627\u0644\u0623\u0645\u062b\u0644\u060c \u0648\u0623\u0648\u0635\u0649 \u0628\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0631\u0645\u0627\u0646 - \u0648\u0647\u0648 \u0645\u062d\u0635\u0648\u0644 \u0645\u0639\u0631\u0648\u0641 \u0628\u0646\u0645\u0648\u0647 \u0627\u0644\u062c\u064a\u062f \u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0638\u0631\u0648\u0641. \u0648\u062a\u0644\u0642\u0649 \u0627\u0644\u0645\u0632\u0627\u0631\u0639 \u0631\u0633\u0627\u0644\u0629 \u0646\u0635\u064a\u0629 \u0642\u0635\u064a\u0631\u0629 \u062a\u062a\u0636\u0645\u0646 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062d\u0635\u0648\u0644 \u0648\u0627\u0644\u0623\u0633\u0645\u062f\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 (\u0627\u0644\u064a\u0648\u0631\u064a\u0627 \u0644\u0644\u0646\u064a\u062a\u0631\u0648\u062c\u064a\u0646\u060c \u0648\u0627\u0644\u0633\u0648\u0628\u0631 \u0641\u0648\u0633\u0641\u0627\u062a \u0644\u0644\u0641\u0648\u0633\u0641\u0648\u0631).<\/p>\n

\u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0633\u062a\u0629 \u0623\u0634\u0647\u0631\u060c \u0623\u0641\u0627\u062f \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0639\u0644\u0627\u062c\u064a\u0629 (TCRM)\u00a020-30% \u063a\u0644\u0629 \u0623\u0639\u0644\u0649<\/strong>\u00a0\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0642\u0645\u062d \u0648\u0627\u0644\u0623\u0631\u0632. \u0643\u0645\u0627 \u062a\u062d\u0633\u0646\u062a \u0643\u0641\u0627\u0621\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f: \u0627\u0646\u062e\u0641\u0636 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0633\u0645\u062f\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 15% \u062d\u064a\u062b \u062d\u062f\u062f \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u063a\u0630\u0627\u0626\u064a\u0629 \u0628\u062f\u0642\u0629\u060c \u0648\u0627\u0646\u062e\u0641\u0636 \u0647\u062f\u0631 \u0627\u0644\u0645\u064a\u0627\u0647 \u0628\u0645\u0642\u062f\u0627\u0631 25% \u0628\u0633\u0628\u0628 \u0627\u0644\u0631\u064a \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u062a\u0648\u0642\u0639\u0627\u062a \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631.<\/p>\n

\u062a\u0648\u0636\u062d \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 TCRM \u0623\u0646 \u062a\u0639\u0632\u0632 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0639 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629.<\/p>\n

\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0631\u0627\u0621 \u0646\u062c\u0627\u062d TCRM<\/strong><\/h2>\n

\u064a\u0639\u062a\u0645\u062f \u0646\u062c\u0627\u062d TCRM \u0639\u0644\u0649 \u0625\u0646\u062c\u0627\u0632\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646. \u0623\u0648\u0644\u0627\u064b\u060c\u00a0\u0622\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0631\u0624\u0648\u0633<\/strong>\u00a0\u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a.<\/p>\n

\u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0631\u0635\u062f\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0648\u062c\u0648\u062f \u0627\u0631\u062a\u0628\u0627\u0637 \u0625\u064a\u062c\u0627\u0628\u064a \u0642\u0648\u064a (0.73) \u0628\u064a\u0646 \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0648\u0627\u0645\u062a\u0635\u0627\u0635 \u0627\u0644\u0646\u064a\u062a\u0631\u0648\u062c\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0627\u0644\u063a\u0632\u064a\u0631\u0629 \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0633\u0645\u062f\u0629 \u0627\u0644\u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0646\u064a\u062a\u0631\u0648\u062c\u064a\u0646.<\/p>\n

\u0648\u0639\u0644\u0649 \u0627\u0644\u0639\u0643\u0633 \u0645\u0646 \u0630\u0644\u0643\u060c \u0641\u0642\u062f \u0648\u062c\u062f\u062a \u0639\u0644\u0627\u0642\u0629 \u0633\u0644\u0628\u064a\u0629 \u0637\u0641\u064a\u0641\u0629 (-0.14) \u0628\u064a\u0646 \u062f\u0631\u062c\u0629 \u062d\u0645\u0648\u0636\u0629 \u0627\u0644\u062a\u0631\u0628\u0629 \u0648\u0627\u0645\u062a\u0635\u0627\u0635 \u0627\u0644\u0641\u0648\u0633\u0641\u0648\u0631\u060c \u0645\u0645\u0627 \u064a\u0641\u0633\u0631 \u0633\u0628\u0628 \u062d\u0627\u062c\u0629 \u0627\u0644\u062a\u0631\u0628\u0629 \u0627\u0644\u062d\u0645\u0636\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u0627\u0644\u062c\u064a\u0631 \u0642\u0628\u0644 \u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0641\u0648\u0633\u0641\u0648\u0631 \u0645\u062b\u0644 \u0627\u0644\u0628\u0637\u0627\u0637\u0633.<\/p>\n

\u062b\u0627\u0646\u064a\u064b\u0627\u060c \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u00a0\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629<\/strong>\u00a0\u064a\u0636\u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639. \u064a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0644\u0649 \u062e\u062f\u0645\u0627\u062a \u0623\u0645\u0627\u0632\u0648\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS)\u060c \u0648\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 10000 \u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0648\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n

\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0635\u063a\u0627\u0631 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u0627 \u064a\u0645\u0644\u0643\u0648\u0646 \u0627\u062a\u0635\u0627\u0644\u0627\u064b \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062a\u064f\u0631\u0633\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Twilio \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629 - \u0623\u0643\u062b\u0631 \u0645\u0646 3000 \u062a\u0646\u0628\u064a\u0647 \u0634\u0647\u0631\u064a\u0627\u064b \u0641\u064a \u0627\u0644\u0628\u0646\u062c\u0627\u0628 \u0648\u062d\u062f\u0647\u0627 - \u062a\u062a\u0636\u0645\u0646 \u0646\u0635\u0627\u0626\u062d \u062d\u0648\u0644 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0648\u0627\u0644\u0623\u0633\u0645\u062f\u0629. \u064a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0632\u062f\u0648\u062c \u0639\u062f\u0645 \u0625\u0647\u0645\u0627\u0644 \u0623\u064a \u0645\u0632\u0627\u0631\u0639\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u062a\u0648\u0641\u0631 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/p>\n

\"\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a<\/p>\n

\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u062a\u0628\u0646\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629<\/strong><\/h2>\n

\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0647\u0627 \u0627\u0644\u0648\u0627\u0639\u062f\u0629\u060c \u062a\u0648\u0627\u062c\u0647 \u062a\u0642\u0646\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062b\u0631\u0648\u0627\u062a \u0627\u0644\u062d\u064a\u0648\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0642\u0628\u0627\u062a. \u0641\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646\u060c \u0648\u062e\u0627\u0635\u0629 \u0643\u0628\u0627\u0631 \u0627\u0644\u0633\u0646\u060c \u0644\u0627 \u064a\u062b\u0642\u0648\u0646 \u0628\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u064a\u062d \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0641\u0636\u0644\u064a\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0648\u0641\u064a \u0627\u0644\u0628\u0646\u062c\u0627\u0628\u060c \u0644\u0645 \u064a\u062a\u0628\u0646\u064e\u0651 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0633\u0648\u0649 351% \u0645\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0628.<\/p>\n

\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u0643\u0644 \u0639\u0627\u0626\u0642\u0627\u064b \u0622\u062e\u0631: \u062a\u0643\u0644\u0641\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u00a0200<\/span>\u2013<\/span><\/span><\/span><\/span>500 \u0631\u0648\u0628\u064a\u0629 \u0644\u0644\u0641\u062f\u0627\u0646\u060c \u0648\u0647\u0648 \u0633\u0639\u0631 \u0628\u0627\u0647\u0638 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u062d\u064a\u0627\u0632\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629. \u0625\u0636\u0627\u0641\u0629\u064b \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0631\u0643\u0632\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0631\u0643\u0632 \u0625\u062f\u0627\u0631\u0629 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 (TCRM) \u0639\u0644\u0649 \u0645\u062d\u0627\u0635\u064a\u0644 \u0647\u0646\u062f\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0642\u0645\u062d \u0648\u0627\u0644\u0623\u0631\u0632\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0641\u0627\u0626\u062f\u062a\u0647\u0627 \u0644\u0645\u0632\u0627\u0631\u0639\u064a \u0627\u0644\u0643\u064a\u0646\u0648\u0627 \u0623\u0648 \u0627\u0644\u0623\u0641\u0648\u0643\u0627\u062f\u0648 \u0641\u064a \u0645\u0646\u0627\u0637\u0642 \u0623\u062e\u0631\u0649.<\/p>\n

\u062a\u064f\u0633\u0644\u0637 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0636\u0648\u0621 \u0623\u064a\u0636\u0627\u064b \u0639\u0644\u0649 \u062b\u063a\u0631\u0627\u062a \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631. \u0641\u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c TCRM \u062f\u0631\u062c\u0629 97.67% \u0641\u064a \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u0644\u0645 \u064a\u064f\u0642\u064a\u0651\u0645 \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0642\u0627\u0633\u064a\u0629 \u0643\u0627\u0644\u0641\u064a\u0636\u0627\u0646\u0627\u062a \u0623\u0648 \u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062c\u0641\u0627\u0641 \u0627\u0644\u0637\u0648\u064a\u0644\u0629. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u0627\u0644\u062b\u0642\u0629.<\/p>\n

\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629<\/strong><\/h2>\n

\u0648\u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u060c \u064a\u062e\u0637\u0637 \u0645\u0637\u0648\u0631\u0648 TCRM \u0644\u062f\u0645\u062c\u00a0\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 (XAI)<\/strong>\u00a0\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 SHAP \u0648LIME. \u0633\u062a\u0648\u0636\u062d \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a - \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0638\u0647\u0627\u0631 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0623\u0646 \u0627\u0644\u0645\u062d\u0635\u0648\u0644 \u062a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631\u0647 \u0644\u0623\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0628\u0648\u062a\u0627\u0633\u064a\u0648\u0645 \u0643\u0627\u0646\u062a \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0645\u0633\u0645\u0648\u062d \u0628\u0647 \u0628\u0645\u0642\u062f\u0627\u0631 20%.<\/p>\n

\u064a\u064f\u0639\u062f \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0623\u0648\u0644\u0648\u064a\u0629 \u0623\u062e\u0631\u0649\u061b \u0641\u0625\u0636\u0627\u0641\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0623\u0641\u0631\u064a\u0642\u064a\u0627 (\u0645\u062b\u0644 \u0627\u0644\u0630\u0631\u0629 \u0641\u064a \u0643\u064a\u0646\u064a\u0627) \u0648\u0623\u0645\u0631\u064a\u0643\u0627 \u0627\u0644\u062c\u0646\u0648\u0628\u064a\u0629 (\u0645\u062b\u0644 \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0641\u064a \u0627\u0644\u0628\u0631\u0627\u0632\u064a\u0644) \u0633\u062a\u062c\u0639\u0644 TCRM \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0639\u0627\u0644\u0645\u064a\u064b\u0627.<\/p>\n

\u0643\u0645\u0627 \u0623\u0646 \u062f\u0645\u062c \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0651\u0631\u0629 \u0628\u0627\u062a \u0648\u0634\u064a\u0643\u0627\u064b. \u0625\u0630 \u064a\u0645\u0643\u0646 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0651\u0631\u0629 \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062d\u0642\u0648\u0644 \u0643\u0644 \u0633\u0627\u0639\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0637\u0642\u0633 \u0623\u0648 \u0646\u0634\u0627\u0637 \u0627\u0644\u0622\u0641\u0627\u062a.<\/p>\n

\u0642\u062f \u062a\u064f\u0633\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062a\u0641\u0634\u064a \u0627\u0644\u062c\u0631\u0627\u062f \u0623\u0648 \u0627\u0644\u0625\u0635\u0627\u0628\u0629 \u0628\u0627\u0644\u0641\u0637\u0631\u064a\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u064f\u062a\u064a\u062d \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0633\u062a\u0628\u0627\u0642\u064a\u0629. \u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0627\u0643\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0623\u0646 \u062a\u062f\u0639\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646.<\/p>\n

\u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/strong><\/h2>\n

\u064a\u0645\u062b\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644 (TCRM) \u0642\u0641\u0632\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629. \u0641\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0641\u0625\u0646\u0647 \u064a\u0648\u0641\u0631 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646\u00a094% \u062f\u0642\u064a\u0642<\/strong>, \u0623\u062f\u0627\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n

\u0631\u063a\u0645 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0643\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0639\u0648\u0627\u0626\u0642 \u0627\u0644\u062a\u0628\u0646\u064a\u060c \u0625\u0644\u0627 \u0623\u0646 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 \u0641\u064a \u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0644\u0627 \u062c\u062f\u0627\u0644 \u0641\u064a\u0647\u0627. \u0641\u0645\u0639 \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0639\u0627\u0644\u0645 \u0644\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u062e \u0648\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u060c \u0633\u062a\u0643\u0648\u0646 \u062d\u0644\u0648\u0644 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u062d\u064a\u0648\u064a\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0633\u062a\u062f\u0627\u0645 \u0648\u0622\u0645\u0646 \u063a\u0630\u0627\u0626\u064a\u0627\u064b.<\/p>\n

\u0627\u0644\u0645\u0631\u062c\u0639<\/strong>: \u0633\u064a\u0646\u063a\u060c \u062c\u064a.\u060c \u0634\u0627\u0631\u0645\u0627\u060c \u0625\u0633. \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629. \u062a\u0642\u0627\u0631\u064a\u0631 \u0639\u0644\u0645\u064a\u0629 15\u060c 9138 (2025). https:\/\/doi.org\/10.1038\/s41598-025-93417-3<\/a><\/p>","protected":false},"excerpt":{"rendered":"

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