{"id":37035,"date":"2024-02-14T10:03:03","date_gmt":"2024-02-14T07:03:03","guid":{"rendered":"https:\/\/engineering.uodiyala.edu.iq\/?p=37035"},"modified":"2024-02-14T12:56:05","modified_gmt":"2024-02-14T09:56:05","slug":"%ef%bb%9b%ef%bb%a0%ef%af%be%ef%ba%94-%d8%a7%ef%bb%9f%d9%87%d9%86%d8%af%ef%ba%b3%ef%ba%94-%ef%ba%97%ef%bb%a7%ef%ba%8e%ef%bb%97%d8%b4-%d8%b1%ef%ba%b3%ef%ba%8e%ef%bb%9f%ef%ba%94-%ef%bb%a3%ef%ba%8e","status":"publish","type":"post","link":"https:\/\/engineering.uodiyala.edu.iq\/?p=37035","title":{"rendered":"\ufedb\ufee0\ufbfe\ufe94 \u0627\ufedf\u0647\u0646\u062f\ufeb3\ufe94 \ufe97\ufee7\ufe8e\ufed7\u0634 \u0631\ufeb3\ufe8e\ufedf\ufe94 \ufee3\ufe8e\ufe9f\ufeb3\ufe97\ufbfe\u0631 \u0628\u0639\u0646\u0648\u0627\u0646\ufe91\ufee8\ufe8e\u0621 \ufee7\ufee4\ufeee\u0630\u062c \ufedf\ufe98\ufea4\ufee0\ufbff\ufede \u0627\ufedf\ufecc\ufeee\u0627\ufee3\ufede \u0627\ufedf\ufee4\ufe86\ufe9b\ufeae\u0629 \ufecb\ufee0\ufef0 \ufe97\ufebc\ufee4\ufbff\ufee2 \ufe9f\ufeaa\u0631\u0627\u0646 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elementor-element-6d6f26e9 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"6d6f26e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-medium wp-image-37042 alignright\" src=\"https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13-300x200.jpg 300w, https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13-600x400.jpg 600w, https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13-1024x682.jpg 1024w, https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13-768x512.jpg 768w, https:\/\/engineering.uodiyala.edu.iq\/wp-content\/uploads\/2024\/02\/1-2-13.jpg 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\ufe91\ufee8\ufe8e\u0621 \ufee7\ufee4\ufeee\u0630\u062c \ufedf\ufe98\ufea4\ufee0\ufbff\ufede \u0627\ufedf\ufecc\ufeee\u0627\ufee3\ufede \u0627\ufedf\ufee4\ufe86\ufe9b\ufeae\u0629 \ufecb\ufee0\ufef0 \ufe97\ufebc\ufee4\ufbff\ufee2 \ufe9f\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufed8\ufeba \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94<\/p><p>\u0646\u0627\u0642\u0634\u062a \u0631\ufeb3\ufe8e\ufedf\ufe94 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0628\u062c\u0627\u0645\u0639\u0629 \u062f\u064a\u0627\u0644\u0649<\/p><p>\ufe91\ufee8\ufe8e\u0621 \ufee7\ufee4\ufeee\u0630\u062c \ufedf\ufe98\ufea4\ufee0\ufbff\ufede \u0627\ufedf\ufecc\ufeee\u0627\ufee3\ufede \u0627\ufedf\ufee4\ufe86\ufe9b\ufeae\u0629 \ufecb\ufee0\ufef0 \ufe97\ufebc\ufee4\ufbff\ufee2 \ufe9f\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufed8\ufeba \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94<br \/>\u0644\u0644\u0637\u0627\u0644\u0628 \ufe91\ufeaa\ufbfe\ufeca \ufea3\ufeb4\ufbff\ufee6 \ufeb3\ufee0\ufbff\ufee4\ufe8e\u0646 \u0648\u0627\ufedf\ufe97\ufef2 \u0623\ufe9f\u0631\ufbfe\u062a \ufbfe\u0648\u0645 \u0627\ufedf\ufe9b\ufefc\ufe9b\ufe8e\u0621 \u0627\ufedf\ufee3\u0648\u0627\ufed3\ufed6 2024\/02\/13 \u0627\ufedf\ufeb3\ufe8e\ufecb\ufe94 \u0627\ufedf\ufe97\ufe8e\ufeb3\ufecc\ufe94 \ufebb\ufe91\ufe8e\ufea3\ufe8e\u064b \ufecb\ufee0\ufef0 \ufed7\ufe8e\ufecb\ufe94 \ufecb\ufee3\ufe8e\u062f\u0629 \ufedb\ufee0\ufbfe\ufe94 \u0627\ufedf\ufbad\ufee7\u062f\ufeb3\ufe94 \u2014 \ufe9f\ufe8e\ufee3\ufecc\ufe94 \u062f\ufbfe\ufe8e\ufedf\ufef0<\/p><p>\u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0624\u0644\u0641\u0629 \u0645\u0646: <br \/>\u0623.\u062f \u0637\u0647 \ufee3\ufea3\ufee3\u062f \ufea3\ufeb3\u0646 \ufe97\ufedb\ufee7\u0648\ufedf\u0648\ufe9f\ufbfe\ufe8e \u0648\ufecb\ufee0\u0648\u0645 \ufea3\ufe8e\ufeb3\ufe91\ufe8e\u062a \ufe9f\ufe8e\ufee3\ufecc\ufe94 \u062f\ufbfe\ufe8e\ufedf\ufef0 \/\ufedb\ufee0\ufbfe\ufe94 \ufecb\ufee0\u0648\u0645\/ \u0631\u0626\u064a\u0633\u0627<br \/>\u0623.\u062f \u06be\ufbfe\ufe9b\u0645 \ufecb\ufee0\ufef2 \ufe91\ufe8e\u062f\u064a\/ \u06be\ufee7\u062f\ufeb3\ufe94 \u0627\ufee7\ufeb7\ufe8e\u0621\u0627\u062a\/ \ufe9f\ufe8e\ufee3\ufecc\ufe94 \u0627\ufedf\ufed8\ufe8e\u062f\ufeb3\ufbfe\ufe94 \/\ufedb\ufee0\ufbfe\ufe94 \u0627\ufedf\ufbad\ufee7\u062f\ufeb3\ufe94\/ \u0639\u0636\u0648\u0627\u064b<br \/>\u0623.\u0645.\u062f \ufee3\ufea3\ufee3\u062f \ufeb7\ufbad\ufe8e\u0628 \ufee3\ufea3\ufee3\u0648\u062f \/\u0647\u0646\u062f\u0633\u0629 \u0627\u0646\u0634\u0627\u0621\u0627\u062a \ufe9f\ufe8e\ufee3\ufecc\ufe94 \u062f\ufbfe\ufe8e\ufedf\ufef0 \/\ufedb\ufee0\ufbfe\ufe94 \u0627\ufedf\ufbad\ufee7\u062f\ufeb3\ufe94\/ \ufecb\ufebf\u0640\u0648\u0627&#8221;<br \/>\u0623.\u062f \ufecb\ufe8e\ufee3\u0631 \ufee3\ufea3\ufee3\u062f \u0627\ufe91\u0631\u0627\u06be\ufbfe\u0645\/ \u06be\ufee7\u062f\ufeb3\ufe94 \u0627\ufee7\ufeb7\ufe8e\u0621\u0627\u062a\/ \u062c\u0627\u0645\u0639\u0629 \u062f\u064a\u0627\u0644\u0649 \/\u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \/ \u0645\u0634\u0631\u0641\u0627&#8221;<\/p><p>\u0647\u062f\u0641\u062a \u0627\ufedf\ufeaa\u0631\u0627\ufeb3\ufe94 \u0627\u0644\u0649 \u0627\ufeb3\ufe98\ufea8\ufeaa\u0627\u0645 \ufe97\ufed8\ufee8\ufbff\ufe94 \ufee3\ufee8\ufbad\ufe9e \ufe97\ufecc\ufee0\u0651\ufee2 \u0627\ufef5\u0644\u0629 \ufedf\ufee0\ufe98\ufee8\ufe92\ufe86 \ufe91\ufed8\ufeee\u0629 \u0627\ufedf\ufed8\ufeba \ufedf\ufee0\ufea0\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufea8\ufeae\ufeb3\ufe8e\ufee7\ufbff\ufe94 \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94 \u0627\ufedf\ufed8\ufebc\ufbff\ufeae\u0629 \ufee7\ufec8\ufeae\u0627 \ufedf\ufee0\ufee4\ufeb8\ufe8e\ufedb\ufede \u0627\ufedf\ufee4\ufecc\ufe8e\u062f\ufefb\u062a \u0627\ufedf\ufe98\ufea0\ufeae\ufbfe\ufe92\ufbff\ufe94 \u0627\ufedf\ufee4\ufeb4\ufe98\ufea8\ufeaa\ufee3\ufe94 \ufed3\ufef2 \ufed7\ufeee\u0627\ufee7\ufbff\ufee6 \u0627\ufedf\ufe98\ufebc\ufee4\ufbff\ufee2 \u0627\ufedf\ufea4\ufe8e\ufedf\ufbff\ufe94 \u0648\u0627\ufedf\ufeaa\u0631\u0627\ufeb3\ufe8e\u062a \u0627\ufedf\ufee4\ufee8\ufeb8\ufeee\u0631\u0629 \ufedf\ufeaa\ufbfe\ufbad\ufe8e \ufe97\ufe92\ufe8e\ufbfe\ufee8\u064b\ufe8e \ufedb\ufe92\ufbff\ufeae\u0627 \ufecb\ufee8\ufeaa \ufea3\ufeb4\ufe8e\u0628 \ufed7\ufeee\u0629 \u0627\ufedf\ufed8\ufeba \ufedf\ufee0\ufea0\ufeaa\u0631\u0627\u0646 \u0648\ufe97\ufedc\ufeee\u0646 \ufee3\ufedc\ufee0\ufed4\ufe94 \u0648\ufe97\ufeb4\ufe98\ufed0\ufeae\u0642 \u0648\ufed7\ufe98\u064b\ufe8e \u0637\ufeee\ufbfe\ufefc\u064b \u0648\ufe97\ufed8\ufbff\ufeaa \u0627\ufedf\ufecc\ufee4\ufede .<br \/>\u0648\u062a\u0636\u0645\u0646\u062a \ufe97\ufec4\ufeee\ufbfe\ufeae \ufee7\ufee4\ufe8e\u0630\u062c \ufe97\ufee8\ufe92\ufe86\ufbfe\ufe94 \ufe91\ufe8e\ufeb3\ufe98\ufea8\ufeaa\u0627\u0645 \ufee3\ufea8\ufe98\ufee0\ufed2<br \/>\ufea7\ufeee\u0627\u0631\u0632\ufee3\ufbff\ufe8e\u062a \ufe97\ufecc\ufee0\u0651\ufee2 \u0627\ufef5\ufedf\ufe94 \u0648\u0627\ufedf\ufe98\ufef2 \ufe97\ufec0\ufee4\ufee8\ufe96 ANN \u0648 LR \u0648 XGBoost \u0648 Keras \u0648 RF\u060c \u0648\u0630\ufedf\ufeda \ufe91\ufe8e\ufeb3\ufe98\ufea8\ufeaa\u0627\u0645 \ufed7\ufe8e\ufecb\ufeaa\u0629 \ufe91\ufbff\ufe8e\ufee7\ufe8e\u062a \ufe97\ufea4\ufe98\ufeee\u064a \ufecb\ufee0\ufef0 \ufe91\ufbff\ufe8e\ufee7\ufe8e\u062a \ufe97\ufea0\ufeae\ufbfe\ufe92\ufbff\ufe94 \ufedf\u0640 1424 \ufecb\ufbff\ufee8\ufe94 \ufee3\ufee6 \ufe9f\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufea8\ufeae\ufeb3\ufe8e\ufee7\ufbff\ufe94 \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94 \ufe97\ufee2 \ufe9f\ufee4\ufecc\ufbad\ufe8e \ufee3\ufee6 \u062f\u0631\u0627\ufeb3\ufe8e\u062a \ufe97\ufea0\ufeae\ufbfe\ufe92\ufbff\ufe94 \ufeb3\ufe8e\ufe91\ufed8\ufe94. <br \/>\u0648 \u0627\ufeb3\ufe98\ufea8\ufeaa\u0627\u0645 25 \ufee3\ufe98\ufed0\ufbff\ufeae\u0627 \ufedb\ufee4\ufeaa\ufea7\ufefc\u062a \ufea7\ufefc\u0644 \ufecb\ufee4\ufee0\ufbff\ufe94 \u0627\ufedf\ufee8\ufee4\ufeac\ufe9f\ufe94\u060c \ufed3\ufef2 \ufea3\ufbff\ufee6 \u0627\ufeb3\ufe98\ufea8\ufeaa\u0645 \ufee3\ufe98\ufed0\ufbff\ufeae \u0648\u0627\ufea3\ufeaa \ufedb\ufee4\ufea8\ufeae\u062c\u060c \ufe97\ufee2 \u0627\ufeb3\ufe98\ufea8\ufeaa\u0627\u0645 80\u066a \u0648 20\u066a \ufee3\ufee6 \u0627\ufedf\ufe92\ufbff\ufe8e\ufee7\ufe8e\u062a \ufedf\ufee0\ufe98\ufeaa\u0631\ufbfe\ufe90\u060c \u0648\u0627\ufefb\ufea7\ufe98\ufe92\ufe8e\u0631\u060c \ufecb\ufee0\ufef0 \u0627\ufedf\ufe98\ufeee\u0627\ufedf\ufef2. \ufedf\ufe98\ufed8\ufbff\ufbff\ufee2 \u0623\u062f\u0627\u0621 \u0627\ufedf\ufee8\ufee4\ufe8e\u0630\u062c \u0648\ufee3\ufeaa\u0649 \u062f\ufed7\ufe98\ufbad\ufe8e \u0627\ufeb3\ufe98\ufea8\ufeaa\ufee3\ufe96 \ufeb3\ufe96 \ufee3\ufed8\ufe8e\ufbfe\ufbff\ufeb2 \u0625\ufea3\ufebc\ufe8e\ufe8b\ufbff\ufe94 \u0648\u06be\ufef2 (RMSE) \u060c(MAE) \u060c(R2) <br \/>(OBJ) \u0648 \u060c(MAPE)\u060c<br \/>\u0627\u0638\ufbad\ufeae\u062a \u0627\ufedf\ufee8\ufe98\ufe8e\ufe8b\ufe9e \u0623\u0646 \ufee7\ufee4\ufeee\u0630\u062cXGBoost \ufe97\ufee8\ufe92\ufe84 \ufe91\ufed8\ufeee\u0629 \u0627\ufedf\ufed8\ufeba \ufedf\ufea0\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufed8\ufebc\ufbff\ufeae\u0629 \ufe91\ufeb8\ufedc\ufede \u0623\ufedb\ufe9c\ufeae \u062f\ufed7\ufe94 \ufee3\ufee6 \ufee7\ufee4\ufe8e\u0630\u062c ML \u0627\ufef7\ufea7\ufeae\u0649 \u0641\u0642\u062f \u0648\ufebb\ufee0\ufe96 \u062f\ufed7\ufe98\ufbad\ufe8e \u0625\ufedf\ufef0 0.992\u060c \ufe91\ufee4\ufecc\ufeaa\u0644 \ufea7\ufec4\ufe84 %6\u060c \u0648\ufea3\ufebc\ufee0\ufe96 \ufee7\ufe98\ufe8e\ufe8b\ufe9e \u0627\ufedf\ufe98\ufee8\ufe92\ufe86 \ufedf\ufee0\ufecc\ufeaa\ufbfe\ufeaa \ufee3\ufee6 \ufee7\ufee4\ufe8e\u0630\u062c \u0627\ufedf\ufe98\ufecc\ufee0\ufee2 \u0627\ufef5\ufedf\ufef2\u060c \ufe91\ufee4\ufe8e \ufed3\ufef2 \u0630\ufedf\ufeda ANN \u0648LR \u0648Keras \u0648RF\u060c \ufecb\ufee0\ufef0 \u062f\ufed7\ufe94 0.891 \u06480.83 \u06480.91 \u06480.934 \ufecb\ufee0\ufef0 \u0627\ufedf\ufe98\ufeee\u0627\ufedf\ufef2 \ufe91\ufee4\ufecc\ufeaa\ufefb\u062a \ufea7\ufec4\ufe84 \ufed7\ufeaa\u0631\u06be\ufe8e %26\u060c %45\u060c %38\u060c \u0648%24 \ufecb\ufee0\ufef0<br \/>\u0627\ufedf\ufe98\ufeee\u0627\ufedf\ufef2\u060c \ufecb\ufefc\u0648\u0629 \ufecb\ufee0\ufef0 \u0630\ufedf\ufeda\u060c \ufe97\ufee2 \u0625\ufe9f\ufeae\u0627\u0621 \ufe97\ufea4\ufee0\ufbff\ufede \ufedf\ufee0\ufea4\ufeb4\ufe8e\ufeb3\ufbff\ufe94 \ufecb\ufee0\ufef0 \u0627\ufedf\ufee4\ufe98\ufed0\ufbff\ufeae\u0627\u062a \u0627\ufedf\ufee4\ufeaa\ufea7\ufee0\ufe94 \ufedf\ufee0\ufe98\ufea4\ufed8\ufed6 \ufe91\ufeb8\ufedc\ufede \ufeb7\ufe8e\ufee3\ufede \ufee3\ufee6 \ufe97\ufe84\ufe9b\ufbff\ufeae \u06be\ufeac\u0647 \u0627\ufedf\ufee4\ufe98\ufed0\ufbff\ufeae\u0627\u062a \ufecb\ufee0\ufef0<br \/>\ufee3\ufed8\ufe8e\u0648\ufee3\ufe94 \u0627\ufedf\ufed8\ufeba \u0627\ufedf\ufee4\ufe98\ufeee\ufed7\ufecc\ufe94 \ufedf\ufee0\ufea0\ufeaa\u0631\u0627\u0646.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div 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class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\ufe91\ufee8\ufe8e\u0621 \ufee7\ufee4\ufeee\u0630\u062c \ufedf\ufe98\ufea4\ufee0\ufbff\ufede \u0627\ufedf\ufecc\ufeee\u0627\ufee3\ufede \u0627\ufedf\ufee4\ufe86\ufe9b\ufeae\u0629 \ufecb\ufee0\ufef0 \ufe97\ufebc\ufee4\ufbff\ufee2 \ufe9f\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufed8\ufeba \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94 \u0646\u0627\u0642\u0634\u062a \u0631\ufeb3\ufe8e\ufedf\ufe94 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0628\u062c\u0627\u0645\u0639\u0629 \u062f\u064a\u0627\u0644\u0649 \ufe91\ufee8\ufe8e\u0621 \ufee7\ufee4\ufeee\u0630\u062c \ufedf\ufe98\ufea4\ufee0\ufbff\ufede \u0627\ufedf\ufecc\ufeee\u0627\ufee3\ufede \u0627\ufedf\ufee4\ufe86\ufe9b\ufeae\u0629 \ufecb\ufee0\ufef0 \ufe97\ufebc\ufee4\ufbff\ufee2 \ufe9f\ufeaa\u0631\u0627\u0646 \u0627\ufedf\ufed8\ufeba \u0627\ufedf\ufee4\ufeb4\ufee0\ufea4\ufe94\u0644\u0644\u0637\u0627\u0644\u0628 \ufe91\ufeaa\ufbfe\ufeca \ufea3\ufeb4\ufbff\ufee6 \ufeb3\ufee0\ufbff\ufee4\ufe8e\u0646 \u0648\u0627\ufedf\ufe97\ufef2 \u0623\ufe9f\u0631\ufbfe\u062a \ufbfe\u0648\u0645 \u0627\ufedf\ufe9b\ufefc\ufe9b\ufe8e\u0621 \u0627\ufedf\ufee3\u0648\u0627\ufed3\ufed6 2024\/02\/13 \u0627\ufedf\ufeb3\ufe8e\ufecb\ufe94 \u0627\ufedf\ufe97\ufe8e\ufeb3\ufecc\ufe94 \ufebb\ufe91\ufe8e\ufea3\ufe8e\u064b &hellip; 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