{"id":37471,"date":"2023-05-18T16:27:43","date_gmt":"2023-05-18T13:27:43","guid":{"rendered":"https:\/\/uomosul.edu.iq\/engineering\/?p=37471"},"modified":"2023-05-18T16:29:05","modified_gmt":"2023-05-18T13:29:05","slug":"%d8%b1%d8%b3%d8%a7%d9%84%d8%a9-%d9%85%d8%a7%d8%ac%d8%b3%d8%aa%d9%8a%d8%b1-%d9%81%d9%8a-%d9%82%d8%b3%d9%85-%d9%87%d9%86%d8%af%d8%b3%d8%a9-%d8%a7%d9%84%d8%b3%d8%af%d9%88%d8%af-%d9%88%d8%a7%d9%84-17","status":"publish","type":"post","link":"https:\/\/uomosul.edu.iq\/engineering\/%d8%b1%d8%b3%d8%a7%d9%84%d8%a9-%d9%85%d8%a7%d8%ac%d8%b3%d8%aa%d9%8a%d8%b1-%d9%81%d9%8a-%d9%82%d8%b3%d9%85-%d9%87%d9%86%d8%af%d8%b3%d8%a9-%d8%a7%d9%84%d8%b3%d8%af%d9%88%d8%af-%d9%88%d8%a7%d9%84-17\/","title":{"rendered":"\u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0633\u062f\u0648\u062f \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u0627\u0626\u064a\u0629 \u0639\u0646 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\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644 \u0628\u062a\u062e\u0635\u0635 \u0647\u064a\u062f\u0631\u0648\u0644\u0648\u062c\u064a\u060c \u0628\u0639\u0646\u0648\u0627\u0646 &#8220;\u0625\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0648\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0648\u064a\u062c\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062c\u0631\u064a\u0627\u0646: \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 (\u062d\u0648\u0636 \u0646\u0647\u0631 \u0627\u0644\u0632\u0627\u0628)&#8221;\u060c \u0641\u064a \u0642\u0627\u0639\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0627\u062a \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 18\/5\/2023.<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u0647\u062f\u0641\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u062a \u0628\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0631\u064a\u0627\u0645 \u064a\u0648\u0646\u0633 \u0623\u062d\u0645\u062f \u062d\u0633\u0646\u060c \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0627\u0631\u0628\u0639\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0635\u0631\u064a\u0641 \u0627\u0644\u064a\u0648\u0645\u064a \u0644\u0646\u0647\u0631 \u0627\u0644\u0632\u0627\u0628 \u0627\u0644\u0643\u0628\u064a\u0631\u060c \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0648\u0644 \u0647\u0648 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0644\u0644\u062e\u0637\u0625 (Feed Forward Back Propagation (FFBP\u060c \u0648\u0627\u0644\u062b\u0627\u0646\u064a \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a (\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0628\u0631\u064a\u0633\u064a\u0628\u062a\u0631\u0648\u0646) (Multilayer Perceptron) (MLP)\u060c \u062d\u064a\u062b \u062a\u0645 \u0628\u0646\u0627\u0621 \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0637\u0631\u064a\u0642\u062a\u064a\u0646\u060c \u0627\u0644\u0623\u0648\u0644\u0649 \u0647\u064a \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u062a\u0645\u062b\u0644\u0629 \u0628\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0645\u0627\u0645\u064a\u0629 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0648\u0630\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0644\u0644\u062e\u0637\u0623 (((Feed Forward Back Propagation Neural Network) (ANN1- FFBP \u0648\u0628\u0647\u064a\u0643\u0644\u064a\u0629 (3-1-1)\u060c \u0648\u0627\u0644\u062b\u0627\u0646\u064a \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a (\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0628\u0631\u064a\u0633\u0628\u062a\u0631\u0648\u0646) (Multi- Layer Perceptron Neural Network) (ANN2- MLP) \u0630\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (3-14-7-1)\u060c \u0623\u0645\u0627 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u0643\u0627\u0646\u062a \u0628\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u0646\u0648\u0639\u064a\u0647\u0627 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0633\u0627\u0628\u0642\u0627 \u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0631\u064a\u062c\u064a \u0627\u0644\u0645\u062a\u0642\u0637\u0639 (Discrete Wavelets Transformation) (DWT)\u060c \u0627\u0644\u063a\u0631\u0636 \u0627\u0644\u0623\u0633\u0627\u0633 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0625\u0644\u0649 \u0633\u0644\u0627\u0633\u0644 \u0641\u0631\u0639\u064a\u0629 \u0645\u062a\u0645\u062b\u0644\u0629 \u0628\u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a\u0629 ((Approximation &amp; Details Coefficients)\u060c \u062d\u064a\u062b \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062f\u0627\u0644\u0629 \u0627\u0644\u0645\u0631\u064a\u062c\u0627\u062a (Daubechies) \u0628\u0631\u062a\u0628\u0629 (db5) \u0648\u0639\u0644\u0649 \u062e\u0645\u0633\u0629 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0648\u0645\u0646 \u062b\u0645 \u0646\u0645\u0630\u062c\u0629 \u062a\u0644\u0643 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (FFBP) \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062f\u0645\u062c ((WANN1- FFBP \u0648\u0628\u0647\u064a\u0643\u0644\u064a\u0629 (10-1-1)\u060c \u0643\u0630\u0644\u0643 \u0627\u0644\u062d\u0627\u0644 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c \u0628\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0631\u064a\u062c\u064a \u0627\u0644\u0645\u062a\u0642\u0637\u0639 (WANN2- MLP) \u0648\u0628\u0647\u064a\u0643\u0644\u064a\u0629 (10-6-3-1)\u060c \u0648\u0642\u062f \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0644\u062a\u0635\u0627\u0631\u064a\u0641 \u0646\u0647\u0631 \u0627\u0644\u0632\u0627\u0628 \u0627\u0644\u0643\u0628\u064a\u0631 \u0644\u0644\u0641\u062a\u0631\u0629 \u0645\u0646 2012-2021 \u0648\u0627\u0644\u0645\u0633\u062c\u0644\u0629 \u0645\u0646 \u0645\u062d\u0637\u0629 \u0623\u0633\u0643\u064a \u0643\u0644\u0643 \u0636\u0645\u0646 \u0645\u062d\u0627\u0641\u0638\u0629 \u0623\u0631\u0628\u064a\u0644 \u0634\u0645\u0627\u0644 \u0627\u0644\u0639\u0631\u0627\u0642.<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u0646\u0627\u0642\u0634\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0623\u0647\u0645\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0648\u064a\u062c\u064a \u0627\u0644\u0645\u062a\u0642\u0637\u0639 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u060c \u0643\u0645\u0627 \u0646\u0627\u0642\u0634\u062a \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u062a\u0635\u0627\u0631\u064a\u0641 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0639\u0644\u0649 \u0643\u0641\u0627\u0621\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0646\u0645\u0627\u0637 \u062f\u062e\u0644 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u062d\u064a\u062b \u062a\u0628\u064a\u0646 \u0623\u0646 \u0623\u0641\u0636\u0644 \u0645\u0639\u0627\u0645\u0644 \u062a\u0623\u062e\u064a\u0631\u0627 \u0632\u0645\u0646\u064a\u0627 \u0643\u0627\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062b\u0644\u0627\u062b\u0629 \u0623\u064a\u0627\u0645 \u0633\u0627\u0628\u0642\u0629 \u0648\u0642\u062f \u0623\u0639\u0637\u0649 \u0623\u0639\u0644\u0649 \u0642\u064a\u0645\u0629 \u0644\u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0648\u0623\u0642\u0644 \u0642\u064a\u0645\u0629 \u0644\u062c\u0630\u0631 \u0645\u0639\u062f\u0644 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062a\u0623\u062e\u064a\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0627 \u0633\u0628\u0642\u060c \u0642\u062f\u0645\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0639\u0638\u0645\u0649 \u0648\u0627\u0644\u0635\u063a\u0631\u0649 \u0644\u0644\u062a\u0635\u0627\u0631\u064a\u0641.<\/div>\n<div dir=\"auto\">\u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u062f R 2 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0641\u0648\u0642 (WANN2- MLP) \u0630\u0648 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (10-6-3-1) \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0628\u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0642\u062f\u0631\u0647 0.97 \u0648\u0628\u0623\u0642\u0644 \u0642\u064a\u0645\u0629 \u0644\u062c\u0630\u0631 \u0645\u0639\u062f\u0644 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623 \u0642\u062f\u0631\u0647 12.21 \u06453\/ \u062b\u0627. \u0648\u062a\u0634\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0642\u0635\u0648\u0649 \u0647\u064a \u0623\u0643\u062b\u0631 \u062a\u0637\u0627\u0628\u0642\u0627 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0648\u0628\u062e\u0637\u0623 \u0646\u0633\u0628\u064a \u0643\u0644\u064a \u0642\u062f\u0631\u0647 7 % \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c WANN2- MLP \u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a\u0645\u0627 \u0646\u062c\u062f \u0623\u0646 \u0627\u0644\u062a\u0637\u0627\u0628\u0642 \u0623\u0636\u0639\u0641 \u0646\u0633\u0628\u064a\u0627 \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062f\u0646\u064a\u0627 \u0644\u0644\u062a\u0635\u0627\u0631\u064a\u0641 \u0648\u0628\u062e\u0637\u0625 \u0646\u0633\u0628\u064a \u0643\u0644\u064a \u0642\u062f\u0631\u064713 % \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c .<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u062a\u0631\u0623\u0633 \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u062a\u064a\u0645\u0648\u0631 \u0639\u0628\u062f\u0627\u0644\u0645\u062c\u064a\u062f \u0627\u0648\u062c\u064a\/ (\u062c\u0627\u0645\u0639\u0629 \u0643\u0631\u0643\u0648\u0643\/ \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629)\u060c \u0648\u0639\u0636\u0648\u064a\u0629 \u0643\u0644\u0627 \u0645\u0646 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0645\u0631 \u0645\u0642\u062f\u0627\u062f \u0639\u0628\u062f\u0627\u0644\u063a\u0646\u064a\u060c \u0648\u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u064a\u0648\u0633\u0641 \u0647\u0627\u0634\u0645 \u0639\u0628\u062f\u0627\u0644\u0644\u0647 \u0648\u0628\u0625\u0634\u0631\u0627\u0641 \u0648\u0639\u0636\u0648\u064a\u0629 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0628\u062f\u0627\u0644\u0648\u0647\u0627\u0628 \u0645\u062d\u0645\u062f \u064a\u0648\u0646\u0633.<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u0648\u0628\u0639\u062f\u0647\u0627 \u062a\u0645\u062a \u0642\u0631\u0627\u0621\u0629 \u0642\u0631\u0627\u0631 \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0648\u062a\u0636\u0645\u0646 \u0642\u0628\u0648\u0644 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0645\u0639 \u0645\u0646\u062d \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u062f\u0631\u062c\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631. \u0645\u0628\u0627\u0631\u0643 \u0644\u0644\u0637\u0627\u0644\u0628\u0629 \u0648\u0644\u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0633\u062f\u0648\u062f \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u0627\u0626\u064a\u0629.<\/div>\n<\/div>\n<div dir=\"auto\"><\/div>\n<div dir=\"auto\" style=\"text-align: right\"><img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37477\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n-300x218.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n-300x218.jpg\" alt=\"\" width=\"300\" height=\"218\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27218%27%20viewBox%3D%270%200%20300%20218%27%3E%3Crect%20width%3D%27300%27%20height%3D%27218%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n-200x145.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n-300x218.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n-400x291.jpg 400w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347582485_1737976419972686_7790907152474886516_n.jpg 600w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/> <img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37476\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-300x225.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27225%27%20viewBox%3D%270%200%20300%20225%27%3E%3Crect%20width%3D%27300%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-200x150.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-300x225.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-400x300.jpg 400w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-600x450.jpg 600w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-768x576.jpg 768w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n-800x600.jpg 800w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347387601_1176152599730477_8270086411414036295_n.jpg 960w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/> <img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37475\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-300x225.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27225%27%20viewBox%3D%270%200%20300%20225%27%3E%3Crect%20width%3D%27300%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-200x150.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-300x225.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-400x300.jpg 400w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-600x450.jpg 600w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-768x576.jpg 768w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n-800x600.jpg 800w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347246478_919000666046511_4409257926290824322_n.jpg 960w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/> <img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37474\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n-300x225.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27225%27%20viewBox%3D%270%200%20300%20225%27%3E%3Crect%20width%3D%27300%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n-200x150.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n-300x225.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n-400x300.jpg 400w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347229687_813567186361054_4128450076617141142_n.jpg 600w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/> <img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37473\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n-300x225.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27225%27%20viewBox%3D%270%200%20300%20225%27%3E%3Crect%20width%3D%27300%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n-200x150.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n-300x225.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n-400x300.jpg 400w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347226811_772340587894376_4543562883830401737_n.jpg 600w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/> <img decoding=\"async\" class=\"lazyload alignnone size-medium wp-image-37472\" src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347144261_3580518308834710_4161276630572220073_n-300x225.jpg\" data-orig-src=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347144261_3580518308834710_4161276630572220073_n-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27225%27%20viewBox%3D%270%200%20300%20225%27%3E%3Crect%20width%3D%27300%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347144261_3580518308834710_4161276630572220073_n-200x150.jpg 200w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347144261_3580518308834710_4161276630572220073_n-300x225.jpg 300w, https:\/\/uomosul.edu.iq\/engineering\/wp-content\/uploads\/sites\/9\/2023\/05\/347144261_3580518308834710_4161276630572220073_n-400x300.jpg 400w, 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\u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062c\u0631\u064a\u0627\u0646: \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 (\u062d\u0648\u0636 \u0646\u0647\u0631 \u0627\u0644\u0632\u0627\u0628)&#8221;\u060c \u0641\u064a \u0642\u0627\u0639\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0627\u062a \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 18\/5\/2023. \u0647\u062f\u0641\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u062a \u0628\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0631\u064a\u0627\u0645 \u064a\u0648\u0646\u0633 \u0623\u062d\u0645\u062f \u062d\u0633\u0646\u060c \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0627\u0631\u0628\u0639\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0635\u0631\u064a\u0641 \u0627\u0644\u064a\u0648\u0645\u064a \u0644\u0646\u0647\u0631 \u0627\u0644\u0632\u0627\u0628 \u0627\u0644\u0643\u0628\u064a\u0631\u060c \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0648\u0644 \u0647\u0648 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0644\u0644\u062e\u0637\u0625 (Feed Forward Back Propagation (FFBP\u060c \u0648\u0627\u0644\u062b\u0627\u0646\u064a \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a (\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0628\u0631\u064a\u0633\u064a\u0628\u062a\u0631\u0648\u0646) (Multilayer Perceptron) (MLP)\u060c \u062d\u064a\u062b \u062a\u0645 \u0628\u0646\u0627\u0621 \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0637\u0631\u064a\u0642\u062a\u064a\u0646\u060c \u0627\u0644\u0623\u0648\u0644\u0649 \u0647\u064a \u062a\u0637\u0628\u064a\u0642 <a href=\"https:\/\/uomosul.edu.iq\/engineering\/%d8%b1%d8%b3%d8%a7%d9%84%d8%a9-%d9%85%d8%a7%d8%ac%d8%b3%d8%aa%d9%8a%d8%b1-%d9%81%d9%8a-%d9%82%d8%b3%d9%85-%d9%87%d9%86%d8%af%d8%b3%d8%a9-%d8%a7%d9%84%d8%b3%d8%af%d9%88%d8%af-%d9%88%d8%a7%d9%84-17\/\"> [\u0625\u0642\u0631\u0623 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