{"id":30927,"date":"2026-04-03T09:48:33","date_gmt":"2026-04-03T06:48:33","guid":{"rendered":"https:\/\/uoninevah.edu.iq\/ee\/?p=30927"},"modified":"2026-04-03T09:51:10","modified_gmt":"2026-04-03T06:51:10","slug":"%d8%aa%d8%af%d8%b1%d9%8a%d8%b3%d9%8a-%d9%85%d9%86-%d8%ac%d8%a7%d9%85%d8%b9%d8%a9-%d9%86%d9%8a%d9%86%d9%88%d9%89-%d9%8a%d8%b4%d8%a7%d8%b1%d9%83-%d9%81%d9%8a-%d9%85%d9%86%d8%a7%d9%82%d8%b4%d8%a9-%d8%a3","status":"publish","type":"post","link":"https:\/\/uoninevah.edu.iq\/ee\/2026\/04\/03\/%d8%aa%d8%af%d8%b1%d9%8a%d8%b3%d9%8a-%d9%85%d9%86-%d8%ac%d8%a7%d9%85%d8%b9%d8%a9-%d9%86%d9%8a%d9%86%d9%88%d9%89-%d9%8a%d8%b4%d8%a7%d8%b1%d9%83-%d9%81%d9%8a-%d9%85%d9%86%d8%a7%d9%82%d8%b4%d8%a9-%d8%a3\/","title":{"rendered":"\u062a\u062f\u0631\u064a\u0633\u064a \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0646\u0648\u0649 \u064a\u0634\u0627\u0631\u0643 \u0641\u064a \u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644"},"content":{"rendered":"\n

\u0641\u064a \u0625\u0637\u0627\u0631 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u064a\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0627\u0644\u0639\u0631\u0627\u0642\u064a\u0629\u060c \u0634\u0627\u0631\u0643 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0645\u062d\u0645\u062f \u0639\u0628\u062f\u0627\u0644\u0645\u0637\u0644\u0628 \u0645\u062d\u0645\u062f\u060c \u0631\u0626\u064a\u0633 \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0641\u064a \u0643\u0644\u064a\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \/ \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0646\u0648\u0649\u060c \u0641\u064a \u0644\u062c\u0646\u0629 \u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0628\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644\u060c \u0648\u0630\u0644\u0643 \u0628\u0635\u0641\u062a\u0647 \u0639\u0636\u0648\u0627\u064b \u0648\u0645\u0634\u0631\u0641\u0627\u064b.<\/p>\n\n\n\n

\u0648\u062c\u0631\u062a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u064a\u0648\u0645 \u0627\u0644\u062b\u0644\u0627\u062b\u0627\u0621 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 17 \u0622\u0630\u0627\u0631 2026\u060c \u0644\u0644\u062a\u062f\u0631\u064a\u0633\u064a\u0629 \u0641\u064a \u0643\u0644\u064a\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \/ \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629\u060c \u062a\u0642\u0649 \u0639\u0628\u062f \u0627\u0644\u062d\u0645\u064a\u062f \u0641\u062a\u062d\u064a\u060c \u0639\u0646 \u0623\u0637\u0631\u0648\u062d\u062a\u0647\u0627 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629: Developing Machine Learning Algorithms for EMG Signal Classification using Hardware-efficient Architecture<\/p>\n\n\n\n

\u0648\u0647\u062f\u0641\u062a \u0627\u0644\u0623\u0637\u0631\u0648\u062d\u0629 \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0641\u0639\u0651\u0627\u0644\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0625\u0634\u0627\u0631\u0627\u062a \u062a\u062e\u0637\u064a\u0637 \u0643\u0647\u0631\u0628\u0627\u0626\u064a\u0629 \u0627\u0644\u0639\u0636\u0644 (EMG)\u060c \u0628\u0645\u0627 \u064a\u0633\u0647\u0645 \u0641\u064a \u062f\u0639\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0645\u0639 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0631\u062a\u062f\u0627\u0621\u060c \u0639\u0628\u0631 \u062a\u0635\u0645\u064a\u0645 \u0645\u0639\u0627\u0644\u062c \u0645\u062e\u0635\u0635 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n

\u0648\u062a\u0636\u0645\u0651\u0646 \u0627\u0644\u0628\u062d\u062b \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0648\u0627\u0631 (Thalmic Myo)\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0645\u0646\u0647\u0627 (DT\u060c RF\u060c KNN\u060c XGBoost)\u060c \u0641\u0636\u0644\u0627\u064b \u0639\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 (LSTM\u060c CNN-LSTM)\u060c \u0645\u0639 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0626\u0647\u0627 \u0648\u0641\u0642 \u0645\u0624\u0634\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0634\u0645\u0644\u062a \u0627\u0644\u062f\u0642\u0629 \u0648\u0632\u0645\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0642\u062f\u0631\u0629.<\/p>\n\n\n\n

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

 \u0648\u0642\u062f \u0646\u0627\u0644\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0633\u064a\u0629 \u062a\u0642\u0649 \u0639\u0628\u062f \u0627\u0644\u062d\u0645\u064a\u062f \u0641\u062a\u062d\u064a \u0634\u0647\u0627\u062f\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0628\u0639\u062f \u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u062a\u0647\u0627 \u0628\u0646\u062c\u0627\u062d\u060c \u0648\u0633\u0637 \u0625\u0634\u0627\u062f\u0629 \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0645\u062a\u0645\u064a\u0632 \u0648\u0645\u0627 \u062a\u0648\u0635\u0644\u062a \u0625\u0644\u064a\u0647 \u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u062a\u0637\u0628\u064a\u0642\u064a\u0629 \u0648\u0627\u0639\u062f\u0629.<\/p>\n\n\n\n

\u00a0\u0648\u062a\u0623\u062a\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u062a\u0623\u0643\u064a\u062f\u0627\u064b \u0639\u0644\u0649 \u062f\u0648\u0631 \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0646\u0648\u0649 \u0641\u064a \u062f\u0639\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0627\u0644\u0627\u0646\u0641\u062a\u0627\u062d \u0639\u0644\u0649 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u0641\u064a \u0625\u0637\u0627\u0631 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u064a\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0627\u0644\u0639\u0631\u0627\u0642\u064a\u0629\u060c \u0634\u0627\u0631\u0643 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0645\u062d\u0645\u062f \u0639\u0628\u062f\u0627\u0644\u0645\u0637\u0644\u0628 \u0645\u062d\u0645\u062f\u060c \u0631\u0626\u064a\u0633 \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0641\u064a \u0643\u0644\u064a\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \/ \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0646\u0648\u0649\u060c \u0641\u064a \u0644\u062c\u0646\u0629 \u0645\u0646\u0627\u0642\u0634\u0629 […]<\/p>\n","protected":false},"author":49,"featured_media":30929,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,675,697],"tags":[],"class_list":["post-30927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1","category-ce","category-697"],"yoast_head":"\n\u062a\u062f\u0631\u064a\u0633\u064a \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0646\u0648\u0649 \u064a\u0634\u0627\u0631\u0643 \u0641\u064a \u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644 - \u0643\u0644\u064a\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0627\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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