{"id":21727,"date":"2026-09-21T15:54:18","date_gmt":"2026-09-21T12:54:18","guid":{"rendered":"https:\/\/uomisan.edu.iq\/eng\/ar\/?p=21727"},"modified":"2026-09-21T15:54:19","modified_gmt":"2026-09-21T12:54:19","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%83%d9%84%d9%8a%d8%a9-%d8%a7%d9%84%d9%87%d9%86%d8%af%d8%b3%d8%a9-%d8%aa%d9%86%d8%a7%d9%82%d8%b4-%d8%a7%d9%84-2","status":"publish","type":"post","link":"https:\/\/uomisan.edu.iq\/eng\/ar\/blog\/archives\/21727","title":{"rendered":"\u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u062a\u0646\u0627\u0642\u0634 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u0638\u0645\u0629 \u0644\u062a\u0634\u062e\u064a\u0635 \u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u062d\u062b\u064a\u0629 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0637\u0648\u0631"},"content":{"rendered":"\n

\u0646\u0648\u0642\u0634\u062a \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0633\u0627\u0646 \u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0644\u0644\u0628\u0627\u062d\u062b \u062c\u0639\u0640\u0641\u0640\u0631 \u0641\u0640\u0627\u0644\u062d \u062d\u0633\u0646 \u0641\u064a \u0642\u0633\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629:
(Investigation and Analysis of Three-Phase Induction Motor Using Intelligent Systems)
\u0648\u062c\u0631\u062a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0628\u062d\u0636\u0648\u0631 \u0644\u062c\u0646\u0629 \u0639\u0644\u0645\u064a\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u0623\u0644\u0641\u062a \u0645\u0646 \u0627\u0644\u0633\u0627\u062f\u0629:
\u2022 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0628\u062f \u0627\u0644\u062c\u0628\u0627\u0631 \u0639\u0640\u0648\u064a\u062f \u2013 \u0631\u0626\u064a\u0633\u064b\u0627
\u2022 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u062c\u0628\u0627\u0631 \u0631\u062d\u064a\u0645 \u0631\u0627\u0634\u062f \u2013 \u0639\u0636\u0648\u064b\u0627
\u2022 \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 \u062e\u0644\u0641 \u062c\u0645\u0639\u0629 \u2013 \u0639\u0636\u0648\u064b\u0627
\u2022 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0623\u062d\u0645\u062f \u0631\u064a\u0633\u0627\u0646 \u062d\u0633\u064a\u0646 \u2013 \u0639\u0636\u0648\u064b\u0627 \u0648\u0645\u0634\u0631\u0641\u064b\u0627
\u0648\u062a\u0646\u0627\u0648\u0644\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u062a\u062d\u0644\u064a\u0644\u0627 \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u062d\u062b\u064a\u0629 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0637\u0648\u0631 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0627\u0644\u062a\u0647\u0627 \u0648\u062a\u0634\u062e\u064a\u0635 \u0623\u0639\u0637\u0627\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a (mult-sensor) \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c MATLAB\/Simulink.
\u0648\u0627\u0639\u062a\u0645\u062f\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0639\u0644\u0649 \u062f\u0645\u062c \u062b\u0644\u0627\u062b \u0642\u0646\u0648\u0627\u062a \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u062a\u0645\u062b\u0644 \u0645\u062c\u0627\u0644\u0627\u062a \u0641\u064a\u0632\u064a\u0627\u0626\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0647\u064a \u062a\u064a\u0627\u0631 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u062b\u0627\u0628\u062a (Stator Current)\u060c \u0648\u0627\u0644\u0627\u0647\u062a\u0632\u0627\u0632 (Vibration) \u060c \u0648\u0627\u0644\u0641\u064a\u0636 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a (Stray Magnetic Flux)\u060c \u0628\u0647\u062f\u0641 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0639\u0646 \u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062d\u0631\u0643 \u062a\u062d\u062a \u0638\u0631\u0648\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0632\u0627\u0626\u062f\u060c \u0648\u0642\u0635\u0631 \u0627\u0644\u062f\u0627\u0626\u0631\u0629 \u0628\u064a\u0646 \u0627\u0644\u0644\u0641\u0627\u062a (ITSC) \u060c \u0648\u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0645\u062d\u0627\u0645\u0644 (Bearing fault)\u060c \u0648\u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u062c\u0647\u062f. (Voltage Unbalance )
\u0643\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a\u060c \u0634\u0645\u0644\u062a Short-Time Fourier Transform (STFT) \u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u062a\u064a\u0627\u0631\u060c \u0648Envelope Spectrum \u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0627\u0647\u062a\u0632\u0627\u0632\u060c \u0648 Wavelet Scalogram \u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0641\u064a\u0636 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a .
\u0648\u0637\u0648\u0631\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0622\u0644\u064a\u0629 Reliability Gating \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0623\u062b\u0631\u0629 \u0628\u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0623\u0648 \u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u062d\u062f \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a\u060c \u0642\u0628\u0644 \u062f\u0645\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0625\u062f\u062e\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c Multi-Head Attention\u2013LSTM (MHA\u2013LSTM) \u0644\u062a\u0635\u0646\u064a\u0641 \u062d\u0627\u0644\u0627\u062a \u0648\u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0645\u062d\u0631\u0643.
\u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0645\u0648\u0632\u0648\u0646\u0629 \u0628\u0644\u063a\u062a 97.67 % \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0648\u0633\u0629\u060c \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0628\u0644\u063a 91.5% \u0639\u0646\u062f \u0645\u0633\u062a\u0648\u0649 \u0636\u0648\u0636\u0627\u0621 20dB SN \u060c \u0643\u0645\u0627 \u062d\u0627\u0641\u0638 \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 92.4% \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u064a \u0644\u0625\u062d\u062f\u0649 \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631\u060c \u0645\u0645\u0627 \u064a\u0639\u0643\u0633 \u0642\u062f\u0631\u0629 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u062f\u0647\u0648\u0631 \u062c\u0648\u062f\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0648\u0638\u0631\u0648\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.
\u0648\u0641\u064a \u062e\u062a\u0627\u0645 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629\u060c \u062d\u0635\u0644 \u0627\u0644\u0628\u0627\u062d\u062b \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0631 \u0627\u0645\u062a\u064a\u0627\u0632\u060c \u0648\u0623\u0634\u0627\u062f\u062a \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0628\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0645\u0628\u0630\u0648\u0644 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0631\u0633\u0627\u0644\u0629\u060c \u0645\u062a\u0645\u0646\u064a\u0629\u064b \u0644\u0647 \u062f\u0648\u0627\u0645 \u0627\u0644\u062a\u0648\u0641\u064a\u0642 \u0648\u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0645\u0633\u064a\u0631\u062a\u0647 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u0629.
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\u0634\u0639\u0628\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0645 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0627\u0644\u062d\u0643\u0648\u0645\u064a
\u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0633\u0627\u0646<\/p>\n\n\n\n

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\"\"<\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"

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