{"id":49500,"date":"2023-10-31T19:18:31","date_gmt":"2023-10-31T16:18:31","guid":{"rendered":"https:\/\/spu.edu.iq\/ku\/?p=49500"},"modified":"2023-11-11T23:12:02","modified_gmt":"2023-11-11T20:12:02","slug":"%da%af%d9%81%d8%aa%d9%88%da%af%db%86%db%8c-%d9%85%d8%a7%d8%b3%d8%aa%db%95%d8%b1-%d9%86%d8%a7%d9%85%db%95%db%8c-%d8%ae%d9%88%db%8e%d9%86%d8%af%da%a9%d8%a7%d8%b1%db%8e%da%a9%db%8c-%d8%ae%d9%88%db%8e","status":"publish","type":"post","link":"https:\/\/spu.edu.iq\/ku\/?p=49500","title":{"rendered":"\u06af\u0641\u062a\u0648\u06af\u06c6\u06cc \u0645\u0627\u0633\u062a\u06d5\u0631 \u0646\u0627\u0645\u06d5\u06cc \u062e\u0648\u06ce\u0646\u062f\u06a9\u0627\u0631\u06ce\u06a9\u06cc \u062e\u0648\u06ce\u0646\u062f\u0646\u06cc \u0628\u0627\u06b5\u0627 \u0644\u06d5\u06a9\u06c6\u0644\u06ce\u062c\u06cc \u062a\u06d5\u06a9\u0646\u06cc\u06a9\u06cc \u0626\u06cc\u0646\u0641\u06c6\u0631\u0645\u0627\u062a\u06cc\u06a9 \u0628\u06d5\u0695\u06ce\u0648\u06d5\u0686\u0648\u0648"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0626\u06d5\u0645\u0695\u06c6 \u0633\u06ce \u0634\u06d5\u0645\u0645\u06d5 \u0695\u06ce\u06a9\u06d5\u0648\u062a\u06cc 2023\/10\/31\u00a0\u00a0\u00a0 \u06af\u0641\u062a\u0648\u06af\u06c6\u06cc \u0645\u0627\u0633\u062a\u06d5\u0631 \u0646\u0627\u0645\u06d5\u06cc \u062e\u0648\u06ce\u0646\u062f\u06a9\u0627\u0631\u06cc \u062e\u0648\u06ce\u0646\u062f\u0646\u06cc \u0628\u0627\u06b5\u0627 \u0626\u0627\u0632\u06cc\u0632\u00a0 \u0631\u062d\u0645\u0627\u0646 \u0639\u0628\u062f\u0627\u0644\u0644\u06d5 \u0628\u06d5\u0646\u0627\u0648\u0646\u06cc\u0634\u0627\u0646\u06cc ( A Machine Learning Model for Intelligent Detection of lot Neworks ) \u0644\u06d5 \u0647\u06c6\u06b5\u06cc \u0633\u06cc\u0645\u06cc\u0646\u0627\u0631\u06cc \u06a9\u06d5\u0645\u067e\u06cc \u06a9\u06c6\u0644\u06ce\u062c\u06d5 \u062a\u06d5\u06a9\u0646\u06cc\u06a9\u06cc\u06d5\u06a9\u0627\u0646\u06cc \u0686\u0648\u0627\u0631\u0686\u0631\u0627 \u0628\u06d5\u0695\u06ce\u0648\u06d5\u0686\u0648\u0648.<br \/>\n\u0644\u06cc\u0698\u0646\u06d5\u06cc \u06af\u0641\u062a\u0648\u06af\u06c6 \u067e\u06ce\u06a9\u0647\u0627\u062a\u0628\u0648\u0648\u0646 \u0644\u06d5\u00a0 \u067e.\u06cc.\u062f. \u0633\u06c6\u0632\u0627\u0646 \u0639\u0628\u062f\u0627\u0644\u0644\u06d5 \u0645\u062d\u0645\u062f\u00a0 \u0633\u06d5\u0631\u06c6\u06a9 \u0644\u06cc\u0698\u0646\u06d5 \u060c \u067e.\u06cc.\u062f.\u0627\u062d\u0645\u062f \u0639\u0628\u062f\u0627\u0644\u0644\u06d5 \u0627\u062d\u0645\u062f \u0626\u06d5\u0646\u062f\u0627\u0645 \u060c \u067e.\u06cc.\u062f.\u0633\u06d5\u0631\u06a9\u0627\u0631 \u062d\u0633\u0646 \u0627\u062d\u0645\u062f \u0626\u06d5\u0646\u062f\u0627\u0645 \u060c \u067e.\u06cc.\u062f.\u0646\u0648\u0631 \u063a\u0627\u0632\u06cc \u0645\u062d\u0645\u062f\u00a0 \u0626\u06d5\u0646\u062f\u0627\u0645 \u0648 \u0633\u06d5\u0631\u067e\u06d5\u0631\u0634\u062a\u06cc\u0627\u0631 .<br \/>\n\u067e\u06ce\u0634\u06a9\u06d5\u0634\u06a9\u0631\u062f\u0646\u06cc\u00a0 \u0633\u06cc\u0645\u06cc\u0646\u0627\u0631\u06ce\u06a9\u06cc \u0632\u0627\u0646\u0633\u062a\u06cc \u0644\u06d5\u0633\u06d5\u0631 \u0646\u0627\u0648\u06d5\u0695\u06c6\u06a9\u06cc \u0646\u0627\u0645\u06d5\u06cc \u0645\u0627\u0633\u062a\u06d5\u0631\u0646\u0627\u0645\u06d5\u06a9\u06d5 \u062f\u06d5\u0633\u062a\u067e\u06ce\u06a9\u06cc \u06af\u0641\u062a\u0648\u06af\u06c6\u06a9\u06d5\u0628\u0648\u0648 \u06a9\u06d5\u00a0\u00a0 \u0628\u0627\u0633\u06cc\u00a0 \u0644\u06d5\u00a0 \u062a\u06ce\u0632\u06d5 \u06a9\u06d5\u06cc \u06a9\u0631\u062f\u00a0 \u06a9\u06d5\u00a0 \u0633\u06cc\u0633\u062a\u06d5\u0645\u06ce\u06a9\u06cc \u062f\u06c6\u0632\u06cc\u0646\u06d5\u0648\u06d5\u06cc \u062f\u0632\u06d5\u067e\u06ce\u06a9\u0631\u0627\u0648\u06cc lot\u00a0 \u0644\u06d5\u0633\u06d5\u0631\u0628\u0646\u06d5\u0645\u0627\u06cc \u0641\u06ce\u0631\u0628\u0648\u0648\u0646\u06cc \u0626\u0627\u0645\u06ce\u0631\u06cc \u06a9\u06ce\u0634\u06cc \u0633\u0648\u06a9 \u0648\u0648\u0648\u0631\u062f \u0648\u062e\u06ce\u0631\u0627 (ML) .<br \/>\n\u0647\u06d5\u0631\u0648\u06d5\u0647\u0627 \u067e\u06ce\u0634\u0646\u06cc\u0627\u0631\u06a9\u0631\u0627\u0648\u06cc \u0645\u06c6\u062f\u06ce\u0644\u06ce\u06a9\u06cc \u0647\u06d5\u06b5\u0628\u0698\u0627\u0631\u062f\u0646\u06cc\u00a0 \u062a\u0627\u06cc\u0628\u06d5\u062a\u0645\u06d5\u0646\u062f\u06cc \u0632\u06cc\u0631\u06d5\u06a9\u06cc \u0628\u06d5\u06a9\u0627\u0631\u0647\u06ce\u0646\u0627 \u0628\u06d5\u0628\u06d5\u06a9\u0627\u0631\u0647\u06ce\u0646\u0627\u0646\u06cc (Borutashap)\u00a0 \u0644\u06d5\u06af\u06d5\u06b5 (default)\u00a0\u00a0 \u0647\u06d5\u0631\u0648\u06d5\u0647\u0627 (balan ced Random Forest ) \u0644\u06d5\u06af\u06d5\u06b5\u00a0 (Weighted X GBost )\u00a0 \u0628\u06c6\u0647\u06d5\u06b5\u0628\u0698\u0627\u0631\u062f\u0646\u06cc \u0628\u0627\u0634\u062a\u0631\u06cc\u0646 \u0695\u06ce\u06af\u06d5 \u0628\u06d5\u06a9\u06d5\u0645\u062a\u0631\u06cc\u0646 \u0698\u0645\u0627\u0631\u06d5\u06cc (Relevant Features) \u0628\u06c6 \u062f\u06cc\u0627\u0631\u06cc \u06a9\u0631\u062f\u0646\u06cc (Attack and Normal ) \u0644\u06d5 ( lot traffic flow ) .<br \/>\n\u067e\u0627\u0634 \u0686\u06d5\u0646\u062f \u06a9\u0627\u0698\u0645\u06ce\u0631 \u06af\u0641\u062a\u0648\u06af\u06c6\u06cc \u0648\u0648\u0631\u062f \u0644\u06d5 \u0633\u06d5\u0631 \u0628\u0695\u06af\u06d5\u0648 \u0628\u06d5\u0634 \u0648\u00a0 \u0628\u0627\u0628\u06d5\u062a\u06d5\u06a9\u0627\u0646\u06cc\u00a0 \u0645\u0627\u0633\u062a\u06d5\u0631\u0646\u0627\u0645\u06d5\u06a9\u06d5\u0644\u06d5\u0644\u0627\u06cc\u06d5\u0646 \u0644\u06cc\u0698\u0646\u06d5\u06a9\u06d5\u0648\u06d5 \u067e\u06d5\u0633\u06d5\u0646\u062f\u06a9\u0631\u0627.<br \/>\n\u0695\u0627\u06af\u0631\u0627\u06cc\u06d5\u062a\u06cc \u06a9\u06c6\u0644\u06ce\u062c\u06cc \u062a\u06d5\u06a9\u0646\u06cc\u06a9\u06cc \u0626\u06cc\u0646\u0641\u06c6\u0631\u0645\u0627\u062a\u06cc\u06a9\u00a0 \u067e\u06cc\u0631\u06c6\u0632\u0628\u0627\u06cc\u06cc \u062e\u06c6\u06cc \u0626\u0627\u0631\u0627\u0633\u062a\u06d5\u06cc \u062e\u0648\u06ce\u0646\u062f\u06a9\u0627\u0631 \u0626\u0627\u0632\u06cc\u0632 \u0631\u062d\u0645\u0627\u0646 \u0639\u0628\u062f\u0627\u0644\u0644\u06d5 \u062f\u06d5\u06a9\u0627\u062a \u060c \u0647\u06cc\u0648\u0627\u06cc \u0633\u06d5\u0631\u06a9\u06d5\u0648\u062a\u0646 \u0648 \u0628\u06d5\u062f\u06d5\u0633\u062a \u0647\u06ce\u0646\u0627\u0646\u06cc \u067e\u0644\u06d5\u06cc \u0632\u0627\u0646\u0633\u062a\u06cc \u0628\u06d5\u0631\u0632\u062a\u0631\u06cc \u0628\u06c6 \u062f\u06d5\u062e\u0648\u0627\u0632\u06ce\u062a.<\/p>\n<p style=\"text-align: justify;\">\n<div id='gallery-1' class='gallery galleryid-49500 gallery-columns-1 gallery-size-full'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9.jpg 960w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9-300x225.jpg 300w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9-768x576.jpg 768w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9-250x188.jpg 250w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/9-400x300.jpg 400w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/10.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/10.jpg 960w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/10-300x200.jpg 300w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/10-768x512.jpg 768w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/10-250x167.jpg 250w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/11.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/11.jpg 960w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/11-300x200.jpg 300w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/11-768x512.jpg 768w, https:\/\/spu.edu.iq\/ku\/wp-content\/uploads\/2023\/10\/11-250x167.jpg 250w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u0626\u06d5\u0645\u0695\u06c6 \u0633\u06ce \u0634\u06d5\u0645\u0645\u06d5 \u0695\u06ce\u06a9\u06d5\u0648\u062a\u06cc 2023\/10\/31\u00a0\u00a0\u00a0 \u06af\u0641\u062a\u0648\u06af\u06c6\u06cc \u0645\u0627\u0633\u062a\u06d5\u0631 \u0646\u0627\u0645\u06d5\u06cc \u062e\u0648\u06ce\u0646\u062f\u06a9\u0627\u0631\u06cc \u062e\u0648\u06ce\u0646\u062f\u0646\u06cc \u0628\u0627\u06b5\u0627 \u0626\u0627\u0632\u06cc\u0632\u00a0 \u0631\u062d\u0645\u0627\u0646 \u0639\u0628\u062f\u0627\u0644\u0644\u06d5 \u0628\u06d5\u0646\u0627\u0648\u0646\u06cc\u0634\u0627\u0646\u06cc ( A Machine Learning Model for Intelligent Detection of lot Neworks ) \u0644\u06d5 \u0647\u06c6\u06b5\u06cc \u0633\u06cc\u0645\u06cc\u0646\u0627\u0631\u06cc \u06a9\u06d5\u0645\u067e\u06cc \u06a9\u06c6\u0644\u06ce\u062c\u06d5 \u062a\u06d5\u06a9\u0646\u06cc\u06a9\u06cc\u06d5\u06a9\u0627\u0646\u06cc \u0686\u0648\u0627\u0631\u0686\u0631\u0627 \u0628\u06d5\u0695\u06ce\u0648\u06d5\u0686\u0648\u0648. \u0644\u06cc\u0698\u0646\u06d5\u06cc \u06af\u0641\u062a\u0648\u06af\u06c6 \u067e\u06ce\u06a9\u0647\u0627\u062a\u0628\u0648\u0648\u0646 \u0644\u06d5\u00a0 \u067e.\u06cc.\u062f. &hellip; <\/p>\n","protected":false},"author":87,"featured_media":49501,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[87],"tags":[],"class_list":["post-49500","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-87"],"_links":{"self":[{"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/posts\/49500","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/users\/87"}],"replies":[{"embeddable":true,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=49500"}],"version-history":[{"count":2,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/posts\/49500\/revisions"}],"predecessor-version":[{"id":49607,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/posts\/49500\/revisions\/49607"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=\/wp\/v2\/media\/49501"}],"wp:attachment":[{"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49500"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49500"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spu.edu.iq\/ku\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49500"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}