{"id":4785,"date":"2024-09-20T09:32:46","date_gmt":"2024-09-20T05:32:46","guid":{"rendered":"https:\/\/haykakanbanak.am\/?p=4785"},"modified":"2025-08-26T14:16:22","modified_gmt":"2025-08-26T10:16:22","slug":"a-study-of-a-model-of-neural-network-application-in-the-decoy-infrastructure-in-the-defense-sphere","status":"publish","type":"post","link":"https:\/\/haykakanbanak.am\/?p=4785","title":{"rendered":"A study of a model of neural network application in the decoy infrastructure in the defense sphere"},"content":{"rendered":"<div id=\"cmsmasters_row_513cvkfkga\" class=\"cmsmasters_row cmsmasters_color_scheme_default cmsmasters_row_top_default cmsmasters_row_bot_default cmsmasters_row_boxed\">\n<div class=\"cmsmasters_row_outer_parent\">\n<div class=\"cmsmasters_row_outer\">\n<div class=\"cmsmasters_row_inner\">\n<div class=\"cmsmasters_row_margin\">\n<div id=\"cmsmasters_column_vmapoutatk\" class=\"cmsmasters_column one_third\">\n<div class=\"cmsmasters_column_inner\"><div class=\"cmsmasters_text\" data-animation=\"fadeInLeft\" data-delay=\"0\">\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-4779\" src=\"http:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan.jpg\" alt=\"\" width=\"1311\" height=\"871\" srcset=\"https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan.jpg 1311w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-300x199.jpg 300w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-1024x680.jpg 1024w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-768x510.jpg 768w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-580x385.jpg 580w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-860x571.jpg 860w, https:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-1160x771.jpg 1160w\" sizes=\"(max-width: 1311px) 100vw, 1311px\" \/><\/p>\n<\/div>\n<\/div><\/div>\n<div id=\"cmsmasters_column_tmr1ket6h\" class=\"cmsmasters_column two_third\">\n<div class=\"cmsmasters_column_inner\"><div class=\"cmsmasters_text\">\n<p style=\"text-align: center;\"><strong>T. V. JAMGHARYAN, Lieutenant Colonel, PhD in Engineering, Deputy Head, Communications Security and Classified Communications Division, Signal and AMS Department, General Staff of the RA Armed Forces; <\/strong><\/p>\n<p style=\"text-align: center;\"><strong>T. N. SHAHNAZARYAN, Major General, Head, Main Operative Department \u2013 Deputy Chief, General Staff of the RA Armed Forces <\/strong><\/p>\n<p style=\"text-align: center;\"><strong>SUMMARY<\/strong><\/p>\n<p style=\"text-align: justify;\">The article discusses the results of calculations and testing of the machine learning application methods for the management of decoy infrastructure. The decoy infrastructure and the data circulating within it were managed by the generative adversarial network. The following factors were selected as estimation parameters: accuracy, precision, recall and specificity. The criterion of minimum discriminative threshold <em>F<sub>score<\/sub><\/em> was used to assess the quality of the generative adversarial network.<\/p>\n<p style=\"text-align: justify;\">Testing of various types was conducted in the virtual environment. Various attacks were simulated \u2013 Domain Generation Algorithm (DGA attacks), port scanning attack, edge device access attack, Transmission Control Protocol attack, and User Datagram Protocol of \u201cdenial-of-service\u201d type (TCP\/UDP SYN). The generative adversarial network running the decoy infrastructure was attached to the intrusion detection system with machine learning. The theoretical calculations made and practical tests carried out come to confirm the possibility of creating the decoy infrastructure with minimum interference from the operator.<\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":4925,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[178],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A study of a model of neural network application in the decoy infrastructure in the defense sphere - \u00ab\u0540\u0531\u0545\u053f\u0531\u053f\u0531\u0546 \u0532\u0531\u0546\u0531\u053f\u00bb \u054c\u0531\u0536\u0544\u0531\u0533\u053b\u054f\u0531\u053f\u0531\u0546 \u0540\u0531\u0546\u0534\u0535\u054d<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/haykakanbanak.am\/?p=4785\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A study of a model of neural network application in the decoy infrastructure in the defense sphere\" \/>\n<meta property=\"og:url\" content=\"https:\/\/haykakanbanak.am\/?p=4785\" \/>\n<meta property=\"og:site_name\" content=\"\u00ab\u0540\u0531\u0545\u053f\u0531\u053f\u0531\u0546 \u0532\u0531\u0546\u0531\u053f\u00bb \u054c\u0531\u0536\u0544\u0531\u0533\u053b\u054f\u0531\u053f\u0531\u0546 \u0540\u0531\u0546\u0534\u0535\u054d\" \/>\n<meta property=\"article:published_time\" content=\"2024-09-20T05:32:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-26T10:16:22+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/haykakanbanak.am\/wp-content\/uploads\/2024\/12\/Jamgharyan-1024x680.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/haykakanbanak.am\/?p=4785\",\"url\":\"https:\/\/haykakanbanak.am\/?p=4785\",\"name\":\"A study of a model of neural network application in the decoy infrastructure in the defense sphere - 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